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voqtuyen / CDCN-Face-Anti-Spoofing.pytorch

Apply Central Difference Convolutional Network (CDCN) for face anti spoofing
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Pretrained Models #2

Open OrkhanHI opened 3 years ago

OrkhanHI commented 3 years ago

Hi, do you have pretrained models?

Thanks, Orkhan

voqtuyen commented 3 years ago

Thanks for your question, but unfortunately i do not keep a pretrained model

610821216 commented 3 years ago

Depth_map is used in the program..but i did not find it in your dataset

punitha-valli commented 3 years ago

@voqtuyen @OrkhanHI @610821216 @tuyenqv @OrkhanHI

Hi,

I have got the ACER as 40 % by using the OULU-NPU dataset with the CDCN Sorce code

and the roc curve is very flat

CAn you please reply , me

it will be a great help

Thank you in advance

Oulu-NPU, P1: train from scratch! epoch:1, Train: Absolute_Depth_loss= 0.0552, Contrastive_Depth_loss= 0.0072

epoch:1, Val: val_threshold= 0.0003, val_ACC= 0.4341, val_ACER= 0.5731 epoch:1, Test: ACC= 0.1279, APCER= 0.9740, BPCER= 0.0000, ACER= 0.4870 epoch:2, Train: Absolute_Depth_loss= 0.0532, Contrastive_Depth_loss= 0.0059 epoch:3, Train: Absolute_Depth_loss= 0.0512, Contrastive_Depth_loss= 0.0059 epoch:4, Train: Absolute_Depth_loss= 0.0491, Contrastive_Depth_loss= 0.0055 epoch:5, Train: Absolute_Depth_loss= 0.0483, Contrastive_Depth_loss= 0.0052 epoch:6, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0049 epoch:7, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0049 epoch:8, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0048 epoch:9, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0048 epoch:10, Train: Absolute_Depth_loss= 0.0479, Contrastive_Depth_loss= 0.0048 epoch:11, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0048 epoch:12, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0048 epoch:13, Train: Absolute_Depth_loss= 0.0480, Contrastive_Depth_loss= 0.0048 epoch:14, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047 epoch:15, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0047 epoch:16, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047 epoch:17, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047 epoch:18, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047 epoch:19, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0047 epoch:20, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047 epoch:21, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047

epoch:21, Val: val_threshold= 0.0007, val_ACC= 0.5659, val_ACER= 0.4511 epoch:21, Test: ACC= 0.5581, APCER= 0.3167, BPCER= 0.7308, ACER= 0.5237 epoch:22, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0047 epoch:23, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0047 epoch:24, Train: Absolute_Depth_loss= 0.0476, Contrastive_Depth_loss= 0.0047 epoch:25, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046 epoch:26, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0047 epoch:27, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0047 epoch:28, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:29, Train: Absolute_Depth_loss= 0.0477, Contrastive_Depth_loss= 0.0047 epoch:30, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046 epoch:31, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046 epoch:32, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:33, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:34, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:35, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046 epoch:36, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:37, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:38, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:39, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:40, Train: Absolute_Depth_loss= 0.0472, Contrastive_Depth_loss= 0.0046 epoch:41, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046

epoch:41, Val: val_threshold= 0.0008, val_ACC= 0.4806, val_ACER= 0.5265 epoch:41, Test: ACC= 0.5000, APCER= 0.4861, BPCER= 0.5714, ACER= 0.5288 epoch:42, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046 epoch:43, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:44, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:45, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046 epoch:46, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046 epoch:47, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:48, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:49, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:50, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0046 epoch:51, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0046 epoch:52, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:53, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:54, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:55, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:56, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:57, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046 epoch:58, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:59, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:60, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:61, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046

epoch:61, Val: val_threshold= 0.0008, val_ACC= 0.5504, val_ACER= 0.4556 epoch:61, Test: ACC= 0.6163, APCER= 0.3571, BPCER= 0.5000, ACER= 0.4286 epoch:62, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:63, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:64, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0046 epoch:65, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:66, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:67, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0046 epoch:68, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:69, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:70, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:71, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:72, Train: Absolute_Depth_loss= 0.0471, Contrastive_Depth_loss= 0.0046 epoch:73, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0046 epoch:74, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:75, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:76, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046 epoch:77, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0046 epoch:78, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046 epoch:79, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:80, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:81, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045

epoch:81, Val: val_threshold= 0.0009, val_ACC= 0.4884, val_ACER= 0.5182 epoch:81, Test: ACC= 0.4767, APCER= 0.5278, BPCER= 0.5000, ACER= 0.5139 epoch:82, Train: Absolute_Depth_loss= 0.0475, Contrastive_Depth_loss= 0.0046 epoch:83, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0046 epoch:84, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:85, Train: Absolute_Depth_loss= 0.0473, Contrastive_Depth_loss= 0.0046 epoch:86, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0046 epoch:87, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:88, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:89, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:90, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0046 epoch:91, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:92, Train: Absolute_Depth_loss= 0.0474, Contrastive_Depth_loss= 0.0046 epoch:93, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:94, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:95, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:96, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:97, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:98, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0046 epoch:99, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:100, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:101, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:101, Val: val_threshold= 0.0008, val_ACC= 0.5116, val_ACER= 0.5040 epoch:101, Test: ACC= 0.6628, APCER= 0.2838, BPCER= 0.6667, ACER= 0.4752 epoch:102, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:103, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:104, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:105, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:106, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:107, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:108, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:109, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:110, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:111, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0046 epoch:112, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:113, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045 epoch:114, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:115, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:116, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:117, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:118, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:119, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:120, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:121, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045

epoch:121, Val: val_threshold= 0.0008, val_ACC= 0.5039, val_ACER= 0.5036 epoch:121, Test: ACC= 0.5116, APCER= 0.4531, BPCER= 0.5909, ACER= 0.5220 epoch:122, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045 epoch:123, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:124, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:125, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:126, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045 epoch:127, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:128, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:129, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045 epoch:130, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045 epoch:131, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:132, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:133, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:134, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:135, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:136, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:137, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:138, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:139, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045 epoch:140, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:141, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:141, Val: val_threshold= 0.0006, val_ACC= 0.4574, val_ACER= 0.5542 epoch:141, Test: ACC= 0.5233, APCER= 0.4853, BPCER= 0.4444, ACER= 0.4649 epoch:142, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:143, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:144, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045 epoch:145, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:146, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:147, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:148, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:149, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045 epoch:150, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:151, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:152, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:153, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:154, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:155, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:156, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:157, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:158, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045 epoch:159, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:160, Train: Absolute_Depth_loss= 0.0468, Contrastive_Depth_loss= 0.0045 epoch:161, Train: Absolute_Depth_loss= 0.0469, Contrastive_Depth_loss= 0.0045

epoch:161, Val: val_threshold= 0.0009, val_ACC= 0.4496, val_ACER= 0.5664 epoch:161, Test: ACC= 0.5233, APCER= 0.4265, BPCER= 0.6667, ACER= 0.5466 epoch:162, Train: Absolute_Depth_loss= 0.0470, Contrastive_Depth_loss= 0.0045 epoch:163, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:164, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:165, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:166, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:167, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:168, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045 epoch:169, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:170, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:171, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:172, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:173, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:174, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:175, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:176, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:177, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:178, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:179, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:180, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045 epoch:181, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045

epoch:181, Val: val_threshold= 0.0008, val_ACC= 0.3953, val_ACER= 0.5943 epoch:181, Test: ACC= 0.6860, APCER= 0.2647, BPCER= 0.5000, ACER= 0.3824 epoch:182, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:183, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045 epoch:184, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:185, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045 epoch:186, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:187, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:188, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:189, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:190, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:191, Train: Absolute_Depth_loss= 0.0467, Contrastive_Depth_loss= 0.0045 epoch:192, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:193, Train: Absolute_Depth_loss= 0.0466, Contrastive_Depth_loss= 0.0045 epoch:194, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045 epoch:195, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0044 epoch:196, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:197, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:198, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045 epoch:199, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045 epoch:200, Train: Absolute_Depth_loss= 0.0465, Contrastive_Depth_loss= 0.0045 epoch:201, Train: Absolute_Depth_loss= 0.0464, Contrastive_Depth_loss= 0.0045

epoch:201, Val: val_threshold= 0.0007, val_ACC= 0.5504, val_ACER= 0.4477 epoch:201, Test: ACC= 0.5233, APCER= 0.5077, BPCER= 0.3810, ACER= 0.4443 epoch:202, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045 epoch:203, Train: Absolute_Depth_loss= 0.0462, Contrastive_Depth_loss= 0.0045 epoch:204, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0045 epoch:205, Train: Absolute_Depth_loss= 0.0461, Contrastive_Depth_loss= 0.0045 epoch:206, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:207, Train: Absolute_Depth_loss= 0.0454, Contrastive_Depth_loss= 0.0045 epoch:208, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:209, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045 epoch:210, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045 epoch:211, Train: Absolute_Depth_loss= 0.0458, Contrastive_Depth_loss= 0.0045 epoch:212, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:213, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0045 epoch:214, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0045 epoch:215, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045 epoch:216, Train: Absolute_Depth_loss= 0.0460, Contrastive_Depth_loss= 0.0045 epoch:217, Train: Absolute_Depth_loss= 0.0463, Contrastive_Depth_loss= 0.0046 epoch:218, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0045 epoch:219, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0045 epoch:220, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0045 epoch:221, Train: Absolute_Depth_loss= 0.0459, Contrastive_Depth_loss= 0.0046

epoch:221, Val: val_threshold= 0.0009, val_ACC= 0.5891, val_ACER= 0.4292 epoch:221, Test: ACC= 0.3023, APCER= 0.8056, BPCER= 0.1429, ACER= 0.4742 epoch:222, Train: Absolute_Depth_loss= 0.0455, Contrastive_Depth_loss= 0.0046 epoch:223, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0045 epoch:224, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0046 epoch:225, Train: Absolute_Depth_loss= 0.0455, Contrastive_Depth_loss= 0.0046 epoch:226, Train: Absolute_Depth_loss= 0.0457, Contrastive_Depth_loss= 0.0046 epoch:227, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0046 epoch:228, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0046 epoch:229, Train: Absolute_Depth_loss= 0.0449, Contrastive_Depth_loss= 0.0046 epoch:230, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0046 epoch:231, Train: Absolute_Depth_loss= 0.0456, Contrastive_Depth_loss= 0.0047 epoch:232, Train: Absolute_Depth_loss= 0.0452, Contrastive_Depth_loss= 0.0046 epoch:233, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0046 epoch:234, Train: Absolute_Depth_loss= 0.0451, Contrastive_Depth_loss= 0.0046 epoch:235, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0047 epoch:236, Train: Absolute_Depth_loss= 0.0453, Contrastive_Depth_loss= 0.0047 epoch:237, Train: Absolute_Depth_loss= 0.0448, Contrastive_Depth_loss= 0.0047 epoch:238, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047 epoch:239, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0047 epoch:240, Train: Absolute_Depth_loss= 0.0447, Contrastive_Depth_loss= 0.0047 epoch:241, Train: Absolute_Depth_loss= 0.0446, Contrastive_Depth_loss= 0.0047

epoch:241, Val: val_threshold= 0.0007, val_ACC= 0.5969, val_ACER= 0.4047 epoch:241, Test: ACC= 0.6047, APCER= 0.4242, BPCER= 0.3000, ACER= 0.3621 epoch:242, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047 epoch:243, Train: Absolute_Depth_loss= 0.0443, Contrastive_Depth_loss= 0.0047 epoch:244, Train: Absolute_Depth_loss= 0.0438, Contrastive_Depth_loss= 0.0047 epoch:245, Train: Absolute_Depth_loss= 0.0440, Contrastive_Depth_loss= 0.0047 epoch:246, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047 epoch:247, Train: Absolute_Depth_loss= 0.0450, Contrastive_Depth_loss= 0.0047 epoch:248, Train: Absolute_Depth_loss= 0.0442, Contrastive_Depth_loss= 0.0047 epoch:249, Train: Absolute_Depth_loss= 0.0444, Contrastive_Depth_loss= 0.0047 epoch:250, Train: Absolute_Depth_loss= 0.0434, Contrastive_Depth_loss= 0.0047 epoch:251, Train: Absolute_Depth_loss= 0.0441, Contrastive_Depth_loss= 0.0048 epoch:252, Train: Absolute_Depth_loss= 0.0445, Contrastive_Depth_loss= 0.0048 epoch:253, Train: Absolute_Depth_loss= 0.0439, Contrastive_Depth_loss= 0.0048 epoch:254, Train: Absolute_Depth_loss= 0.0431, Contrastive_Depth_loss= 0.0047 epoch:255, Train: Absolute_Depth_loss= 0.0433, Contrastive_Depth_loss= 0.0048 epoch:256, Train: Absolute_Depth_loss= 0.0429, Contrastive_Depth_loss= 0.0048 epoch:257, Train: Absolute_Depth_loss= 0.0437, Contrastive_Depth_loss= 0.0048 epoch:258, Train: Absolute_Depth_loss= 0.0432, Contrastive_Depth_loss= 0.0048 epoch:259, Train: Absolute_Depth_loss= 0.0437, Contrastive_Depth_loss= 0.0048 epoch:260, Train: Absolute_Depth_loss= 0.0431, Contrastive_Depth_loss= 0.0047 epoch:261, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0049

epoch:261, Val: val_threshold= 0.0005, val_ACC= 0.5426, val_ACER= 0.4660 epoch:261, Test: ACC= 0.3953, APCER= 0.6986, BPCER= 0.0769, ACER= 0.3878 epoch:262, Train: Absolute_Depth_loss= 0.0439, Contrastive_Depth_loss= 0.0048 epoch:263, Train: Absolute_Depth_loss= 0.0426, Contrastive_Depth_loss= 0.0049 epoch:264, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0049 epoch:265, Train: Absolute_Depth_loss= 0.0423, Contrastive_Depth_loss= 0.0048 epoch:266, Train: Absolute_Depth_loss= 0.0425, Contrastive_Depth_loss= 0.0049 epoch:267, Train: Absolute_Depth_loss= 0.0425, Contrastive_Depth_loss= 0.0049 epoch:268, Train: Absolute_Depth_loss= 0.0416, Contrastive_Depth_loss= 0.0049 epoch:269, Train: Absolute_Depth_loss= 0.0424, Contrastive_Depth_loss= 0.0050 epoch:270, Train: Absolute_Depth_loss= 0.0426, Contrastive_Depth_loss= 0.0049 epoch:271, Train: Absolute_Depth_loss= 0.0422, Contrastive_Depth_loss= 0.0049 epoch:272, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0049 epoch:273, Train: Absolute_Depth_loss= 0.0420, Contrastive_Depth_loss= 0.0051 epoch:274, Train: Absolute_Depth_loss= 0.0418, Contrastive_Depth_loss= 0.0051 epoch:275, Train: Absolute_Depth_loss= 0.0419, Contrastive_Depth_loss= 0.0050 epoch:276, Train: Absolute_Depth_loss= 0.0408, Contrastive_Depth_loss= 0.0050 epoch:277, Train: Absolute_Depth_loss= 0.0412, Contrastive_Depth_loss= 0.0050 epoch:278, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0050 epoch:279, Train: Absolute_Depth_loss= 0.0412, Contrastive_Depth_loss= 0.0050 epoch:280, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0050 epoch:281, Train: Absolute_Depth_loss= 0.0410, Contrastive_Depth_loss= 0.0051

epoch:281, Val: val_threshold= 0.0007, val_ACC= 0.6047, val_ACER= 0.4019 epoch:281, Test: ACC= 0.5116, APCER= 0.4861, BPCER= 0.5000, ACER= 0.4931 epoch:282, Train: Absolute_Depth_loss= 0.0409, Contrastive_Depth_loss= 0.0050 epoch:283, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0051 epoch:284, Train: Absolute_Depth_loss= 0.0414, Contrastive_Depth_loss= 0.0051 epoch:285, Train: Absolute_Depth_loss= 0.0403, Contrastive_Depth_loss= 0.0051 epoch:286, Train: Absolute_Depth_loss= 0.0404, Contrastive_Depth_loss= 0.0051 epoch:287, Train: Absolute_Depth_loss= 0.0405, Contrastive_Depth_loss= 0.0051 epoch:288, Train: Absolute_Depth_loss= 0.0402, Contrastive_Depth_loss= 0.0050 epoch:289, Train: Absolute_Depth_loss= 0.0403, Contrastive_Depth_loss= 0.0052 epoch:290, Train: Absolute_Depth_loss= 0.0406, Contrastive_Depth_loss= 0.0051 epoch:291, Train: Absolute_Depth_loss= 0.0396, Contrastive_Depth_loss= 0.0052 epoch:292, Train: Absolute_Depth_loss= 0.0390, Contrastive_Depth_loss= 0.0052 epoch:293, Train: Absolute_Depth_loss= 0.0402, Contrastive_Depth_loss= 0.0051 epoch:294, Train: Absolute_Depth_loss= 0.0405, Contrastive_Depth_loss= 0.0051 epoch:295, Train: Absolute_Depth_loss= 0.0391, Contrastive_Depth_loss= 0.0052 epoch:296, Train: Absolute_Depth_loss= 0.0399, Contrastive_Depth_loss= 0.0052 epoch:297, Train: Absolute_Depth_loss= 0.0383, Contrastive_Depth_loss= 0.0052 epoch:298, Train: Absolute_Depth_loss= 0.0385, Contrastive_Depth_loss= 0.0052 epoch:299, Train: Absolute_Depth_loss= 0.0387, Contrastive_Depth_loss= 0.0052 epoch:300, Train: Absolute_Depth_loss= 0.0395, Contrastive_Depth_loss= 0.0052 epoch:301, Train: Absolute_Depth_loss= 0.0391, Contrastive_Depth_loss= 0.0052

epoch:301, Val: val_threshold= 0.0008, val_ACC= 0.5659, val_ACER= 0.4401 epoch:301, Test: ACC= 0.3837, APCER= 0.7833, BPCER= 0.2308, ACER= 0.5071 epoch:302, Train: Absolute_Depth_loss= 0.0394, Contrastive_Depth_loss= 0.0052 epoch:303, Train: Absolute_Depth_loss= 0.0384, Contrastive_Depth_loss= 0.0052 epoch:304, Train: Absolute_Depth_loss= 0.0393, Contrastive_Depth_loss= 0.0052 epoch:305, Train: Absolute_Depth_loss= 0.0382, Contrastive_Depth_loss= 0.0053 epoch:306, Train: Absolute_Depth_loss= 0.0390, Contrastive_Depth_loss= 0.0053 epoch:307, Train: Absolute_Depth_loss= 0.0380, Contrastive_Depth_loss= 0.0053 epoch:308, Train: Absolute_Depth_loss= 0.0385, Contrastive_Depth_loss= 0.0052 epoch:309, Train: Absolute_Depth_loss= 0.0374, Contrastive_Depth_loss= 0.0054 epoch:310, Train: Absolute_Depth_loss= 0.0376, Contrastive_Depth_loss= 0.0053 epoch:311, Train: Absolute_Depth_loss= 0.0379, Contrastive_Depth_loss= 0.0053 epoch:312, Train: Absolute_Depth_loss= 0.0379, Contrastive_Depth_loss= 0.0053 epoch:313, Train: Absolute_Depth_loss= 0.0369, Contrastive_Depth_loss= 0.0053 epoch:314, Train: Absolute_Depth_loss= 0.0375, Contrastive_Depth_loss= 0.0053 epoch:315, Train: Absolute_Depth_loss= 0.0368, Contrastive_Depth_loss= 0.0054 epoch:316, Train: Absolute_Depth_loss= 0.0373, Contrastive_Depth_loss= 0.0054 epoch:317, Train: Absolute_Depth_loss= 0.0370, Contrastive_Depth_loss= 0.0054 epoch:318, Train: Absolute_Depth_loss= 0.0356, Contrastive_Depth_loss= 0.0053 epoch:319, Train: Absolute_Depth_loss= 0.0365, Contrastive_Depth_loss= 0.0054 epoch:320, Train: Absolute_Depth_loss= 0.0365, Contrastive_Depth_loss= 0.0054 epoch:321, Train: Absolute_Depth_loss= 0.0371, Contrastive_Depth_loss= 0.0053

epoch:321, Val: val_threshold= 0.0009, val_ACC= 0.6589, val_ACER= 0.3960 epoch:321, Test: ACC= 0.5349, APCER= 0.3881, BPCER= 0.7368, ACER= 0.5625 epoch:322, Train: Absolute_Depth_loss= 0.0359, Contrastive_Depth_loss= 0.0054 epoch:323, Train: Absolute_Depth_loss= 0.0369, Contrastive_Depth_loss= 0.0054 epoch:324, Train: Absolute_Depth_loss= 0.0363, Contrastive_Depth_loss= 0.0054 epoch:325, Train: Absolute_Depth_loss= 0.0360, Contrastive_Depth_loss= 0.0054 epoch:326, Train: Absolute_Depth_loss= 0.0361, Contrastive_Depth_loss= 0.0054 epoch:327, Train: Absolute_Depth_loss= 0.0353, Contrastive_Depth_loss= 0.0055 epoch:328, Train: Absolute_Depth_loss= 0.0361, Contrastive_Depth_loss= 0.0055 epoch:329, Train: Absolute_Depth_loss= 0.0353, Contrastive_Depth_loss= 0.0054 epoch:330, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0055 epoch:331, Train: Absolute_Depth_loss= 0.0352, Contrastive_Depth_loss= 0.0055 epoch:332, Train: Absolute_Depth_loss= 0.0349, Contrastive_Depth_loss= 0.0055 epoch:333, Train: Absolute_Depth_loss= 0.0341, Contrastive_Depth_loss= 0.0056 epoch:334, Train: Absolute_Depth_loss= 0.0347, Contrastive_Depth_loss= 0.0055 epoch:335, Train: Absolute_Depth_loss= 0.0344, Contrastive_Depth_loss= 0.0056 epoch:336, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0056 epoch:337, Train: Absolute_Depth_loss= 0.0345, Contrastive_Depth_loss= 0.0055 epoch:338, Train: Absolute_Depth_loss= 0.0335, Contrastive_Depth_loss= 0.0055 epoch:339, Train: Absolute_Depth_loss= 0.0340, Contrastive_Depth_loss= 0.0055 epoch:340, Train: Absolute_Depth_loss= 0.0341, Contrastive_Depth_loss= 0.0055 epoch:341, Train: Absolute_Depth_loss= 0.0331, Contrastive_Depth_loss= 0.0055

epoch:341, Val: val_threshold= 0.0007, val_ACC= 0.5891, val_ACER= 0.4202 epoch:341, Test: ACC= 0.4884, APCER= 0.5152, BPCER= 0.5000, ACER= 0.5076 epoch:342, Train: Absolute_Depth_loss= 0.0336, Contrastive_Depth_loss= 0.0056 epoch:343, Train: Absolute_Depth_loss= 0.0338, Contrastive_Depth_loss= 0.0056 epoch:344, Train: Absolute_Depth_loss= 0.0337, Contrastive_Depth_loss= 0.0055 epoch:345, Train: Absolute_Depth_loss= 0.0335, Contrastive_Depth_loss= 0.0056 epoch:346, Train: Absolute_Depth_loss= 0.0331, Contrastive_Depth_loss= 0.0056 epoch:347, Train: Absolute_Depth_loss= 0.0334, Contrastive_Depth_loss= 0.0056 epoch:348, Train: Absolute_Depth_loss= 0.0332, Contrastive_Depth_loss= 0.0056 epoch:349, Train: Absolute_Depth_loss= 0.0326, Contrastive_Depth_loss= 0.0056 epoch:350, Train: Absolute_Depth_loss= 0.0332, Contrastive_Depth_loss= 0.0056 epoch:351, Train: Absolute_Depth_loss= 0.0334, Contrastive_Depth_loss= 0.0056 epoch:352, Train: Absolute_Depth_loss= 0.0317, Contrastive_Depth_loss= 0.0056 epoch:353, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0057 epoch:354, Train: Absolute_Depth_loss= 0.0319, Contrastive_Depth_loss= 0.0056 epoch:355, Train: Absolute_Depth_loss= 0.0317, Contrastive_Depth_loss= 0.0056 epoch:356, Train: Absolute_Depth_loss= 0.0324, Contrastive_Depth_loss= 0.0056 epoch:357, Train: Absolute_Depth_loss= 0.0323, Contrastive_Depth_loss= 0.0057 epoch:358, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0056 epoch:359, Train: Absolute_Depth_loss= 0.0320, Contrastive_Depth_loss= 0.0057 epoch:360, Train: Absolute_Depth_loss= 0.0309, Contrastive_Depth_loss= 0.0056 epoch:361, Train: Absolute_Depth_loss= 0.0308, Contrastive_Depth_loss= 0.0057

epoch:361, Val: val_threshold= 0.0010, val_ACC= 0.5116, val_ACER= 0.5026 epoch:361, Test: ACC= 0.4186, APCER= 0.6721, BPCER= 0.3600, ACER= 0.5161 epoch:362, Train: Absolute_Depth_loss= 0.0323, Contrastive_Depth_loss= 0.0057 epoch:363, Train: Absolute_Depth_loss= 0.0310, Contrastive_Depth_loss= 0.0057 epoch:364, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057 epoch:365, Train: Absolute_Depth_loss= 0.0324, Contrastive_Depth_loss= 0.0057 epoch:366, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057 epoch:367, Train: Absolute_Depth_loss= 0.0322, Contrastive_Depth_loss= 0.0057 epoch:368, Train: Absolute_Depth_loss= 0.0304, Contrastive_Depth_loss= 0.0056 epoch:369, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057 epoch:370, Train: Absolute_Depth_loss= 0.0305, Contrastive_Depth_loss= 0.0057 epoch:371, Train: Absolute_Depth_loss= 0.0307, Contrastive_Depth_loss= 0.0057 epoch:372, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057 epoch:373, Train: Absolute_Depth_loss= 0.0286, Contrastive_Depth_loss= 0.0057 epoch:374, Train: Absolute_Depth_loss= 0.0298, Contrastive_Depth_loss= 0.0057 epoch:375, Train: Absolute_Depth_loss= 0.0303, Contrastive_Depth_loss= 0.0057 epoch:376, Train: Absolute_Depth_loss= 0.0290, Contrastive_Depth_loss= 0.0057 epoch:377, Train: Absolute_Depth_loss= 0.0290, Contrastive_Depth_loss= 0.0057 epoch:378, Train: Absolute_Depth_loss= 0.0296, Contrastive_Depth_loss= 0.0057 epoch:379, Train: Absolute_Depth_loss= 0.0296, Contrastive_Depth_loss= 0.0057 epoch:380, Train: Absolute_Depth_loss= 0.0299, Contrastive_Depth_loss= 0.0058 epoch:381, Train: Absolute_Depth_loss= 0.0313, Contrastive_Depth_loss= 0.0057

epoch:381, Val: val_threshold= 0.0010, val_ACC= 0.6047, val_ACER= 0.4141 epoch:381, Test: ACC= 0.5000, APCER= 0.4857, BPCER= 0.5625, ACER= 0.5241 epoch:382, Train: Absolute_Depth_loss= 0.0297, Contrastive_Depth_loss= 0.0057 epoch:383, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0057 epoch:384, Train: Absolute_Depth_loss= 0.0299, Contrastive_Depth_loss= 0.0058 epoch:385, Train: Absolute_Depth_loss= 0.0305, Contrastive_Depth_loss= 0.0057 epoch:386, Train: Absolute_Depth_loss= 0.0284, Contrastive_Depth_loss= 0.0058 epoch:387, Train: Absolute_Depth_loss= 0.0295, Contrastive_Depth_loss= 0.0058 epoch:388, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0058 epoch:389, Train: Absolute_Depth_loss= 0.0288, Contrastive_Depth_loss= 0.0057 epoch:390, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0057 epoch:391, Train: Absolute_Depth_loss= 0.0276, Contrastive_Depth_loss= 0.0058 epoch:392, Train: Absolute_Depth_loss= 0.0293, Contrastive_Depth_loss= 0.0058 epoch:393, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0057 epoch:394, Train: Absolute_Depth_loss= 0.0275, Contrastive_Depth_loss= 0.0058 epoch:395, Train: Absolute_Depth_loss= 0.0284, Contrastive_Depth_loss= 0.0058 epoch:396, Train: Absolute_Depth_loss= 0.0285, Contrastive_Depth_loss= 0.0058 epoch:397, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0058 epoch:398, Train: Absolute_Depth_loss= 0.0289, Contrastive_Depth_loss= 0.0058 epoch:399, Train: Absolute_Depth_loss= 0.0276, Contrastive_Depth_loss= 0.0057 epoch:400, Train: Absolute_Depth_loss= 0.0281, Contrastive_Depth_loss= 0.0057 epoch:401, Train: Absolute_Depth_loss= 0.0270, Contrastive_Depth_loss= 0.0057

epoch:401, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4879 epoch:401, Test: ACC= 0.3256, APCER= 0.7612, BPCER= 0.3684, ACER= 0.5648 epoch:402, Train: Absolute_Depth_loss= 0.0273, Contrastive_Depth_loss= 0.0057 epoch:403, Train: Absolute_Depth_loss= 0.0281, Contrastive_Depth_loss= 0.0058 epoch:404, Train: Absolute_Depth_loss= 0.0274, Contrastive_Depth_loss= 0.0057 epoch:405, Train: Absolute_Depth_loss= 0.0277, Contrastive_Depth_loss= 0.0057 epoch:406, Train: Absolute_Depth_loss= 0.0273, Contrastive_Depth_loss= 0.0058 epoch:407, Train: Absolute_Depth_loss= 0.0275, Contrastive_Depth_loss= 0.0057 epoch:408, Train: Absolute_Depth_loss= 0.0274, Contrastive_Depth_loss= 0.0058 epoch:409, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058 epoch:410, Train: Absolute_Depth_loss= 0.0271, Contrastive_Depth_loss= 0.0058 epoch:411, Train: Absolute_Depth_loss= 0.0272, Contrastive_Depth_loss= 0.0058 epoch:412, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0057 epoch:413, Train: Absolute_Depth_loss= 0.0278, Contrastive_Depth_loss= 0.0058 epoch:414, Train: Absolute_Depth_loss= 0.0255, Contrastive_Depth_loss= 0.0057 epoch:415, Train: Absolute_Depth_loss= 0.0264, Contrastive_Depth_loss= 0.0058 epoch:416, Train: Absolute_Depth_loss= 0.0268, Contrastive_Depth_loss= 0.0059 epoch:417, Train: Absolute_Depth_loss= 0.0259, Contrastive_Depth_loss= 0.0058 epoch:418, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0058 epoch:419, Train: Absolute_Depth_loss= 0.0262, Contrastive_Depth_loss= 0.0058 epoch:420, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058 epoch:421, Train: Absolute_Depth_loss= 0.0265, Contrastive_Depth_loss= 0.0058

epoch:421, Val: val_threshold= 0.0006, val_ACC= 0.5581, val_ACER= 0.4469 epoch:421, Test: ACC= 0.5233, APCER= 0.5507, BPCER= 0.1765, ACER= 0.3636 epoch:422, Train: Absolute_Depth_loss= 0.0261, Contrastive_Depth_loss= 0.0058 epoch:423, Train: Absolute_Depth_loss= 0.0265, Contrastive_Depth_loss= 0.0058 epoch:424, Train: Absolute_Depth_loss= 0.0259, Contrastive_Depth_loss= 0.0058 epoch:425, Train: Absolute_Depth_loss= 0.0267, Contrastive_Depth_loss= 0.0058 epoch:426, Train: Absolute_Depth_loss= 0.0248, Contrastive_Depth_loss= 0.0057 epoch:427, Train: Absolute_Depth_loss= 0.0260, Contrastive_Depth_loss= 0.0058 epoch:428, Train: Absolute_Depth_loss= 0.0251, Contrastive_Depth_loss= 0.0056 epoch:429, Train: Absolute_Depth_loss= 0.0252, Contrastive_Depth_loss= 0.0058 epoch:430, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058 epoch:431, Train: Absolute_Depth_loss= 0.0258, Contrastive_Depth_loss= 0.0058 epoch:432, Train: Absolute_Depth_loss= 0.0247, Contrastive_Depth_loss= 0.0057 epoch:433, Train: Absolute_Depth_loss= 0.0264, Contrastive_Depth_loss= 0.0058 epoch:434, Train: Absolute_Depth_loss= 0.0254, Contrastive_Depth_loss= 0.0058 epoch:435, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058 epoch:436, Train: Absolute_Depth_loss= 0.0248, Contrastive_Depth_loss= 0.0058 epoch:437, Train: Absolute_Depth_loss= 0.0257, Contrastive_Depth_loss= 0.0058 epoch:438, Train: Absolute_Depth_loss= 0.0253, Contrastive_Depth_loss= 0.0058 epoch:439, Train: Absolute_Depth_loss= 0.0249, Contrastive_Depth_loss= 0.0058 epoch:440, Train: Absolute_Depth_loss= 0.0243, Contrastive_Depth_loss= 0.0058 epoch:441, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058

epoch:441, Val: val_threshold= 0.0006, val_ACC= 0.4884, val_ACER= 0.5074 epoch:441, Test: ACC= 0.5465, APCER= 0.4667, BPCER= 0.3636, ACER= 0.4152 epoch:442, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0057 epoch:443, Train: Absolute_Depth_loss= 0.0246, Contrastive_Depth_loss= 0.0058 epoch:444, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058 epoch:445, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058 epoch:446, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058 epoch:447, Train: Absolute_Depth_loss= 0.0239, Contrastive_Depth_loss= 0.0057 epoch:448, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058 epoch:449, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0058 epoch:450, Train: Absolute_Depth_loss= 0.0240, Contrastive_Depth_loss= 0.0058 epoch:451, Train: Absolute_Depth_loss= 0.0240, Contrastive_Depth_loss= 0.0058 epoch:452, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057 epoch:453, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058 epoch:454, Train: Absolute_Depth_loss= 0.0230, Contrastive_Depth_loss= 0.0057 epoch:455, Train: Absolute_Depth_loss= 0.0244, Contrastive_Depth_loss= 0.0058 epoch:456, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057 epoch:457, Train: Absolute_Depth_loss= 0.0241, Contrastive_Depth_loss= 0.0058 epoch:458, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0058 epoch:459, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0058 epoch:460, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058 epoch:461, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0058

epoch:461, Val: val_threshold= 0.0005, val_ACC= 0.5659, val_ACER= 0.4511 epoch:461, Test: ACC= 0.4070, APCER= 0.5970, BPCER= 0.5789, ACER= 0.5880 epoch:462, Train: Absolute_Depth_loss= 0.0238, Contrastive_Depth_loss= 0.0058 epoch:463, Train: Absolute_Depth_loss= 0.0242, Contrastive_Depth_loss= 0.0058 epoch:464, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0057 epoch:465, Train: Absolute_Depth_loss= 0.0234, Contrastive_Depth_loss= 0.0057 epoch:466, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0057 epoch:467, Train: Absolute_Depth_loss= 0.0232, Contrastive_Depth_loss= 0.0057 epoch:468, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0058 epoch:469, Train: Absolute_Depth_loss= 0.0225, Contrastive_Depth_loss= 0.0058 epoch:470, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0057 epoch:471, Train: Absolute_Depth_loss= 0.0226, Contrastive_Depth_loss= 0.0058 epoch:472, Train: Absolute_Depth_loss= 0.0236, Contrastive_Depth_loss= 0.0058 epoch:473, Train: Absolute_Depth_loss= 0.0230, Contrastive_Depth_loss= 0.0058 epoch:474, Train: Absolute_Depth_loss= 0.0229, Contrastive_Depth_loss= 0.0057 epoch:475, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0057 epoch:476, Train: Absolute_Depth_loss= 0.0227, Contrastive_Depth_loss= 0.0057 epoch:477, Train: Absolute_Depth_loss= 0.0219, Contrastive_Depth_loss= 0.0057 epoch:478, Train: Absolute_Depth_loss= 0.0217, Contrastive_Depth_loss= 0.0057 epoch:479, Train: Absolute_Depth_loss= 0.0224, Contrastive_Depth_loss= 0.0058 epoch:480, Train: Absolute_Depth_loss= 0.0225, Contrastive_Depth_loss= 0.0057 epoch:481, Train: Absolute_Depth_loss= 0.0217, Contrastive_Depth_loss= 0.0057

epoch:481, Val: val_threshold= 0.0004, val_ACC= 0.4729, val_ACER= 0.5331 epoch:481, Test: ACC= 0.5930, APCER= 0.4507, BPCER= 0.2000, ACER= 0.3254 epoch:482, Train: Absolute_Depth_loss= 0.0223, Contrastive_Depth_loss= 0.0057 epoch:483, Train: Absolute_Depth_loss= 0.0228, Contrastive_Depth_loss= 0.0058 epoch:484, Train: Absolute_Depth_loss= 0.0237, Contrastive_Depth_loss= 0.0058 epoch:485, Train: Absolute_Depth_loss= 0.0220, Contrastive_Depth_loss= 0.0057 epoch:486, Train: Absolute_Depth_loss= 0.0221, Contrastive_Depth_loss= 0.0057 epoch:487, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0057 epoch:488, Train: Absolute_Depth_loss= 0.0212, Contrastive_Depth_loss= 0.0057 epoch:489, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0057 epoch:490, Train: Absolute_Depth_loss= 0.0235, Contrastive_Depth_loss= 0.0058 epoch:491, Train: Absolute_Depth_loss= 0.0216, Contrastive_Depth_loss= 0.0057 epoch:492, Train: Absolute_Depth_loss= 0.0209, Contrastive_Depth_loss= 0.0057 epoch:493, Train: Absolute_Depth_loss= 0.0211, Contrastive_Depth_loss= 0.0056 epoch:494, Train: Absolute_Depth_loss= 0.0215, Contrastive_Depth_loss= 0.0057 epoch:495, Train: Absolute_Depth_loss= 0.0210, Contrastive_Depth_loss= 0.0057 epoch:496, Train: Absolute_Depth_loss= 0.0227, Contrastive_Depth_loss= 0.0058 epoch:497, Train: Absolute_Depth_loss= 0.0209, Contrastive_Depth_loss= 0.0057 epoch:498, Train: Absolute_Depth_loss= 0.0213, Contrastive_Depth_loss= 0.0058 epoch:499, Train: Absolute_Depth_loss= 0.0222, Contrastive_Depth_loss= 0.0057 epoch:500, Train: Absolute_Depth_loss= 0.0195, Contrastive_Depth_loss= 0.0056 epoch:501, Train: Absolute_Depth_loss= 0.0188, Contrastive_Depth_loss= 0.0055

epoch:501, Val: val_threshold= 0.0008, val_ACC= 0.6202, val_ACER= 0.3919 epoch:501, Test: ACC= 0.5233, APCER= 0.4366, BPCER= 0.6667, ACER= 0.5516 epoch:502, Train: Absolute_Depth_loss= 0.0186, Contrastive_Depth_loss= 0.0056 epoch:503, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0055 epoch:504, Train: Absolute_Depth_loss= 0.0187, Contrastive_Depth_loss= 0.0055 epoch:505, Train: Absolute_Depth_loss= 0.0182, Contrastive_Depth_loss= 0.0056 epoch:506, Train: Absolute_Depth_loss= 0.0184, Contrastive_Depth_loss= 0.0055 epoch:507, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0055 epoch:508, Train: Absolute_Depth_loss= 0.0181, Contrastive_Depth_loss= 0.0055 epoch:509, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0054 epoch:510, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0055 epoch:511, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055 epoch:512, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055 epoch:513, Train: Absolute_Depth_loss= 0.0177, Contrastive_Depth_loss= 0.0055 epoch:514, Train: Absolute_Depth_loss= 0.0176, Contrastive_Depth_loss= 0.0055 epoch:515, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055 epoch:516, Train: Absolute_Depth_loss= 0.0173, Contrastive_Depth_loss= 0.0055 epoch:517, Train: Absolute_Depth_loss= 0.0173, Contrastive_Depth_loss= 0.0055 epoch:518, Train: Absolute_Depth_loss= 0.0180, Contrastive_Depth_loss= 0.0056 epoch:519, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0054 epoch:520, Train: Absolute_Depth_loss= 0.0169, Contrastive_Depth_loss= 0.0054 epoch:521, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055

epoch:521, Val: val_threshold= 0.0006, val_ACC= 0.5194, val_ACER= 0.4804 epoch:521, Test: ACC= 0.5116, APCER= 0.4783, BPCER= 0.5294, ACER= 0.5038 epoch:522, Train: Absolute_Depth_loss= 0.0166, Contrastive_Depth_loss= 0.0055 epoch:523, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0054 epoch:524, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054 epoch:525, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0053 epoch:526, Train: Absolute_Depth_loss= 0.0168, Contrastive_Depth_loss= 0.0054 epoch:527, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054 epoch:528, Train: Absolute_Depth_loss= 0.0170, Contrastive_Depth_loss= 0.0055 epoch:529, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0055 epoch:530, Train: Absolute_Depth_loss= 0.0168, Contrastive_Depth_loss= 0.0055 epoch:531, Train: Absolute_Depth_loss= 0.0174, Contrastive_Depth_loss= 0.0055 epoch:532, Train: Absolute_Depth_loss= 0.0166, Contrastive_Depth_loss= 0.0054 epoch:533, Train: Absolute_Depth_loss= 0.0175, Contrastive_Depth_loss= 0.0055 epoch:534, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0055 epoch:535, Train: Absolute_Depth_loss= 0.0169, Contrastive_Depth_loss= 0.0055 epoch:536, Train: Absolute_Depth_loss= 0.0163, Contrastive_Depth_loss= 0.0054 epoch:537, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054 epoch:538, Train: Absolute_Depth_loss= 0.0153, Contrastive_Depth_loss= 0.0053 epoch:539, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054 epoch:540, Train: Absolute_Depth_loss= 0.0161, Contrastive_Depth_loss= 0.0054 epoch:541, Train: Absolute_Depth_loss= 0.0160, Contrastive_Depth_loss= 0.0053

epoch:541, Val: val_threshold= 0.0005, val_ACC= 0.4884, val_ACER= 0.5132 epoch:541, Test: ACC= 0.4419, APCER= 0.6119, BPCER= 0.3684, ACER= 0.4902 epoch:542, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054 epoch:543, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0055 epoch:544, Train: Absolute_Depth_loss= 0.0165, Contrastive_Depth_loss= 0.0054 epoch:545, Train: Absolute_Depth_loss= 0.0167, Contrastive_Depth_loss= 0.0055 epoch:546, Train: Absolute_Depth_loss= 0.0159, Contrastive_Depth_loss= 0.0054 epoch:547, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0054 epoch:548, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054 epoch:549, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053 epoch:550, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054 epoch:551, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0054 epoch:552, Train: Absolute_Depth_loss= 0.0167, Contrastive_Depth_loss= 0.0055 epoch:553, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0054 epoch:554, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0053 epoch:555, Train: Absolute_Depth_loss= 0.0153, Contrastive_Depth_loss= 0.0054 epoch:556, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054 epoch:557, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0052 epoch:558, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054 epoch:559, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0052 epoch:560, Train: Absolute_Depth_loss= 0.0159, Contrastive_Depth_loss= 0.0055 epoch:561, Train: Absolute_Depth_loss= 0.0151, Contrastive_Depth_loss= 0.0053

epoch:561, Val: val_threshold= 0.0005, val_ACC= 0.5271, val_ACER= 0.4886 epoch:561, Test: ACC= 0.5465, APCER= 0.4225, BPCER= 0.6000, ACER= 0.5113 epoch:562, Train: Absolute_Depth_loss= 0.0158, Contrastive_Depth_loss= 0.0054 epoch:563, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053 epoch:564, Train: Absolute_Depth_loss= 0.0157, Contrastive_Depth_loss= 0.0054 epoch:565, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053 epoch:566, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0053 epoch:567, Train: Absolute_Depth_loss= 0.0155, Contrastive_Depth_loss= 0.0054 epoch:568, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053 epoch:569, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0053 epoch:570, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053 epoch:571, Train: Absolute_Depth_loss= 0.0162, Contrastive_Depth_loss= 0.0054 epoch:572, Train: Absolute_Depth_loss= 0.0157, Contrastive_Depth_loss= 0.0054 epoch:573, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053 epoch:574, Train: Absolute_Depth_loss= 0.0154, Contrastive_Depth_loss= 0.0053 epoch:575, Train: Absolute_Depth_loss= 0.0150, Contrastive_Depth_loss= 0.0054 epoch:576, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0053 epoch:577, Train: Absolute_Depth_loss= 0.0156, Contrastive_Depth_loss= 0.0053 epoch:578, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0052 epoch:579, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0054 epoch:580, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053 epoch:581, Train: Absolute_Depth_loss= 0.0152, Contrastive_Depth_loss= 0.0054

epoch:581, Val: val_threshold= 0.0005, val_ACC= 0.5116, val_ACER= 0.5014 epoch:581, Test: ACC= 0.5000, APCER= 0.4839, BPCER= 0.5417, ACER= 0.5128 epoch:582, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:583, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:584, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:585, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0052 epoch:586, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0052 epoch:587, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052 epoch:588, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:589, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0052 epoch:590, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052 epoch:591, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053 epoch:592, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0053 epoch:593, Train: Absolute_Depth_loss= 0.0140, Contrastive_Depth_loss= 0.0052 epoch:594, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053 epoch:595, Train: Absolute_Depth_loss= 0.0145, Contrastive_Depth_loss= 0.0053 epoch:596, Train: Absolute_Depth_loss= 0.0142, Contrastive_Depth_loss= 0.0053 epoch:597, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053 epoch:598, Train: Absolute_Depth_loss= 0.0149, Contrastive_Depth_loss= 0.0053 epoch:599, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:600, Train: Absolute_Depth_loss= 0.0132, Contrastive_Depth_loss= 0.0052 epoch:601, Train: Absolute_Depth_loss= 0.0146, Contrastive_Depth_loss= 0.0053

epoch:601, Val: val_threshold= 0.0007, val_ACC= 0.5039, val_ACER= 0.5086 epoch:601, Test: ACC= 0.5233, APCER= 0.5217, BPCER= 0.2941, ACER= 0.4079 epoch:602, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0051 epoch:603, Train: Absolute_Depth_loss= 0.0136, Contrastive_Depth_loss= 0.0051 epoch:604, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051 epoch:605, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:606, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0052 epoch:607, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052 epoch:608, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052 epoch:609, Train: Absolute_Depth_loss= 0.0148, Contrastive_Depth_loss= 0.0053 epoch:610, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0051 epoch:611, Train: Absolute_Depth_loss= 0.0134, Contrastive_Depth_loss= 0.0052 epoch:612, Train: Absolute_Depth_loss= 0.0143, Contrastive_Depth_loss= 0.0052 epoch:613, Train: Absolute_Depth_loss= 0.0144, Contrastive_Depth_loss= 0.0053 epoch:614, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0051 epoch:615, Train: Absolute_Depth_loss= 0.0147, Contrastive_Depth_loss= 0.0053 epoch:616, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052 epoch:617, Train: Absolute_Depth_loss= 0.0142, Contrastive_Depth_loss= 0.0053 epoch:618, Train: Absolute_Depth_loss= 0.0127, Contrastive_Depth_loss= 0.0050 epoch:619, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051 epoch:620, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051 epoch:621, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052

epoch:621, Val: val_threshold= 0.0006, val_ACC= 0.5271, val_ACER= 0.4839 epoch:621, Test: ACC= 0.5349, APCER= 0.5075, BPCER= 0.3158, ACER= 0.4116 epoch:622, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052 epoch:623, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050 epoch:624, Train: Absolute_Depth_loss= 0.0135, Contrastive_Depth_loss= 0.0051 epoch:625, Train: Absolute_Depth_loss= 0.0141, Contrastive_Depth_loss= 0.0052 epoch:626, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051 epoch:627, Train: Absolute_Depth_loss= 0.0135, Contrastive_Depth_loss= 0.0052 epoch:628, Train: Absolute_Depth_loss= 0.0133, Contrastive_Depth_loss= 0.0051 epoch:629, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0052 epoch:630, Train: Absolute_Depth_loss= 0.0137, Contrastive_Depth_loss= 0.0052 epoch:631, Train: Absolute_Depth_loss= 0.0138, Contrastive_Depth_loss= 0.0052 epoch:632, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051 epoch:633, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051 epoch:634, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051 epoch:635, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050 epoch:636, Train: Absolute_Depth_loss= 0.0129, Contrastive_Depth_loss= 0.0051 epoch:637, Train: Absolute_Depth_loss= 0.0139, Contrastive_Depth_loss= 0.0051 epoch:638, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050 epoch:639, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050 epoch:640, Train: Absolute_Depth_loss= 0.0127, Contrastive_Depth_loss= 0.0050 epoch:641, Train: Absolute_Depth_loss= 0.0134, Contrastive_Depth_loss= 0.0051

epoch:641, Val: val_threshold= 0.0005, val_ACC= 0.5039, val_ACER= 0.4975 epoch:641, Test: ACC= 0.4070, APCER= 0.6479, BPCER= 0.3333, ACER= 0.4906 epoch:642, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051 epoch:643, Train: Absolute_Depth_loss= 0.0131, Contrastive_Depth_loss= 0.0051 epoch:644, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050 epoch:645, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0050 epoch:646, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049 epoch:647, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050 epoch:648, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050 epoch:649, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0051 epoch:650, Train: Absolute_Depth_loss= 0.0126, Contrastive_Depth_loss= 0.0050 epoch:651, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050 epoch:652, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0050 epoch:653, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0050 epoch:654, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0049 epoch:655, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0050 epoch:656, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049 epoch:657, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051 epoch:658, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049 epoch:659, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0050 epoch:660, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0049 epoch:661, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050

epoch:661, Val: val_threshold= 0.0008, val_ACC= 0.6279, val_ACER= 0.3868 epoch:661, Test: ACC= 0.4767, APCER= 0.5441, BPCER= 0.4444, ACER= 0.4943 epoch:662, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049 epoch:663, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050 epoch:664, Train: Absolute_Depth_loss= 0.0120, Contrastive_Depth_loss= 0.0049 epoch:665, Train: Absolute_Depth_loss= 0.0122, Contrastive_Depth_loss= 0.0049 epoch:666, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049 epoch:667, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0050 epoch:668, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0050 epoch:669, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049 epoch:670, Train: Absolute_Depth_loss= 0.0128, Contrastive_Depth_loss= 0.0051 epoch:671, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048 epoch:672, Train: Absolute_Depth_loss= 0.0130, Contrastive_Depth_loss= 0.0051 epoch:673, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049 epoch:674, Train: Absolute_Depth_loss= 0.0124, Contrastive_Depth_loss= 0.0050 epoch:675, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049 epoch:676, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0049 epoch:677, Train: Absolute_Depth_loss= 0.0125, Contrastive_Depth_loss= 0.0050 epoch:678, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0049 epoch:679, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049 epoch:680, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0049 epoch:681, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048

epoch:681, Val: val_threshold= 0.0005, val_ACC= 0.6434, val_ACER= 0.3637 epoch:681, Test: ACC= 0.5233, APCER= 0.4783, BPCER= 0.4706, ACER= 0.4744 epoch:682, Train: Absolute_Depth_loss= 0.0117, Contrastive_Depth_loss= 0.0049 epoch:683, Train: Absolute_Depth_loss= 0.0123, Contrastive_Depth_loss= 0.0050 epoch:684, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048 epoch:685, Train: Absolute_Depth_loss= 0.0121, Contrastive_Depth_loss= 0.0049 epoch:686, Train: Absolute_Depth_loss= 0.0118, Contrastive_Depth_loss= 0.0049 epoch:687, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048 epoch:688, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048 epoch:689, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049 epoch:690, Train: Absolute_Depth_loss= 0.0117, Contrastive_Depth_loss= 0.0049 epoch:691, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049 epoch:692, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049 epoch:693, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0049 epoch:694, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047 epoch:695, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048 epoch:696, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049 epoch:697, Train: Absolute_Depth_loss= 0.0115, Contrastive_Depth_loss= 0.0048 epoch:698, Train: Absolute_Depth_loss= 0.0119, Contrastive_Depth_loss= 0.0050 epoch:699, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048 epoch:700, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047 epoch:701, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0049

epoch:701, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4871 epoch:701, Test: ACC= 0.4302, APCER= 0.5811, BPCER= 0.5000, ACER= 0.5405 epoch:702, Train: Absolute_Depth_loss= 0.0113, Contrastive_Depth_loss= 0.0048 epoch:703, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0048 epoch:704, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048 epoch:705, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047 epoch:706, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0048 epoch:707, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047 epoch:708, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048 epoch:709, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0049 epoch:710, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047 epoch:711, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0047 epoch:712, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047 epoch:713, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0047 epoch:714, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047 epoch:715, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0049 epoch:716, Train: Absolute_Depth_loss= 0.0113, Contrastive_Depth_loss= 0.0048 epoch:717, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0048 epoch:718, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0047 epoch:719, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047 epoch:720, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047 epoch:721, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048

epoch:721, Val: val_threshold= 0.0006, val_ACC= 0.5194, val_ACER= 0.4876 epoch:721, Test: ACC= 0.4535, APCER= 0.6027, BPCER= 0.2308, ACER= 0.4168 epoch:722, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047 epoch:723, Train: Absolute_Depth_loss= 0.0109, Contrastive_Depth_loss= 0.0048 epoch:724, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0047 epoch:725, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047 epoch:726, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048 epoch:727, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0046 epoch:728, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047 epoch:729, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0046 epoch:730, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046 epoch:731, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0047 epoch:732, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047 epoch:733, Train: Absolute_Depth_loss= 0.0111, Contrastive_Depth_loss= 0.0048 epoch:734, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047 epoch:735, Train: Absolute_Depth_loss= 0.0106, Contrastive_Depth_loss= 0.0047 epoch:736, Train: Absolute_Depth_loss= 0.0116, Contrastive_Depth_loss= 0.0048 epoch:737, Train: Absolute_Depth_loss= 0.0114, Contrastive_Depth_loss= 0.0048 epoch:738, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047 epoch:739, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047 epoch:740, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0045 epoch:741, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0047

epoch:741, Val: val_threshold= 0.0007, val_ACC= 0.4884, val_ACER= 0.5259 epoch:741, Test: ACC= 0.5000, APCER= 0.5571, BPCER= 0.2500, ACER= 0.4036 epoch:742, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044 epoch:743, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0046 epoch:744, Train: Absolute_Depth_loss= 0.0108, Contrastive_Depth_loss= 0.0046 epoch:745, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047 epoch:746, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047 epoch:747, Train: Absolute_Depth_loss= 0.0107, Contrastive_Depth_loss= 0.0047 epoch:748, Train: Absolute_Depth_loss= 0.0105, Contrastive_Depth_loss= 0.0047 epoch:749, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0046 epoch:750, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046 epoch:751, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0047 epoch:752, Train: Absolute_Depth_loss= 0.0112, Contrastive_Depth_loss= 0.0048 epoch:753, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047 epoch:754, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046 epoch:755, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047 epoch:756, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0046 epoch:757, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0047 epoch:758, Train: Absolute_Depth_loss= 0.0104, Contrastive_Depth_loss= 0.0047 epoch:759, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046 epoch:760, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0047 epoch:761, Train: Absolute_Depth_loss= 0.0103, Contrastive_Depth_loss= 0.0046

epoch:761, Val: val_threshold= 0.0007, val_ACC= 0.5194, val_ACER= 0.4681 epoch:761, Test: ACC= 0.5000, APCER= 0.5082, BPCER= 0.4800, ACER= 0.4941 epoch:762, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046 epoch:763, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046 epoch:764, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:765, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0046 epoch:766, Train: Absolute_Depth_loss= 0.0102, Contrastive_Depth_loss= 0.0047 epoch:767, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0046 epoch:768, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0046 epoch:769, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0046 epoch:770, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:771, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0046 epoch:772, Train: Absolute_Depth_loss= 0.0101, Contrastive_Depth_loss= 0.0045 epoch:773, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:774, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046 epoch:775, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0046 epoch:776, Train: Absolute_Depth_loss= 0.0110, Contrastive_Depth_loss= 0.0047 epoch:777, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0045 epoch:778, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:779, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045 epoch:780, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045 epoch:781, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046

epoch:781, Val: val_threshold= 0.0006, val_ACC= 0.6124, val_ACER= 0.3849 epoch:781, Test: ACC= 0.6395, APCER= 0.3378, BPCER= 0.5000, ACER= 0.4189 epoch:782, Train: Absolute_Depth_loss= 0.0100, Contrastive_Depth_loss= 0.0046 epoch:783, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0046 epoch:784, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045 epoch:785, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046 epoch:786, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045 epoch:787, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045 epoch:788, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:789, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045 epoch:790, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:791, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:792, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043 epoch:793, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045 epoch:794, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045 epoch:795, Train: Absolute_Depth_loss= 0.0099, Contrastive_Depth_loss= 0.0046 epoch:796, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:797, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:798, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045 epoch:799, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:800, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:801, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044

epoch:801, Val: val_threshold= 0.0003, val_ACC= 0.5969, val_ACER= 0.4325 epoch:801, Test: ACC= 0.4419, APCER= 0.5294, BPCER= 0.6667, ACER= 0.5980 epoch:802, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044 epoch:803, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043 epoch:804, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:805, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0045 epoch:806, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:807, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044 epoch:808, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045 epoch:809, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045 epoch:810, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044 epoch:811, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043 epoch:812, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043 epoch:813, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:814, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044 epoch:815, Train: Absolute_Depth_loss= 0.0096, Contrastive_Depth_loss= 0.0045 epoch:816, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:817, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:818, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044 epoch:819, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0045 epoch:820, Train: Absolute_Depth_loss= 0.0098, Contrastive_Depth_loss= 0.0045 epoch:821, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044

epoch:821, Val: val_threshold= 0.0004, val_ACC= 0.5814, val_ACER= 0.4420 epoch:821, Test: ACC= 0.5000, APCER= 0.4853, BPCER= 0.5556, ACER= 0.5204 epoch:822, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044 epoch:823, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:824, Train: Absolute_Depth_loss= 0.0097, Contrastive_Depth_loss= 0.0045 epoch:825, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044 epoch:826, Train: Absolute_Depth_loss= 0.0094, Contrastive_Depth_loss= 0.0045 epoch:827, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:828, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0045 epoch:829, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:830, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043 epoch:831, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:832, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0043 epoch:833, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:834, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043 epoch:835, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:836, Train: Absolute_Depth_loss= 0.0095, Contrastive_Depth_loss= 0.0045 epoch:837, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:838, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:839, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043 epoch:840, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044 epoch:841, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043

epoch:841, Val: val_threshold= 0.0004, val_ACC= 0.5426, val_ACER= 0.4662 epoch:841, Test: ACC= 0.5116, APCER= 0.5362, BPCER= 0.2941, ACER= 0.4152 epoch:842, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044 epoch:843, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043 epoch:844, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:845, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044 epoch:846, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043 epoch:847, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044 epoch:848, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:849, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:850, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:851, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:852, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:853, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044 epoch:854, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043 epoch:855, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044 epoch:856, Train: Absolute_Depth_loss= 0.0092, Contrastive_Depth_loss= 0.0044 epoch:857, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:858, Train: Absolute_Depth_loss= 0.0089, Contrastive_Depth_loss= 0.0044 epoch:859, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:860, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042 epoch:861, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042

epoch:861, Val: val_threshold= 0.0005, val_ACC= 0.4496, val_ACER= 0.5631 epoch:861, Test: ACC= 0.5581, APCER= 0.4923, BPCER= 0.2857, ACER= 0.3890 epoch:862, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:863, Train: Absolute_Depth_loss= 0.0093, Contrastive_Depth_loss= 0.0044 epoch:864, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043 epoch:865, Train: Absolute_Depth_loss= 0.0091, Contrastive_Depth_loss= 0.0044 epoch:866, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:867, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0044 epoch:868, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043 epoch:869, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043 epoch:870, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0044 epoch:871, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0043 epoch:872, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042 epoch:873, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0042 epoch:874, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:875, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0043 epoch:876, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:877, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:878, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043 epoch:879, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043 epoch:880, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:881, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043

epoch:881, Val: val_threshold= 0.0006, val_ACC= 0.4961, val_ACER= 0.5168 epoch:881, Test: ACC= 0.5116, APCER= 0.4286, BPCER= 0.6522, ACER= 0.5404 epoch:882, Train: Absolute_Depth_loss= 0.0088, Contrastive_Depth_loss= 0.0044 epoch:883, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0043 epoch:884, Train: Absolute_Depth_loss= 0.0090, Contrastive_Depth_loss= 0.0043 epoch:885, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0043 epoch:886, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:887, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:888, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:889, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:890, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:891, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:892, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0043 epoch:893, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042 epoch:894, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:895, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042 epoch:896, Train: Absolute_Depth_loss= 0.0087, Contrastive_Depth_loss= 0.0043 epoch:897, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:898, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:899, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0043 epoch:900, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:901, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043

epoch:901, Val: val_threshold= 0.0004, val_ACC= 0.4729, val_ACER= 0.5457 epoch:901, Test: ACC= 0.5465, APCER= 0.4928, BPCER= 0.2941, ACER= 0.3934 epoch:902, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:903, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042 epoch:904, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:905, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043 epoch:906, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:907, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:908, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:909, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:910, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:911, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:912, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:913, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:914, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:915, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:916, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:917, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:918, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042 epoch:919, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:920, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041 epoch:921, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042

epoch:921, Val: val_threshold= 0.0007, val_ACC= 0.5581, val_ACER= 0.4561 epoch:921, Test: ACC= 0.4535, APCER= 0.5278, BPCER= 0.6429, ACER= 0.5853 epoch:922, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042 epoch:923, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:924, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:925, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:926, Train: Absolute_Depth_loss= 0.0085, Contrastive_Depth_loss= 0.0043 epoch:927, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:928, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:929, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:930, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:931, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:932, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:933, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0043 epoch:934, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:935, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:936, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:937, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:938, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0042 epoch:939, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:940, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:941, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042

epoch:941, Val: val_threshold= 0.0003, val_ACC= 0.4341, val_ACER= 0.5713 epoch:941, Test: ACC= 0.4651, APCER= 0.5507, BPCER= 0.4706, ACER= 0.5107 epoch:942, Train: Absolute_Depth_loss= 0.0083, Contrastive_Depth_loss= 0.0042 epoch:943, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041 epoch:944, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0041 epoch:945, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:946, Train: Absolute_Depth_loss= 0.0073, Contrastive_Depth_loss= 0.0040 epoch:947, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:948, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:949, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:950, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0041 epoch:951, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:952, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:953, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:954, Train: Absolute_Depth_loss= 0.0082, Contrastive_Depth_loss= 0.0042 epoch:955, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:956, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042 epoch:957, Train: Absolute_Depth_loss= 0.0084, Contrastive_Depth_loss= 0.0042 epoch:958, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:959, Train: Absolute_Depth_loss= 0.0080, Contrastive_Depth_loss= 0.0042 epoch:960, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040 epoch:961, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042

epoch:961, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4883 epoch:961, Test: ACC= 0.5000, APCER= 0.5806, BPCER= 0.2917, ACER= 0.4362 epoch:962, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:963, Train: Absolute_Depth_loss= 0.0086, Contrastive_Depth_loss= 0.0042 epoch:964, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:965, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:966, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:967, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:968, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:969, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0039 epoch:970, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:971, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040 epoch:972, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:973, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040 epoch:974, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0042 epoch:975, Train: Absolute_Depth_loss= 0.0072, Contrastive_Depth_loss= 0.0040 epoch:976, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:977, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:978, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040 epoch:979, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:980, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:981, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0040

epoch:981, Val: val_threshold= 0.0006, val_ACC= 0.5116, val_ACER= 0.5058 epoch:981, Test: ACC= 0.5349, APCER= 0.4925, BPCER= 0.3684, ACER= 0.4305 epoch:982, Train: Absolute_Depth_loss= 0.0069, Contrastive_Depth_loss= 0.0039 epoch:983, Train: Absolute_Depth_loss= 0.0081, Contrastive_Depth_loss= 0.0041 epoch:984, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0042 epoch:985, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040 epoch:986, Train: Absolute_Depth_loss= 0.0077, Contrastive_Depth_loss= 0.0041 epoch:987, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0042 epoch:988, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040 epoch:989, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040 epoch:990, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:991, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0041 epoch:992, Train: Absolute_Depth_loss= 0.0074, Contrastive_Depth_loss= 0.0040 epoch:993, Train: Absolute_Depth_loss= 0.0075, Contrastive_Depth_loss= 0.0040 epoch:994, Train: Absolute_Depth_loss= 0.0076, Contrastive_Depth_loss= 0.0041 epoch:995, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:996, Train: Absolute_Depth_loss= 0.0078, Contrastive_Depth_loss= 0.0041 epoch:997, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:998, Train: Absolute_Depth_loss= 0.0071, Contrastive_Depth_loss= 0.0039 epoch:999, Train: Absolute_Depth_loss= 0.0079, Contrastive_Depth_loss= 0.0041 epoch:1000, Train: Absolute_Depth_loss= 0.0071, Contrastive_Depth_loss= 0.0039 epoch:1001, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037

epoch:1001, Val: val_threshold= 0.0007, val_ACC= 0.5349, val_ACER= 0.4638 epoch:1001, Test: ACC= 0.4419, APCER= 0.6119, BPCER= 0.3684, ACER= 0.4902 epoch:1002, Train: Absolute_Depth_loss= 0.0067, Contrastive_Depth_loss= 0.0038 epoch:1003, Train: Absolute_Depth_loss= 0.0065, Contrastive_Depth_loss= 0.0038 epoch:1004, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037 epoch:1005, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0038 epoch:1006, Train: Absolute_Depth_loss= 0.0066, Contrastive_Depth_loss= 0.0037 epoch:1007, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1008, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037 epoch:1009, Train: Absolute_Depth_loss= 0.0073, Contrastive_Depth_loss= 0.0040 epoch:1010, Train: Absolute_Depth_loss= 0.0065, Contrastive_Depth_loss= 0.0038 epoch:1011, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0037 epoch:1012, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0037 epoch:1013, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1014, Train: Absolute_Depth_loss= 0.0064, Contrastive_Depth_loss= 0.0038 epoch:1015, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1016, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1017, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037 epoch:1018, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1019, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1020, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1021, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036

epoch:1021, Val: val_threshold= 0.0004, val_ACC= 0.5426, val_ACER= 0.4660 epoch:1021, Test: ACC= 0.5465, APCER= 0.5000, BPCER= 0.3182, ACER= 0.4091 epoch:1022, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1023, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1024, Train: Absolute_Depth_loss= 0.0066, Contrastive_Depth_loss= 0.0037 epoch:1025, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0037 epoch:1026, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1027, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037 epoch:1028, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037 epoch:1029, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1030, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037 epoch:1031, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1032, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1033, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0037 epoch:1034, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1035, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1036, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1037, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1038, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1039, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1040, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1041, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035

epoch:1041, Val: val_threshold= 0.0004, val_ACC= 0.4806, val_ACER= 0.5293 epoch:1041, Test: ACC= 0.4302, APCER= 0.5758, BPCER= 0.5500, ACER= 0.5629 epoch:1042, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1043, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1044, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1045, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1046, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1047, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1048, Train: Absolute_Depth_loss= 0.0063, Contrastive_Depth_loss= 0.0037 epoch:1049, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036 epoch:1050, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1051, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1052, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0037 epoch:1053, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1054, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1055, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036 epoch:1056, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1057, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1058, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1059, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1060, Train: Absolute_Depth_loss= 0.0062, Contrastive_Depth_loss= 0.0037 epoch:1061, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036

epoch:1061, Val: val_threshold= 0.0004, val_ACC= 0.5504, val_ACER= 0.4516 epoch:1061, Test: ACC= 0.5465, APCER= 0.5385, BPCER= 0.1905, ACER= 0.3645 epoch:1062, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1063, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1064, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1065, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1066, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1067, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1068, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1069, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0035 epoch:1070, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1071, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1072, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1073, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036 epoch:1074, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037 epoch:1075, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1076, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1077, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0035 epoch:1078, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1079, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1080, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036 epoch:1081, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035

epoch:1081, Val: val_threshold= 0.0005, val_ACC= 0.4651, val_ACER= 0.5411 epoch:1081, Test: ACC= 0.4070, APCER= 0.6364, BPCER= 0.4500, ACER= 0.5432 epoch:1082, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1083, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1084, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1085, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1086, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0035 epoch:1087, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1088, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1089, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0037 epoch:1090, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1091, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1092, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1093, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1094, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1095, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1096, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1097, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1098, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1099, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1100, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1101, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035

epoch:1101, Val: val_threshold= 0.0004, val_ACC= 0.5504, val_ACER= 0.4763 epoch:1101, Test: ACC= 0.5349, APCER= 0.4923, BPCER= 0.3810, ACER= 0.4366 epoch:1102, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1103, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1104, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1105, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1106, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1107, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1108, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0036 epoch:1109, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1110, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1111, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1112, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1113, Train: Absolute_Depth_loss= 0.0059, Contrastive_Depth_loss= 0.0036 epoch:1114, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1115, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1116, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1117, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1118, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0036 epoch:1119, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1120, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1121, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035

epoch:1121, Val: val_threshold= 0.0005, val_ACC= 0.5271, val_ACER= 0.4827 epoch:1121, Test: ACC= 0.5116, APCER= 0.5000, BPCER= 0.4500, ACER= 0.4750 epoch:1122, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1123, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1124, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1125, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1126, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1127, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1128, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1129, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1130, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1131, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1132, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1133, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1134, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1135, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1136, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1137, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1138, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1139, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1140, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1141, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035

epoch:1141, Val: val_threshold= 0.0003, val_ACC= 0.5659, val_ACER= 0.4435 epoch:1141, Test: ACC= 0.5233, APCER= 0.4928, BPCER= 0.4118, ACER= 0.4523 epoch:1142, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0036 epoch:1143, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1144, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1145, Train: Absolute_Depth_loss= 0.0060, Contrastive_Depth_loss= 0.0036 epoch:1146, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1147, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1148, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1149, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1150, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1151, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1152, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1153, Train: Absolute_Depth_loss= 0.0058, Contrastive_Depth_loss= 0.0036 epoch:1154, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0035 epoch:1155, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1156, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1157, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1158, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1159, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1160, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1161, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034

epoch:1161, Val: val_threshold= 0.0003, val_ACC= 0.5969, val_ACER= 0.4171 epoch:1161, Test: ACC= 0.5116, APCER= 0.5077, BPCER= 0.4286, ACER= 0.4681 epoch:1162, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1163, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1164, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1165, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1166, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1167, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1168, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1169, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1170, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1171, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1172, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1173, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1174, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1175, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1176, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1177, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1178, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1179, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1180, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1181, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033

epoch:1181, Val: val_threshold= 0.0003, val_ACC= 0.5659, val_ACER= 0.4511 epoch:1181, Test: ACC= 0.5349, APCER= 0.4857, BPCER= 0.3750, ACER= 0.4304 epoch:1182, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1183, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1184, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1185, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1186, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034 epoch:1187, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1188, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1189, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1190, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1191, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1192, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1193, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1194, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1195, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1196, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1197, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1198, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1199, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1200, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1201, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033

epoch:1201, Val: val_threshold= 0.0004, val_ACC= 0.5039, val_ACER= 0.4924 epoch:1201, Test: ACC= 0.4302, APCER= 0.5479, BPCER= 0.6923, ACER= 0.6201 epoch:1202, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034 epoch:1203, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1204, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1205, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1206, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034 epoch:1207, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1208, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1209, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1210, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1211, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1212, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1213, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1214, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0035 epoch:1215, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1216, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1217, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1218, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1219, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1220, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1221, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033

epoch:1221, Val: val_threshold= 0.0005, val_ACC= 0.5194, val_ACER= 0.4797 epoch:1221, Test: ACC= 0.4070, APCER= 0.6667, BPCER= 0.3500, ACER= 0.5083 epoch:1222, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1223, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1224, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1225, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1226, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1227, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1228, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1229, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1230, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1231, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0034 epoch:1232, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035 epoch:1233, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1234, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1235, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1236, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1237, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1238, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1239, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1240, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1241, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033

epoch:1241, Val: val_threshold= 0.0004, val_ACC= 0.5194, val_ACER= 0.4928 epoch:1241, Test: ACC= 0.5116, APCER= 0.5224, BPCER= 0.3684, ACER= 0.4454 epoch:1242, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032 epoch:1243, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1244, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1245, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1246, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1247, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1248, Train: Absolute_Depth_loss= 0.0056, Contrastive_Depth_loss= 0.0035 epoch:1249, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1250, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0034 epoch:1251, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1252, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1253, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1254, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1255, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1256, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1257, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1258, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1259, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1260, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0035 epoch:1261, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0035

epoch:1261, Val: val_threshold= 0.0005, val_ACC= 0.5659, val_ACER= 0.4435 epoch:1261, Test: ACC= 0.4302, APCER= 0.5797, BPCER= 0.5294, ACER= 0.5546 epoch:1262, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1263, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033 epoch:1264, Train: Absolute_Depth_loss= 0.0057, Contrastive_Depth_loss= 0.0035 epoch:1265, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1266, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1267, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032 epoch:1268, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1269, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1270, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1271, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1272, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0033 epoch:1273, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032 epoch:1274, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1275, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1276, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0033 epoch:1277, Train: Absolute_Depth_loss= 0.0052, Contrastive_Depth_loss= 0.0034 epoch:1278, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0032 epoch:1279, Train: Absolute_Depth_loss= 0.0053, Contrastive_Depth_loss= 0.0034 epoch:1280, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1281, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033

epoch:1281, Val: val_threshold= 0.0004, val_ACC= 0.5271, val_ACER= 0.4756 epoch:1281, Test: ACC= 0.4651, APCER= 0.5909, BPCER= 0.3500, ACER= 0.4705 epoch:1282, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1283, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1284, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032 epoch:1285, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1286, Train: Absolute_Depth_loss= 0.0055, Contrastive_Depth_loss= 0.0034 epoch:1287, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0032 epoch:1288, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033 epoch:1289, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1290, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1291, Train: Absolute_Depth_loss= 0.0048, Contrastive_Depth_loss= 0.0033 epoch:1292, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1293, Train: Absolute_Depth_loss= 0.0054, Contrastive_Depth_loss= 0.0034 epoch:1294, Train: Absolute_Depth_loss= 0.0061, Contrastive_Depth_loss= 0.0035 epoch:1295, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0033 epoch:1296, Train: Absolute_Depth_loss= 0.0051, Contrastive_Depth_loss= 0.0034 epoch:1297, Train: Absolute_Depth_loss= 0.0049, Contrastive_Depth_loss= 0.0033 epoch:1298, Train: Absolute_Depth_loss= 0.0047, Contrastive_Depth_loss= 0.0033 epoch:1299, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033 epoch:1300, Train: Absolute_Depth_loss= 0.0050, Contrastive_Depth_loss= 0.0033

As the absolute loss and contrastive depth loss are good, but the ACER is not performing well,

Can you please clear my questions

it will be a great help

Hope for a reply