The pretrained_changeformer.pt file cannot be downloaded. The URL is invalid.

[wujiang0156]

Dear Bandara:

wget https://www.dropbox.com/s/undtrlxiz7bkag5/pretrained_changeformer.pt cannot be downloaded. The URL is invalid.

Can you upload another available pretrained_changeformer.pt file or provide a valid download link?

Thank you very much.

[wgcban]

Hello @wujiang0156,

Please try the pre-trained models stored in GitHub Releases (https://github.com/wgcban/ChangeFormer/releases/tag/v0.1.0):

1. DSIFN: https://github.com/wgcban/ChangeFormer/releases/download/v0.1.0/CD_ChangeFormerV6_DSIFN_b16_lr0.00006_adamw_train_test_200_linear_ce_multi_train_True_multi_infer_False_shuffle_AB_False_embed_dim_256.zip
2. LEVIR: https://github.com/wgcban/ChangeFormer/releases/download/v0.1.0/CD_ChangeFormerV6_LEVIR_b16_lr0.0001_adamw_train_test_200_linear_ce_multi_train_True_multi_infer_False_shuffle_AB_False_embed_dim_256.zip

Thanks

[wujiang0156]

Thank you very much发自我的荣耀手机-------- 原始邮件 --------发件人： Chaminda Bandara @.>日期： 2024年3月18日周一 上午9:56收件人： wgcban/ChangeFormer @.>抄送： bubai @.>, Mention @.>主 题： Re: [wgcban/ChangeFormer] The pretrained_changeformer.pt file cannot be downloaded. The URL is invalid. (Issue #96) Closed #96 as completed.

—Reply to this email directly, view it on GitHub, or unsubscribe.You are receiving this because you were mentioned.Message ID: @.***>

[wujiang0156]

Dear Bandara I used the pretrained weights you provided, but the results of my training differ significantly from yours. I'm not sure why. Below is my training attachment. Could you help me check where the problem might be?

Thank you very much!

At 2024-03-18 09:54:48, "Chaminda Bandara" @.***> wrote:

@wujiang0156 Try the model stored in GitHub Releases (https://github.com/wgcban/ChangeFormer/releases/tag/v0.1.0):

DSIFN: https://github.com/wgcban/ChangeFormer/releases/download/v0.1.0/CD_ChangeFormerV6_DSIFN_b16_lr0.00006_adamw_train_test_200_linear_ce_multi_train_True_multi_infer_False_shuffle_AB_False_embed_dim_256.zip LEVIR: https://github.com/wgcban/ChangeFormer/releases/download/v0.1.0/CD_ChangeFormerV6_LEVIR_b16_lr0.0001_adamw_train_test_200_linear_ce_multi_train_True_multi_infer_False_shuffle_AB_False_embed_dim_256.zip

Thanks

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you were mentioned.Message ID: @.***> ================ (Mon Mar 18 09:49:23 2024) ================ gpu_ids: [0] project_name: ChangeFormerV6forLEVIR_bs16_200k_318_2 checkpoint_root: checkpoints vis_root: vis num_workers: 8 dataset: CDDataset data_name: LEVIR batch_size: 16 split: train split_val: val img_size: 256 shuffle_AB: False n_class: 2 embed_dim: 256 pretrain: pretrained/best_ckpt.pt multi_scale_train: True multi_scale_infer: False multi_pred_weights: [0.5, 0.5, 0.5, 0.8, 1.0] net_G: ChangeFormerV6 loss: ce optimizer: sgd lr: 0.0001 max_epochs: 200 lr_policy: linear lr_decay_iters: 200 checkpoint_dir: checkpoints/ChangeFormerV6forLEVIR_bs16_200k_318_2 vis_dir: vis/ChangeFormerV6forLEVIR_bs16_200k_318_2 lr: 0.0001000

Is_training: True. [0,199][1,445], imps: 136.26, est: 46.45h, G_loss: 2.31496, running_mf1: 0.38365 Is_training: True. [0,199][101,445], imps: 212.18, est: 29.79h, G_loss: 2.14066, running_mf1: 0.45691 Is_training: True. [0,199][201,445], imps: 214.06, est: 29.50h, G_loss: 1.96713, running_mf1: 0.50155 Is_training: True. [0,199][301,445], imps: 214.64, est: 29.39h, G_loss: 1.84248, running_mf1: 0.49368 Is_training: True. [0,199][401,445], imps: 214.86, est: 29.32h, G_loss: 1.70510, running_mf1: 0.49175 Is_training: True. Epoch 0 / 199, epoch_mF1= 0.49344 acc: 0.82644 miou: 0.43411 mf1: 0.49344 iou_0: 0.82508 iou_1: 0.04314 F1_0: 0.90416 F1_1: 0.08272 precision_0: 0.95549 precision_1: 0.05463 recall_0: 0.85805 recall_1: 0.17029

Begin evaluation... Is_training: False. [0,199][1,64], imps: 0.96, est: 6578.42h, G_loss: 1.67718, running_mf1: 0.51484 Is_training: False. Epoch 0 / 199, epoch_mF1= 0.50148 acc: 0.95358 miou: 0.48355 mf1: 0.50148 iou_0: 0.95355 iou_1: 0.01355 F1_0: 0.97622 F1_1: 0.02673 precision_0: 0.95843 precision_1: 0.11118 recall_0: 0.99468 recall_1: 0.01519

Lastest model updated. Epoch_acc=0.5015, Historical_best_acc=0.0000 (at epoch 0)

**Best model updated!

lr: 0.0000995

Is_training: True. [1,199][1,445], imps: 204.32, est: 30.82h, G_loss: 1.65783, running_mf1: 0.49962 Is_training: True. [1,199][101,445], imps: 206.65, est: 30.44h, G_loss: 1.62169, running_mf1: 0.48691 Is_training: True. [1,199][201,445], imps: 208.02, est: 30.20h, G_loss: 1.50197, running_mf1: 0.49043 Is_training: True. [1,199][301,445], imps: 209.04, est: 30.02h, G_loss: 1.41788, running_mf1: 0.49146 Is_training: True. [1,199][401,445], imps: 209.84, est: 29.87h, G_loss: 1.43289, running_mf1: 0.48508 Is_training: True. Epoch 1 / 199, epoch_mF1= 0.49039 acc: 0.95298 miou: 0.47771 mf1: 0.49039 iou_0: 0.95298 iou_1: 0.00244 F1_0: 0.97592 F1_1: 0.00486 precision_0: 0.95411 precision_1: 0.08828 recall_0: 0.99876 recall_1: 0.00250

Begin evaluation... Is_training: False. [1,199][1,64], imps: 105.32, est: 59.79h, G_loss: 1.37415, running_mf1: 0.49322 Is_training: False. Epoch 1 / 199, epoch_mF1= 0.48997 acc: 0.95794 miou: 0.47932 mf1: 0.48997 iou_0: 0.95793 iou_1: 0.00072 F1_0: 0.97852 F1_1: 0.00143 precision_0: 0.95806 precision_1: 0.18901 recall_0: 0.99987 recall_1: 0.00072

Lastest model updated. Epoch_acc=0.4900, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000990

Is_training: True. [2,199][1,445], imps: 204.89, est: 30.58h, G_loss: 1.46132, running_mf1: 0.48057 Is_training: True. [2,199][101,445], imps: 206.05, est: 30.37h, G_loss: 1.27877, running_mf1: 0.49332 Is_training: True. [2,199][201,445], imps: 207.10, est: 30.19h, G_loss: 1.19807, running_mf1: 0.49454 Is_training: True. [2,199][301,445], imps: 207.89, est: 30.04h, G_loss: 1.12723, running_mf1: 0.49728 Is_training: True. [2,199][401,445], imps: 208.51, est: 29.91h, G_loss: 1.17749, running_mf1: 0.49131 Is_training: True. Epoch 2 / 199, epoch_mF1= 0.48840 acc: 0.95389 miou: 0.47704 mf1: 0.48840 iou_0: 0.95388 iou_1: 0.00020 F1_0: 0.97640 F1_1: 0.00039 precision_0: 0.95395 precision_1: 0.12338 recall_0: 0.99993 recall_1: 0.00020

Begin evaluation... Is_training: False. [2,199][1,64], imps: 138.14, est: 45.35h, G_loss: 1.35688, running_mf1: 0.48885 Is_training: False. Epoch 2 / 199, epoch_mF1= 0.48974 acc: 0.95800 miou: 0.47923 mf1: 0.48974 iou_0: 0.95800 iou_1: 0.00047 F1_0: 0.97855 F1_1: 0.00094 precision_0: 0.95805 precision_1: 0.25448 recall_0: 0.99994 recall_1: 0.00047

Lastest model updated. Epoch_acc=0.4897, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000985

Is_training: True. [3,199][1,445], imps: 203.60, est: 30.62h, G_loss: 1.24750, running_mf1: 0.48650 Is_training: True. [3,199][101,445], imps: 204.40, est: 30.46h, G_loss: 1.19821, running_mf1: 0.48719 Is_training: True. [3,199][201,445], imps: 205.23, est: 30.31h, G_loss: 1.05893, running_mf1: 0.49341 Is_training: True. [3,199][301,445], imps: 205.98, est: 30.16h, G_loss: 1.11376, running_mf1: 0.48753 Is_training: True. [3,199][401,445], imps: 206.55, est: 30.04h, G_loss: 1.09965, running_mf1: 0.48908 Is_training: True. Epoch 3 / 199, epoch_mF1= 0.48843 acc: 0.95408 miou: 0.47713 mf1: 0.48843 iou_0: 0.95408 iou_1: 0.00018 F1_0: 0.97650 F1_1: 0.00037 precision_0: 0.95412 precision_1: 0.17507 recall_0: 0.99996 recall_1: 0.00018

Begin evaluation... Is_training: False. [3,199][1,64], imps: 155.12, est: 40.19h, G_loss: 1.08056, running_mf1: 0.49266 Is_training: False. Epoch 3 / 199, epoch_mF1= 0.49008 acc: 0.95799 miou: 0.47940 mf1: 0.49008 iou_0: 0.95799 iou_1: 0.00081 F1_0: 0.97854 F1_1: 0.00162 precision_0: 0.95806 precision_1: 0.30579 recall_0: 0.99992 recall_1: 0.00081

Lastest model updated. Epoch_acc=0.4901, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000980

Is_training: True. [4,199][1,445], imps: 203.58, est: 30.46h, G_loss: 0.99493, running_mf1: 0.49462 Is_training: True. [4,199][101,445], imps: 198.82, est: 31.16h, G_loss: 1.06794, running_mf1: 0.48808 Is_training: True. [4,199][201,445], imps: 194.87, est: 31.75h, G_loss: 1.09040, running_mf1: 0.48641 Is_training: True. [4,199][301,445], imps: 191.33, est: 32.30h, G_loss: 0.88695, running_mf1: 0.49515 Is_training: True. [4,199][401,445], imps: 188.23, est: 32.80h, G_loss: 0.95125, running_mf1: 0.51020 Is_training: True. Epoch 4 / 199, epoch_mF1= 0.48870 acc: 0.95399 miou: 0.47723 mf1: 0.48870 iou_0: 0.95399 iou_1: 0.00048 F1_0: 0.97645 F1_1: 0.00096 precision_0: 0.95405 precision_1: 0.25450 recall_0: 0.99993 recall_1: 0.00048

Begin evaluation... Is_training: False. [4,199][1,64], imps: 149.66, est: 41.44h, G_loss: 0.93565, running_mf1: 0.49210 Is_training: False. Epoch 4 / 199, epoch_mF1= 0.49070 acc: 0.95796 miou: 0.47970 mf1: 0.49070 iou_0: 0.95796 iou_1: 0.00144 F1_0: 0.97853 F1_1: 0.00287 precision_0: 0.95809 precision_1: 0.30987 recall_0: 0.99986 recall_1: 0.00144

Lastest model updated. Epoch_acc=0.4907, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000975

Is_training: True. [5,199][1,445], imps: 184.56, est: 33.43h, G_loss: 0.92395, running_mf1: 0.49175 Is_training: True. [5,199][101,445], imps: 182.14, est: 33.84h, G_loss: 0.94852, running_mf1: 0.49023 Is_training: True. [5,199][201,445], imps: 179.96, est: 34.21h, G_loss: 0.84199, running_mf1: 0.49419 Is_training: True. [5,199][301,445], imps: 178.00, est: 34.55h, G_loss: 0.87653, running_mf1: 0.49540 Is_training: True. [5,199][401,445], imps: 176.23, est: 34.85h, G_loss: 1.17722, running_mf1: 0.47574 Is_training: True. Epoch 5 / 199, epoch_mF1= 0.48937 acc: 0.95392 miou: 0.47754 mf1: 0.48937 iou_0: 0.95391 iou_1: 0.00117 F1_0: 0.97641 F1_1: 0.00233 precision_0: 0.95403 precision_1: 0.30918 recall_0: 0.99987 recall_1: 0.00117

Begin evaluation... Is_training: False. [5,199][1,64], imps: 146.31, est: 42.17h, G_loss: 0.96587, running_mf1: 0.49111 Is_training: False. Epoch 5 / 199, epoch_mF1= 0.49626 acc: 0.95787 miou: 0.48247 mf1: 0.49626 iou_0: 0.95786 iou_1: 0.00707 F1_0: 0.97848 F1_1: 0.01405 precision_0: 0.95830 precision_1: 0.39396 recall_0: 0.99952 recall_1: 0.00715

Lastest model updated. Epoch_acc=0.4963, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000970

Is_training: True. [6,199][1,445], imps: 173.75, est: 35.33h, G_loss: 0.90512, running_mf1: 0.48927 Is_training: True. [6,199][101,445], imps: 172.28, est: 35.59h, G_loss: 0.80334, running_mf1: 0.49359 Is_training: True. [6,199][201,445], imps: 170.95, est: 35.83h, G_loss: 0.95771, running_mf1: 0.48455 Is_training: True. [6,199][301,445], imps: 169.72, est: 36.04h, G_loss: 0.96037, running_mf1: 0.48737 Is_training: True. [6,199][401,445], imps: 168.59, est: 36.24h, G_loss: 0.87830, running_mf1: 0.48700 Is_training: True. Epoch 6 / 199, epoch_mF1= 0.49012 acc: 0.95386 miou: 0.47789 mf1: 0.49012 iou_0: 0.95385 iou_1: 0.00193 F1_0: 0.97638 F1_1: 0.00386 precision_0: 0.95407 precision_1: 0.28504 recall_0: 0.99977 recall_1: 0.00194

Begin evaluation... Is_training: False. [6,199][1,64], imps: 144.19, est: 42.57h, G_loss: 1.19815, running_mf1: 0.48453 Is_training: False. Epoch 6 / 199, epoch_mF1= 0.49173 acc: 0.95798 miou: 0.48022 mf1: 0.49173 iou_0: 0.95798 iou_1: 0.00247 F1_0: 0.97854 F1_1: 0.00492 precision_0: 0.95813 precision_1: 0.39535 recall_0: 0.99983 recall_1: 0.00248

Lastest model updated. Epoch_acc=0.4917, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000965

Is_training: True. [7,199][1,445], imps: 166.76, est: 36.62h, G_loss: 0.88117, running_mf1: 0.48850 Is_training: True. [7,199][101,445], imps: 165.80, est: 36.79h, G_loss: 0.93016, running_mf1: 0.48488 Is_training: True. [7,199][201,445], imps: 164.92, est: 36.95h, G_loss: 0.81642, running_mf1: 0.50244 Is_training: True. [7,199][301,445], imps: 163.51, est: 37.22h, G_loss: 0.69714, running_mf1: 0.51631 Is_training: True. [7,199][401,445], imps: 162.76, est: 37.35h, G_loss: 0.92205, running_mf1: 0.48315 Is_training: True. Epoch 7 / 199, epoch_mF1= 0.49108 acc: 0.95394 miou: 0.47840 mf1: 0.49108 iou_0: 0.95393 iou_1: 0.00288 F1_0: 0.97642 F1_1: 0.00574 precision_0: 0.95418 precision_1: 0.33405 recall_0: 0.99972 recall_1: 0.00290

Begin evaluation... Is_training: False. [7,199][1,64], imps: 142.22, est: 42.94h, G_loss: 0.62038, running_mf1: 0.48895 Is_training: False. Epoch 7 / 199, epoch_mF1= 0.49163 acc: 0.95796 miou: 0.48016 mf1: 0.49163 iou_0: 0.95795 iou_1: 0.00237 F1_0: 0.97853 F1_1: 0.00474 precision_0: 0.95812 precision_1: 0.36214 recall_0: 0.99982 recall_1: 0.00238

Lastest model updated. Epoch_acc=0.4916, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000960

Is_training: True. [8,199][1,445], imps: 161.33, est: 37.66h, G_loss: 0.77709, running_mf1: 0.49354 Is_training: True. [8,199][101,445], imps: 160.14, est: 37.89h, G_loss: 0.78483, running_mf1: 0.49120 Is_training: True. [8,199][201,445], imps: 159.56, est: 37.99h, G_loss: 0.92969, running_mf1: 0.48394 Is_training: True. [8,199][301,445], imps: 159.01, est: 38.08h, G_loss: 0.89601, running_mf1: 0.48493 Is_training: True. [8,199][401,445], imps: 158.48, est: 38.16h, G_loss: 0.78755, running_mf1: 0.48860 Is_training: True. Epoch 8 / 199, epoch_mF1= 0.49293 acc: 0.95384 miou: 0.47930 mf1: 0.49293 iou_0: 0.95383 iou_1: 0.00477 F1_0: 0.97637 F1_1: 0.00949 precision_0: 0.95421 precision_1: 0.35737 recall_0: 0.99958 recall_1: 0.00481

Begin evaluation... Is_training: False. [8,199][1,64], imps: 140.75, est: 43.17h, G_loss: 0.65530, running_mf1: 0.51365 Is_training: False. Epoch 8 / 199, epoch_mF1= 0.49390 acc: 0.95790 miou: 0.48128 mf1: 0.49390 iou_0: 0.95789 iou_1: 0.00468 F1_0: 0.97849 F1_1: 0.00931 precision_0: 0.95821 precision_1: 0.37220 recall_0: 0.99965 recall_1: 0.00471

Lastest model updated. Epoch_acc=0.4939, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000955

Is_training: True. [9,199][1,445], imps: 157.33, est: 38.42h, G_loss: 0.70544, running_mf1: 0.49092 Is_training: True. [9,199][101,445], imps: 156.87, est: 38.48h, G_loss: 0.57627, running_mf1: 0.49582 Is_training: True. [9,199][201,445], imps: 156.44, est: 38.54h, G_loss: 0.71012, running_mf1: 0.48949 Is_training: True. [9,199][301,445], imps: 156.04, est: 38.60h, G_loss: 0.62973, running_mf1: 0.49322 Is_training: True. [9,199][401,445], imps: 155.68, est: 38.64h, G_loss: 0.65085, running_mf1: 0.57519 Is_training: True. Epoch 9 / 199, epoch_mF1= 0.49771 acc: 0.95385 miou: 0.48172 mf1: 0.49771 iou_0: 0.95383 iou_1: 0.00961 F1_0: 0.97637 F1_1: 0.01904 precision_0: 0.95448 precision_1: 0.39659 recall_0: 0.99929 recall_1: 0.00976

Begin evaluation... Is_training: False. [9,199][1,64], imps: 140.00, est: 43.17h, G_loss: 0.78074, running_mf1: 0.49714 Is_training: False. Epoch 9 / 199, epoch_mF1= 0.50067 acc: 0.95808 miou: 0.48479 mf1: 0.50067 iou_0: 0.95806 iou_1: 0.01152 F1_0: 0.97858 F1_1: 0.02277 precision_0: 0.95848 precision_1: 0.52422 recall_0: 0.99954 recall_1: 0.01164

Lastest model updated. Epoch_acc=0.5007, Historical_best_acc=0.5015 (at epoch 0)

lr: 0.0000950

Is_training: True. [10,199][1,445], imps: 154.67, est: 38.87h, G_loss: 0.68213, running_mf1: 0.51475 Is_training: True. [10,199][101,445], imps: 154.33, est: 38.91h, G_loss: 0.94146, running_mf1: 0.50909 Is_training: True. [10,199][201,445], imps: 154.03, est: 38.94h, G_loss: 0.68268, running_mf1: 0.49011 Is_training: True. [10,199][301,445], imps: 153.73, est: 38.97h, G_loss: 0.80326, running_mf1: 0.49019 Is_training: True. [10,199][401,445], imps: 153.43, est: 39.00h, G_loss: 0.43860, running_mf1: 0.51700 Is_training: True. Epoch 10 / 199, epoch_mF1= 0.50181 acc: 0.95372 miou: 0.48377 mf1: 0.50181 iou_0: 0.95369 iou_1: 0.01385 F1_0: 0.97630 F1_1: 0.02733 precision_0: 0.95460 precision_1: 0.40671 recall_0: 0.99901 recall_1: 0.01414

Begin evaluation... Is_training: False. [10,199][1,64], imps: 139.40, est: 43.13h, G_loss: 0.73904, running_mf1: 0.49425 Is_training: False. Epoch 10 / 199, epoch_mF1= 0.50327 acc: 0.95793 miou: 0.48606 mf1: 0.50327 iou_0: 0.95791 iou_1: 0.01422 F1_0: 0.97850 F1_1: 0.02804 precision_0: 0.95859 precision_1: 0.46168 recall_0: 0.99926 recall_1: 0.01446

Lastest model updated. Epoch_acc=0.5033, Historical_best_acc=0.5015 (at epoch 0)

**Best model updated!

lr: 0.0000945

Is_training: True. [11,199][1,445], imps: 152.57, est: 39.20h, G_loss: 0.64056, running_mf1: 0.49884 Is_training: True. [11,199][101,445], imps: 152.31, est: 39.22h, G_loss: 0.53719, running_mf1: 0.49447 Is_training: True. [11,199][201,445], imps: 152.06, est: 39.24h, G_loss: 0.70329, running_mf1: 0.50353 Is_training: True. [11,199][301,445], imps: 151.83, est: 39.25h, G_loss: 0.66869, running_mf1: 0.50114 Is_training: True. [11,199][401,445], imps: 151.60, est: 39.26h, G_loss: 0.65979, running_mf1: 0.49664 Is_training: True. Epoch 11 / 199, epoch_mF1= 0.50787 acc: 0.95371 miou: 0.48690 mf1: 0.50787 iou_0: 0.95366 iou_1: 0.02013 F1_0: 0.97628 F1_1: 0.03946 precision_0: 0.95489 precision_1: 0.42446 recall_0: 0.99865 recall_1: 0.02069

Begin evaluation... Is_training: False. [11,199][1,64], imps: 138.90, est: 43.06h, G_loss: 0.58249, running_mf1: 0.50045 Is_training: False. Epoch 11 / 199, epoch_mF1= 0.50708 acc: 0.95810 miou: 0.48809 mf1: 0.50708 iou_0: 0.95807 iou_1: 0.01811 F1_0: 0.97859 F1_1: 0.03558 precision_0: 0.95875 precision_1: 0.52296 recall_0: 0.99926 recall_1: 0.01842

Lastest model updated. Epoch_acc=0.5071, Historical_best_acc=0.5033 (at epoch 10)

**Best model updated!

lr: 0.0000940

Is_training: True. [12,199][1,445], imps: 150.84, est: 39.44h, G_loss: 0.58640, running_mf1: 0.50696 Is_training: True. [12,199][101,445], imps: 150.63, est: 39.45h, G_loss: 0.41984, running_mf1: 0.52456 Is_training: True. [12,199][201,445], imps: 150.44, est: 39.45h, G_loss: 0.50140, running_mf1: 0.51074 Is_training: True. [12,199][301,445], imps: 150.25, est: 39.45h, G_loss: 0.76536, running_mf1: 0.50018 Is_training: True. [12,199][401,445], imps: 150.08, est: 39.45h, G_loss: 0.64481, running_mf1: 0.49073 Is_training: True. Epoch 12 / 199, epoch_mF1= 0.51571 acc: 0.95369 miou: 0.49100 mf1: 0.51571 iou_0: 0.95363 iou_1: 0.02836 F1_0: 0.97627 F1_1: 0.05515 precision_0: 0.95518 precision_1: 0.45511 recall_0: 0.99830 recall_1: 0.02936

Begin evaluation... Is_training: False. [12,199][1,64], imps: 138.51, est: 42.95h, G_loss: 0.67989, running_mf1: 0.50749 Is_training: False. Epoch 12 / 199, epoch_mF1= 0.51782 acc: 0.95848 miou: 0.49385 mf1: 0.51782 iou_0: 0.95843 iou_1: 0.02927 F1_0: 0.97877 F1_1: 0.05688 precision_0: 0.95920 precision_1: 0.60734 recall_0: 0.99916 recall_1: 0.02984

Lastest model updated. Epoch_acc=0.5178, Historical_best_acc=0.5071 (at epoch 11)

**Best model updated!

lr: 0.0000935

Is_training: True. [13,199][1,445], imps: 149.42, est: 39.60h, G_loss: 0.83282, running_mf1: 0.52542 Is_training: True. [13,199][101,445], imps: 149.25, est: 39.60h, G_loss: 0.55024, running_mf1: 0.53997 Is_training: True. [13,199][201,445], imps: 149.11, est: 39.59h, G_loss: 0.54874, running_mf1: 0.49173 Is_training: True. [13,199][301,445], imps: 148.97, est: 39.58h, G_loss: 0.59064, running_mf1: 0.49789 Is_training: True. [13,199][401,445], imps: 148.83, est: 39.57h, G_loss: 0.65133, running_mf1: 0.51053 Is_training: True. Epoch 13 / 199, epoch_mF1= 0.52563 acc: 0.95384 miou: 0.49634 mf1: 0.52563 iou_0: 0.95376 iou_1: 0.03892 F1_0: 0.97633 F1_1: 0.07493 precision_0: 0.95580 precision_1: 0.46708 recall_0: 0.99776 recall_1: 0.04073

Begin evaluation... Is_training: False. [13,199][1,64], imps: 138.18, est: 42.82h, G_loss: 0.54322, running_mf1: 0.51298 Is_training: False. Epoch 13 / 199, epoch_mF1= 0.53430 acc: 0.95877 miou: 0.50282 mf1: 0.53430 iou_0: 0.95868 iou_1: 0.04696 F1_0: 0.97891 F1_1: 0.08970 precision_0: 0.95993 precision_1: 0.61028 recall_0: 0.99865 recall_1: 0.04841

Lastest model updated. Epoch_acc=0.5343, Historical_best_acc=0.5178 (at epoch 12)

**Best model updated!

lr: 0.0000930

Is_training: True. [14,199][1,445], imps: 148.22, est: 39.71h, G_loss: 0.80770, running_mf1: 0.51605 Is_training: True. [14,199][101,445], imps: 148.09, est: 39.69h, G_loss: 0.64908, running_mf1: 0.56762 Is_training: True. [14,199][201,445], imps: 147.98, est: 39.68h, G_loss: 0.52061, running_mf1: 0.61701 Is_training: True. [14,199][301,445], imps: 147.86, est: 39.66h, G_loss: 0.64405, running_mf1: 0.56738 Is_training: True. [14,199][401,445], imps: 147.75, est: 39.64h, G_loss: 0.46918, running_mf1: 0.55283 Is_training: True. Epoch 14 / 199, epoch_mF1= 0.53618 acc: 0.95408 miou: 0.50217 mf1: 0.53618 iou_0: 0.95397 iou_1: 0.05037 F1_0: 0.97644 F1_1: 0.09591 precision_0: 0.95630 precision_1: 0.50030 recall_0: 0.99745 recall_1: 0.05304

Begin evaluation... Is_training: False. [14,199][1,64], imps: 137.89, est: 42.68h, G_loss: 0.81772, running_mf1: 0.54034 Is_training: False. Epoch 14 / 199, epoch_mF1= 0.54819 acc: 0.95925 miou: 0.51070 mf1: 0.54819 iou_0: 0.95914 iou_1: 0.06226 F1_0: 0.97914 F1_1: 0.11723 precision_0: 0.96057 precision_1: 0.64520 recall_0: 0.99845 recall_1: 0.06447

Lastest model updated. Epoch_acc=0.5482, Historical_best_acc=0.5343 (at epoch 13)

**Best model updated!

lr: 0.0000925

Is_training: True. [15,199][1,445], imps: 147.21, est: 39.77h, G_loss: 0.51578, running_mf1: 0.58440 Is_training: True. [15,199][101,445], imps: 147.10, est: 39.75h, G_loss: 0.62606, running_mf1: 0.53697 Is_training: True. [15,199][201,445], imps: 147.01, est: 39.73h, G_loss: 0.44996, running_mf1: 0.70715 Is_training: True. [15,199][301,445], imps: 146.93, est: 39.70h, G_loss: 0.37603, running_mf1: 0.51041 Is_training: True. [15,199][401,445], imps: 146.84, est: 39.67h, G_loss: 0.67070, running_mf1: 0.55363 Is_training: True. Epoch 15 / 199, epoch_mF1= 0.54204 acc: 0.95413 miou: 0.50544 mf1: 0.54204 iou_0: 0.95400 iou_1: 0.05687 F1_0: 0.97646 F1_1: 0.10763 precision_0: 0.95670 precision_1: 0.49564 recall_0: 0.99705 recall_1: 0.06037

Begin evaluation... Is_training: False. [15,199][1,64], imps: 137.65, est: 42.53h, G_loss: 0.78459, running_mf1: 0.60289 Is_training: False. Epoch 15 / 199, epoch_mF1= 0.54095 acc: 0.95906 miou: 0.50658 mf1: 0.54095 iou_0: 0.95896 iou_1: 0.05421 F1_0: 0.97905 F1_1: 0.10284 precision_0: 0.96024 precision_1: 0.63899 recall_0: 0.99862 recall_1: 0.05592

Lastest model updated. Epoch_acc=0.5409, Historical_best_acc=0.5482 (at epoch 14)

lr: 0.0000920

Is_training: True. [16,199][1,445], imps: 146.33, est: 39.79h, G_loss: 0.68119, running_mf1: 0.53071 Is_training: True. [16,199][101,445], imps: 146.25, est: 39.76h, G_loss: 0.34848, running_mf1: 0.58756 Is_training: True. [16,199][201,445], imps: 146.18, est: 39.73h, G_loss: 0.64327, running_mf1: 0.59148 Is_training: True. [16,199][301,445], imps: 146.11, est: 39.70h, G_loss: 0.55951, running_mf1: 0.54452 Is_training: True. [16,199][401,445], imps: 146.04, est: 39.67h, G_loss: 0.31881, running_mf1: 0.54883 Is_training: True. Epoch 16 / 199, epoch_mF1= 0.55273 acc: 0.95429 miou: 0.51152 mf1: 0.55273 iou_0: 0.95414 iou_1: 0.06891 F1_0: 0.97653 F1_1: 0.12893 precision_0: 0.95720 precision_1: 0.51490 recall_0: 0.99666 recall_1: 0.07369

Begin evaluation... Is_training: False. [16,199][1,64], imps: 137.44, est: 42.36h, G_loss: 0.50831, running_mf1: 0.54633 Is_training: False. Epoch 16 / 199, epoch_mF1= 0.61014 acc: 0.96009 miou: 0.54835 mf1: 0.61014 iou_0: 0.95984 iou_1: 0.13687 F1_0: 0.97951 F1_1: 0.24078 precision_0: 0.96398 precision_1: 0.59697 recall_0: 0.99554 recall_1: 0.15080

Lastest model updated. Epoch_acc=0.6101, Historical_best_acc=0.5482 (at epoch 14)

**Best model updated!

lr: 0.0000915

Is_training: True. [17,199][1,445], imps: 145.58, est: 39.78h, G_loss: 0.51394, running_mf1: 0.50752 Is_training: True. [17,199][101,445], imps: 145.51, est: 39.75h, G_loss: 0.70393, running_mf1: 0.55816 Is_training: True. [17,199][201,445], imps: 145.45, est: 39.72h, G_loss: 0.65076, running_mf1: 0.52374 Is_training: True. [17,199][301,445], imps: 145.39, est: 39.68h, G_loss: 0.80360, running_mf1: 0.51239 Is_training: True. [17,199][401,445], imps: 145.33, est: 39.65h, G_loss: 0.61381, running_mf1: 0.60861 Is_training: True. Epoch 17 / 199, epoch_mF1= 0.56636 acc: 0.95480 miou: 0.51959 mf1: 0.56636 iou_0: 0.95461 iou_1: 0.08456 F1_0: 0.97678 F1_1: 0.15594 precision_0: 0.95806 precision_1: 0.53822 recall_0: 0.99625 recall_1: 0.09118

Begin evaluation... Is_training: False. [17,199][1,64], imps: 137.25, est: 42.19h, G_loss: 0.46264, running_mf1: 0.59020 Is_training: False. Epoch 17 / 199, epoch_mF1= 0.60129 acc: 0.96001 miou: 0.54267 mf1: 0.60129 iou_0: 0.95977 iou_1: 0.12556 F1_0: 0.97947 F1_1: 0.22311 precision_0: 0.96343 precision_1: 0.60357 recall_0: 0.99606 recall_1: 0.13685

Lastest model updated. Epoch_acc=0.6013, Historical_best_acc=0.6101 (at epoch 16)

lr: 0.0000910

Is_training: True. [18,199][1,445], imps: 144.91, est: 39.74h, G_loss: 0.58976, running_mf1: 0.52572 Is_training: True. [18,199][101,445], imps: 144.85, est: 39.71h, G_loss: 0.34046, running_mf1: 0.70523 Is_training: True. [18,199][201,445], imps: 144.80, est: 39.67h, G_loss: 0.58516, running_mf1: 0.57375 Is_training: True. [18,199][301,445], imps: 144.75, est: 39.64h, G_loss: 0.53945, running_mf1: 0.52946 Is_training: True. [18,199][401,445], imps: 144.70, est: 39.60h, G_loss: 0.51750, running_mf1: 0.60494 Is_training: True. Epoch 18 / 199, epoch_mF1= 0.57028 acc: 0.95492 miou: 0.52194 mf1: 0.57028 iou_0: 0.95472 iou_1: 0.08916 F1_0: 0.97683 F1_1: 0.16372 precision_0: 0.95812 precision_1: 0.55498 recall_0: 0.99629 recall_1: 0.09602

Begin evaluation... Is_training: False. [18,199][1,64], imps: 137.10, est: 42.01h, G_loss: 0.33136, running_mf1: 0.66560 Is_training: False. Epoch 18 / 199, epoch_mF1= 0.64429 acc: 0.96067 miou: 0.57146 mf1: 0.64429 iou_0: 0.96032 iou_1: 0.18260 F1_0: 0.97976 F1_1: 0.30881 precision_0: 0.96632 precision_1: 0.58826 recall_0: 0.99358 recall_1: 0.20936

Lastest model updated. Epoch_acc=0.6443, Historical_best_acc=0.6101 (at epoch 16)

**Best model updated!

lr: 0.0000905

Is_training: True. [19,199][1,445], imps: 144.31, est: 39.69h, G_loss: 0.37512, running_mf1: 0.60791 Is_training: True. [19,199][101,445], imps: 144.27, est: 39.65h, G_loss: 0.49859, running_mf1: 0.57484 Is_training: True. [19,199][201,445], imps: 144.23, est: 39.61h, G_loss: 0.60385, running_mf1: 0.57223 Is_training: True. [19,199][301,445], imps: 144.18, est: 39.58h, G_loss: 0.70400, running_mf1: 0.53377 Is_training: True. [19,199][401,445], imps: 143.77, est: 39.64h, G_loss: 0.42907, running_mf1: 0.57391 Is_training: True. Epoch 19 / 199, epoch_mF1= 0.57845 acc: 0.95511 miou: 0.52688 mf1: 0.57845 iou_0: 0.95489 iou_1: 0.09888 F1_0: 0.97692 F1_1: 0.17997 precision_0: 0.95865 precision_1: 0.55750 recall_0: 0.99590 recall_1: 0.10730

Begin evaluation... Is_training: False. [19,199][1,64], imps: 136.42, est: 41.98h, G_loss: 0.42945, running_mf1: 0.64656 Is_training: False. Epoch 19 / 199, epoch_mF1= 0.63866 acc: 0.96011 miou: 0.56738 mf1: 0.63866 iou_0: 0.95977 iou_1: 0.17499 F1_0: 0.97947 F1_1: 0.29785 precision_0: 0.96599 precision_1: 0.57001 recall_0: 0.99334 recall_1: 0.20160

Lastest model updated. Epoch_acc=0.6387, Historical_best_acc=0.6443 (at epoch 18)

lr: 0.0000900

Is_training: True. [20,199][1,445], imps: 143.13, est: 39.79h, G_loss: 0.47248, running_mf1: 0.65239 Is_training: True. [20,199][101,445], imps: 142.69, est: 39.87h, G_loss: 0.56270, running_mf1: 0.53362 Is_training: True. [20,199][201,445], imps: 142.26, est: 39.94h, G_loss: 0.31878, running_mf1: 0.59718 Is_training: True. [20,199][301,445], imps: 141.93, est: 39.98h, G_loss: 0.38887, running_mf1: 0.70578 Is_training: True. [20,199][401,445], imps: 141.66, est: 40.01h, G_loss: 0.82094, running_mf1: 0.52704 Is_training: True. Epoch 20 / 199, epoch_mF1= 0.58549 acc: 0.95541 miou: 0.53127 mf1: 0.58549 iou_0: 0.95517 iou_1: 0.10736 F1_0: 0.97707 F1_1: 0.19390 precision_0: 0.95901 precision_1: 0.57371 recall_0: 0.99582 recall_1: 0.11667

Begin evaluation... Is_training: False. [20,199][1,64], imps: 134.77, est: 42.26h, G_loss: 0.40971, running_mf1: 0.64754 Is_training: False. Epoch 20 / 199, epoch_mF1= 0.64673 acc: 0.96080 miou: 0.57322 mf1: 0.64673 iou_0: 0.96044 iou_1: 0.18599 F1_0: 0.97982 F1_1: 0.31365 precision_0: 0.96648 precision_1: 0.59112 recall_0: 0.99353 recall_1: 0.21345

Lastest model updated. Epoch_acc=0.6467, Historical_best_acc=0.6443 (at epoch 18)

**Best model updated!

lr: 0.0000896

Is_training: True. [21,199][1,445], imps: 141.07, est: 40.15h, G_loss: 0.63819, running_mf1: 0.57360 Is_training: True. [21,199][101,445], imps: 140.68, est: 40.21h, G_loss: 0.31371, running_mf1: 0.51118 Is_training: True. [21,199][201,445], imps: 140.30, est: 40.27h, G_loss: 0.46325, running_mf1: 0.52762 Is_training: True. [21,199][301,445], imps: 139.94, est: 40.32h, G_loss: 0.67980, running_mf1: 0.54041 Is_training: True. [21,199][401,445], imps: 139.61, est: 40.37h, G_loss: 0.65180, running_mf1: 0.53674 Is_training: True. Epoch 21 / 199, epoch_mF1= 0.59145 acc: 0.95553 miou: 0.53498 mf1: 0.59145 iou_0: 0.95527 iou_1: 0.11469 F1_0: 0.97712 F1_1: 0.20578 precision_0: 0.95934 precision_1: 0.57706 recall_0: 0.99557 recall_1: 0.12522

Begin evaluation... Is_training: False. [21,199][1,64], imps: 133.28, est: 42.50h, G_loss: 0.39981, running_mf1: 0.50386 Is_training: False. Epoch 21 / 199, epoch_mF1= 0.65321 acc: 0.96032 miou: 0.57765 mf1: 0.65321 iou_0: 0.95994 iou_1: 0.19536 F1_0: 0.97956 F1_1: 0.32686 precision_0: 0.96711 precision_1: 0.56741 recall_0: 0.99233 recall_1: 0.22955

Lastest model updated. Epoch_acc=0.6532, Historical_best_acc=0.6467 (at epoch 20)

**Best model updated!

lr: 0.0000891

Is_training: True. [22,199][1,445], imps: 139.29, est: 40.44h, G_loss: 0.39472, running_mf1: 0.64012 Is_training: True. [22,199][101,445], imps: 138.94, est: 40.49h, G_loss: 0.80096, running_mf1: 0.54343 Is_training: True. [22,199][201,445], imps: 138.59, est: 40.54h, G_loss: 0.73410, running_mf1: 0.55034 Is_training: True. [22,199][301,445], imps: 138.26, est: 40.59h, G_loss: 0.68330, running_mf1: 0.56306 Is_training: True. [22,199][401,445], imps: 137.93, est: 40.63h, G_loss: 0.55534, running_mf1: 0.65988 Is_training: True. Epoch 22 / 199, epoch_mF1= 0.59975 acc: 0.95592 miou: 0.54031 mf1: 0.59975 iou_0: 0.95564 iou_1: 0.12497 F1_0: 0.97732 F1_1: 0.22218 precision_0: 0.95989 precision_1: 0.58855 recall_0: 0.99539 recall_1: 0.13693

Begin evaluation... Is_training: False. [22,199][1,64], imps: 131.81, est: 42.73h, G_loss: 0.59093, running_mf1: 0.62041 Is_training: False. Epoch 22 / 199, epoch_mF1= 0.65587 acc: 0.96116 miou: 0.57982 mf1: 0.65587 iou_0: 0.96078 iou_1: 0.19886 F1_0: 0.98000 F1_1: 0.33175 precision_0: 0.96715 precision_1: 0.59654 recall_0: 0.99319 recall_1: 0.22977

Lastest model updated. Epoch_acc=0.6559, Historical_best_acc=0.6532 (at epoch 21)

**Best model updated!

lr: 0.0000886

Is_training: True. [23,199][1,445], imps: 137.43, est: 40.76h, G_loss: 0.46710, running_mf1: 0.55874 Is_training: True. [23,199][101,445], imps: 137.11, est: 40.80h, G_loss: 0.74936, running_mf1: 0.62874 Is_training: True. [23,199][201,445], imps: 136.81, est: 40.84h, G_loss: 0.37917, running_mf1: 0.78884 Is_training: True. [23,199][301,445], imps: 136.51, est: 40.87h, G_loss: 0.33323, running_mf1: 0.55633 Is_training: True. [23,199][401,445], imps: 136.22, est: 40.91h, G_loss: 0.43651, running_mf1: 0.60188 Is_training: True. Epoch 23 / 199, epoch_mF1= 0.61291 acc: 0.95643 miou: 0.54891 mf1: 0.61291 iou_0: 0.95612 iou_1: 0.14171 F1_0: 0.97757 F1_1: 0.24824 precision_0: 0.96067 precision_1: 0.60440 recall_0: 0.99506 recall_1: 0.15620

Begin evaluation... Is_training: False. [23,199][1,64], imps: 130.45, est: 42.94h, G_loss: 0.60309, running_mf1: 0.73746 Is_training: False. Epoch 23 / 199, epoch_mF1= 0.65263 acc: 0.96210 miou: 0.57780 mf1: 0.65263 iou_0: 0.96175 iou_1: 0.19385 F1_0: 0.98050 F1_1: 0.32475 precision_0: 0.96668 precision_1: 0.64363 recall_0: 0.99473 recall_1: 0.21716

Lastest model updated. Epoch_acc=0.6526, Historical_best_acc=0.6559 (at epoch 22)

lr: 0.0000881

Is_training: True. [24,199][1,445], imps: 135.77, est: 41.02h, G_loss: 0.33830, running_mf1: 0.79959 Is_training: True. [24,199][101,445], imps: 135.59, est: 41.02h, G_loss: 0.48648, running_mf1: 0.49744 Is_training: True. [24,199][201,445], imps: 135.63, est: 40.96h, G_loss: 0.61762, running_mf1: 0.54375 Is_training: True. [24,199][301,445], imps: 135.68, est: 40.89h, G_loss: 0.37337, running_mf1: 0.58605 Is_training: True. [24,199][401,445], imps: 135.94, est: 40.76h, G_loss: 0.32732, running_mf1: 0.68618 Is_training: True. Epoch 24 / 199, epoch_mF1= 0.61529 acc: 0.95672 miou: 0.55057 mf1: 0.61529 iou_0: 0.95640 iou_1: 0.14474 F1_0: 0.97771 F1_1: 0.25287 precision_0: 0.96089 precision_1: 0.61213 recall_0: 0.99514 recall_1: 0.15935

Begin evaluation... Is_training: False. [24,199][1,64], imps: 130.53, est: 42.67h, G_loss: 0.81602, running_mf1: 0.75958 Is_training: False. Epoch 24 / 199, epoch_mF1= 0.65409 acc: 0.96290 miou: 0.57910 mf1: 0.65409 iou_0: 0.96256 iou_1: 0.19564 F1_0: 0.98092 F1_1: 0.32725 precision_0: 0.96662 precision_1: 0.68462 recall_0: 0.99566 recall_1: 0.21502

Lastest model updated. Epoch_acc=0.6541, Historical_best_acc=0.6559 (at epoch 22)

lr: 0.0000876

Is_training: True. [25,199][1,445], imps: 135.70, est: 40.81h, G_loss: 0.45011, running_mf1: 0.66531 Is_training: True. [25,199][101,445], imps: 135.74, est: 40.74h, G_loss: 0.31881, running_mf1: 0.64124 Is_training: True. [25,199][201,445], imps: 135.79, est: 40.68h, G_loss: 0.30570, running_mf1: 0.62434 Is_training: True. [25,199][301,445], imps: 135.83, est: 40.61h, G_loss: 0.48767, running_mf1: 0.62337 Is_training: True. [25,199][401,445], imps: 135.87, est: 40.55h, G_loss: 0.38258, running_mf1: 0.68773 Is_training: True. Epoch 25 / 199, epoch_mF1= 0.62309 acc: 0.95709 miou: 0.55584 mf1: 0.62309 iou_0: 0.95675 iou_1: 0.15492 F1_0: 0.97790 F1_1: 0.26828 precision_0: 0.96140 precision_1: 0.62112 recall_0: 0.99497 recall_1: 0.17109

Begin evaluation... Is_training: False. [25,199][1,64], imps: 130.68, est: 42.38h, G_loss: 0.66500, running_mf1: 0.53174 Is_training: False. Epoch 25 / 199, epoch_mF1= 0.64630 acc: 0.96320 miou: 0.57369 mf1: 0.64630 iou_0: 0.96289 iou_1: 0.18448 F1_0: 0.98109 F1_1: 0.31150 precision_0: 0.96597 precision_1: 0.72488 recall_0: 0.99670 recall_1: 0.19837

Lastest model updated. Epoch_acc=0.6463, Historical_best_acc=0.6559 (at epoch 22)

lr: 0.0000871

Is_training: True. [26,199][1,445], imps: 135.64, est: 40.59h, G_loss: 0.60605, running_mf1: 0.58303 Is_training: True. [26,199][101,445], imps: 135.68, est: 40.53h, G_loss: 0.38392, running_mf1: 0.72117 Is_training: True. [26,199][201,445], imps: 135.72, est: 40.46h, G_loss: 0.63310, running_mf1: 0.58365 Is_training: True. [26,199][301,445], imps: 135.77, est: 40.40h, G_loss: 0.40398, running_mf1: 0.50164 Is_training: True. [26,199][401,445], imps: 135.88, est: 40.31h, G_loss: 0.73415, running_mf1: 0.52116 Is_training: True. Epoch 26 / 199, epoch_mF1= 0.63025 acc: 0.95743 miou: 0.56075 mf1: 0.63025 iou_0: 0.95708 iou_1: 0.16443 F1_0: 0.97807 F1_1: 0.28242 precision_0: 0.96195 precision_1: 0.62526 recall_0: 0.99474 recall_1: 0.18241

Begin evaluation... Is_training: False. [26,199][1,64], imps: 130.95, est: 42.05h, G_loss: 0.46970, running_mf1: 0.63182 Is_training: False. Epoch 26 / 199, epoch_mF1= 0.67260 acc: 0.96395 miou: 0.59294 mf1: 0.67260 iou_0: 0.96357 iou_1: 0.22231 F1_0: 0.98145 F1_1: 0.36375 precision_0: 0.96787 precision_1: 0.70126 recall_0: 0.99542 recall_1: 0.24556

Lastest model updated. Epoch_acc=0.6726, Historical_best_acc=0.6559 (at epoch 22)

**Best model updated!

lr: 0.0000866

Is_training: True. [27,199][1,445], imps: 135.73, est: 40.33h, G_loss: 0.26431, running_mf1: 0.69602 Is_training: True. [27,199][101,445], imps: 135.77, est: 40.27h, G_loss: 0.34676, running_mf1: 0.78729 Is_training: True. [27,199][201,445], imps: 135.81, est: 40.20h, G_loss: 0.42590, running_mf1: 0.68781 Is_training: True. [27,199][301,445], imps: 135.85, est: 40.14h, G_loss: 0.28855, running_mf1: 0.69949 Is_training: True. [27,199][401,445], imps: 135.89, est: 40.08h, G_loss: 0.31057, running_mf1: 0.69093 Is_training: True. Epoch 27 / 199, epoch_mF1= 0.64327 acc: 0.95809 miou: 0.56992 mf1: 0.64327 iou_0: 0.95770 iou_1: 0.18214 F1_0: 0.97839 F1_1: 0.30815 precision_0: 0.96286 precision_1: 0.63729 recall_0: 0.99443 recall_1: 0.20320

Begin evaluation... Is_training: False. [27,199][1,64], imps: 131.07, est: 41.77h, G_loss: 0.43892, running_mf1: 0.71513 Is_training: False. Epoch 27 / 199, epoch_mF1= 0.68788 acc: 0.96408 miou: 0.60460 mf1: 0.68788 iou_0: 0.96365 iou_1: 0.24554 F1_0: 0.98149 F1_1: 0.39427 precision_0: 0.96919 precision_1: 0.67431 recall_0: 0.99411 recall_1: 0.27857

Lastest model updated. Epoch_acc=0.6879, Historical_best_acc=0.6726 (at epoch 26)

**Best model updated!

lr: 0.0000861

Is_training: True. [28,199][1,445], imps: 135.68, est: 40.12h, G_loss: 0.27251, running_mf1: 0.80535 Is_training: True. [28,199][101,445], imps: 135.71, est: 40.05h, G_loss: 0.68825, running_mf1: 0.55750 Is_training: True. [28,199][201,445], imps: 135.75, est: 39.99h, G_loss: 0.26985, running_mf1: 0.71594 Is_training: True. [28,199][301,445], imps: 135.79, est: 39.92h, G_loss: 0.44894, running_mf1: 0.64004 Is_training: True. [28,199][401,445], imps: 135.83, est: 39.86h, G_loss: 0.63437, running_mf1: 0.63394 Is_training: True. Epoch 28 / 199, epoch_mF1= 0.64306 acc: 0.95794 miou: 0.56972 mf1: 0.64306 iou_0: 0.95754 iou_1: 0.18190 F1_0: 0.97831 F1_1: 0.30782 precision_0: 0.96279 precision_1: 0.63385 recall_0: 0.99434 recall_1: 0.20326

Begin evaluation... Is_training: False. [28,199][1,64], imps: 131.18, est: 41.49h, G_loss: 0.74007, running_mf1: 0.58833 Is_training: False. Epoch 28 / 199, epoch_mF1= 0.67518 acc: 0.96367 miou: 0.59478 mf1: 0.67518 iou_0: 0.96328 iou_1: 0.22629 F1_0: 0.98130 F1_1: 0.36906 precision_0: 0.96816 precision_1: 0.68035 recall_0: 0.99479 recall_1: 0.25321

Lastest model updated. Epoch_acc=0.6752, Historical_best_acc=0.6879 (at epoch 27)

lr: 0.0000856

Is_training: True. [29,199][1,445], imps: 135.69, est: 39.88h, G_loss: 0.31995, running_mf1: 0.67691 Is_training: True. [29,199][101,445], imps: 135.79, est: 39.80h, G_loss: 0.45266, running_mf1: 0.66191 Is_training: True. [29,199][201,445], imps: 135.83, est: 39.73h, G_loss: 0.22499, running_mf1: 0.56329 Is_training: True. [29,199][301,445], imps: 135.86, est: 39.67h, G_loss: 0.55193, running_mf1: 0.58426 Is_training: True. [29,199][401,445], imps: 135.90, est: 39.61h, G_loss: 0.60989, running_mf1: 0.64035 Is_training: True. Epoch 29 / 199, epoch_mF1= 0.65659 acc: 0.95882 miou: 0.57959 mf1: 0.65659 iou_0: 0.95839 iou_1: 0.20078 F1_0: 0.97875 F1_1: 0.33442 precision_0: 0.96382 precision_1: 0.64984 recall_0: 0.99416 recall_1: 0.22514

Begin evaluation... Is_training: False. [29,199][1,64], imps: 131.40, est: 41.18h, G_loss: 0.47302, running_mf1: 0.68181 Is_training: False. Epoch 29 / 199, epoch_mF1= 0.69500 acc: 0.96468 miou: 0.61035 mf1: 0.69500 iou_0: 0.96425 iou_1: 0.25645 F1_0: 0.98180 F1_1: 0.40821 precision_0: 0.96968 precision_1: 0.68772 recall_0: 0.99423 recall_1: 0.29025

Lastest model updated. Epoch_acc=0.6950, Historical_best_acc=0.6879 (at epoch 27)

**Best model updated!

lr: 0.0000851

Is_training: True. [30,199][1,445], imps: 135.71, est: 39.64h, G_loss: 0.61440, running_mf1: 0.58357 Is_training: True. [30,199][101,445], imps: 135.74, est: 39.58h, G_loss: 0.36148, running_mf1: 0.71078 Is_training: True. [30,199][201,445], imps: 135.78, est: 39.51h, G_loss: 0.37884, running_mf1: 0.69241 Is_training: True. [30,199][301,445], imps: 135.82, est: 39.45h, G_loss: 0.40714, running_mf1: 0.76333 Is_training: True. [30,199][401,445], imps: 135.85, est: 39.39h, G_loss: 0.73195, running_mf1: 0.59359 Is_training: True. Epoch 30 / 199, epoch_mF1= 0.65971 acc: 0.95901 miou: 0.58191 mf1: 0.65971 iou_0: 0.95857 iou_1: 0.20524 F1_0: 0.97885 F1_1: 0.34058 precision_0: 0.96396 precision_1: 0.65657 recall_0: 0.99420 recall_1: 0.22993

Begin evaluation... Is_training: False. [30,199][1,64], imps: 131.50, est: 40.91h, G_loss: 0.66520, running_mf1: 0.74139 Is_training: False. Epoch 30 / 199, epoch_mF1= 0.71441 acc: 0.96456 miou: 0.62599 mf1: 0.71441 iou_0: 0.96404 iou_1: 0.28794 F1_0: 0.98169 F1_1: 0.44713 precision_0: 0.97174 precision_1: 0.64735 recall_0: 0.99185 recall_1: 0.34150

Lastest model updated. Epoch_acc=0.7144, Historical_best_acc=0.6950 (at epoch 29)

**Best model updated!

lr: 0.0000846

Is_training: True. [31,199][1,445], imps: 135.67, est: 39.42h, G_loss: 0.42138, running_mf1: 0.65219 Is_training: True. [31,199][101,445], imps: 135.81, est: 39.32h, G_loss: 0.40013, running_mf1: 0.58053 Is_training: True. [31,199][201,445], imps: 135.85, est: 39.26h, G_loss: 0.40336, running_mf1: 0.77969 Is_training: True. [31,199][301,445], imps: 135.89, est: 39.20h, G_loss: 0.38706, running_mf1: 0.75655 Is_training: True. [31,199][401,445], imps: 135.92, est: 39.13h, G_loss: 1.09852, running_mf1: 0.60859 Is_training: True. Epoch 31 / 199, epoch_mF1= 0.66386 acc: 0.95910 miou: 0.58495 mf1: 0.66386 iou_0: 0.95864 iou_1: 0.21126 F1_0: 0.97889 F1_1: 0.34883 precision_0: 0.96443 precision_1: 0.64878 recall_0: 0.99378 recall_1: 0.23855

Begin evaluation... Is_training: False. [31,199][1,64], imps: 131.71, est: 40.60h, G_loss: 0.53081, running_mf1: 0.75736 Is_training: False. Epoch 31 / 199, epoch_mF1= 0.72771 acc: 0.96462 miou: 0.63721 mf1: 0.72771 iou_0: 0.96405 iou_1: 0.31038 F1_0: 0.98169 F1_1: 0.47372 precision_0: 0.97328 precision_1: 0.63037 recall_0: 0.99025 recall_1: 0.37944

Lastest model updated. Epoch_acc=0.7277, Historical_best_acc=0.7144 (at epoch 30)

**Best model updated!

lr: 0.0000841

Is_training: True. [32,199][1,445], imps: 135.74, est: 39.16h, G_loss: 0.37904, running_mf1: 0.70163 Is_training: True. [32,199][101,445], imps: 135.78, est: 39.10h, G_loss: 0.53338, running_mf1: 0.54904 Is_training: True. [32,199][201,445], imps: 135.81, est: 39.04h, G_loss: 0.60240, running_mf1: 0.67682 Is_training: True. [32,199][301,445], imps: 135.84, est: 38.98h, G_loss: 0.47354, running_mf1: 0.75903 Is_training: True. [32,199][401,445], imps: 135.89, est: 38.91h, G_loss: 0.26888, running_mf1: 0.74326 Is_training: True. Epoch 32 / 199, epoch_mF1= 0.66908 acc: 0.95968 miou: 0.58899 mf1: 0.66908 iou_0: 0.95922 iou_1: 0.21876 F1_0: 0.97918 F1_1: 0.35898 precision_0: 0.96484 precision_1: 0.66222 recall_0: 0.99396 recall_1: 0.24623

Begin evaluation... Is_training: False. [32,199][1,64], imps: 131.79, est: 40.34h, G_loss: 0.55215, running_mf1: 0.74864 Is_training: False. Epoch 32 / 199, epoch_mF1= 0.69208 acc: 0.96467 miou: 0.60805 mf1: 0.69208 iou_0: 0.96425 iou_1: 0.25185 F1_0: 0.98180 F1_1: 0.40236 precision_0: 0.96940 precision_1: 0.69358 recall_0: 0.99452 recall_1: 0.28338

Lastest model updated. Epoch_acc=0.6921, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000836

Is_training: True. [33,199][1,445], imps: 135.71, est: 38.94h, G_loss: 0.69036, running_mf1: 0.68048 Is_training: True. [33,199][101,445], imps: 135.74, est: 38.88h, G_loss: 0.30857, running_mf1: 0.65681 Is_training: True. [33,199][201,445], imps: 135.88, est: 38.79h, G_loss: 0.42289, running_mf1: 0.66906 Is_training: True. [33,199][301,445], imps: 135.92, est: 38.72h, G_loss: 0.41008, running_mf1: 0.70022 Is_training: True. [33,199][401,445], imps: 135.95, est: 38.66h, G_loss: 0.40581, running_mf1: 0.70794 Is_training: True. Epoch 33 / 199, epoch_mF1= 0.67692 acc: 0.96016 miou: 0.59500 mf1: 0.67692 iou_0: 0.95968 iou_1: 0.23032 F1_0: 0.97943 F1_1: 0.37440 precision_0: 0.96538 precision_1: 0.67153 recall_0: 0.99389 recall_1: 0.25956

Begin evaluation... Is_training: False. [33,199][1,64], imps: 131.97, est: 40.04h, G_loss: 0.66644, running_mf1: 0.57175 Is_training: False. Epoch 33 / 199, epoch_mF1= 0.70874 acc: 0.96610 miou: 0.62178 mf1: 0.70874 iou_0: 0.96566 iou_1: 0.27791 F1_0: 0.98253 F1_1: 0.43494 precision_0: 0.97055 precision_1: 0.72389 recall_0: 0.99481 recall_1: 0.31086

Lastest model updated. Epoch_acc=0.7087, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000831

Is_training: True. [34,199][1,445], imps: 135.77, est: 38.69h, G_loss: 0.31913, running_mf1: 0.61077 Is_training: True. [34,199][101,445], imps: 135.81, est: 38.63h, G_loss: 0.45054, running_mf1: 0.63926 Is_training: True. [34,199][201,445], imps: 135.84, est: 38.56h, G_loss: 0.56883, running_mf1: 0.57766 Is_training: True. [34,199][301,445], imps: 135.87, est: 38.50h, G_loss: 0.35732, running_mf1: 0.75780 Is_training: True. [34,199][401,445], imps: 135.90, est: 38.44h, G_loss: 0.53636, running_mf1: 0.67744 Is_training: True. Epoch 34 / 199, epoch_mF1= 0.67757 acc: 0.96023 miou: 0.59551 mf1: 0.67757 iou_0: 0.95975 iou_1: 0.23128 F1_0: 0.97946 F1_1: 0.37567 precision_0: 0.96545 precision_1: 0.67196 recall_0: 0.99388 recall_1: 0.26072

Begin evaluation... Is_training: False. [34,199][1,64], imps: 132.04, est: 39.78h, G_loss: 0.46193, running_mf1: 0.77109 Is_training: False. Epoch 34 / 199, epoch_mF1= 0.69824 acc: 0.96581 miou: 0.61324 mf1: 0.69824 iou_0: 0.96539 iou_1: 0.26110 F1_0: 0.98239 F1_1: 0.41408 precision_0: 0.96962 precision_1: 0.73701 recall_0: 0.99550 recall_1: 0.28793

Lastest model updated. Epoch_acc=0.6982, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000826

Is_training: True. [35,199][1,445], imps: 135.74, est: 38.46h, G_loss: 0.32826, running_mf1: 0.69349 Is_training: True. [35,199][101,445], imps: 135.77, est: 38.40h, G_loss: 0.41432, running_mf1: 0.67076 Is_training: True. [35,199][201,445], imps: 135.84, est: 38.33h, G_loss: 0.41525, running_mf1: 0.74329 Is_training: True. [35,199][301,445], imps: 135.93, est: 38.25h, G_loss: 0.30095, running_mf1: 0.72320 Is_training: True. [35,199][401,445], imps: 135.96, est: 38.19h, G_loss: 0.47049, running_mf1: 0.68646 Is_training: True. Epoch 35 / 199, epoch_mF1= 0.68602 acc: 0.96057 miou: 0.60208 mf1: 0.68602 iou_0: 0.96006 iou_1: 0.24410 F1_0: 0.97962 F1_1: 0.39242 precision_0: 0.96603 precision_1: 0.67624 recall_0: 0.99361 recall_1: 0.27641

Begin evaluation... Is_training: False. [35,199][1,64], imps: 132.20, est: 39.49h, G_loss: 0.41271, running_mf1: 0.69848 Is_training: False. Epoch 35 / 199, epoch_mF1= 0.72439 acc: 0.96624 miou: 0.63485 mf1: 0.72439 iou_0: 0.96573 iou_1: 0.30397 F1_0: 0.98257 F1_1: 0.46622 precision_0: 0.97219 precision_1: 0.69265 recall_0: 0.99317 recall_1: 0.35135

Lastest model updated. Epoch_acc=0.7244, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000821

Is_training: True. [36,199][1,445], imps: 135.79, est: 38.22h, G_loss: 0.56752, running_mf1: 0.65022 Is_training: True. [36,199][101,445], imps: 135.82, est: 38.16h, G_loss: 0.46875, running_mf1: 0.67235 Is_training: True. [36,199][201,445], imps: 135.85, est: 38.10h, G_loss: 0.35523, running_mf1: 0.65400 Is_training: True. [36,199][301,445], imps: 135.88, est: 38.03h, G_loss: 0.38457, running_mf1: 0.71299 Is_training: True. [36,199][401,445], imps: 135.91, est: 37.97h, G_loss: 0.32396, running_mf1: 0.71168 Is_training: True. Epoch 36 / 199, epoch_mF1= 0.68591 acc: 0.96068 miou: 0.60203 mf1: 0.68591 iou_0: 0.96018 iou_1: 0.24389 F1_0: 0.97968 F1_1: 0.39214 precision_0: 0.96620 precision_1: 0.67337 recall_0: 0.99355 recall_1: 0.27661

Begin evaluation... Is_training: False. [36,199][1,64], imps: 132.26, est: 39.24h, G_loss: 0.64994, running_mf1: 0.67243 Is_training: False. Epoch 36 / 199, epoch_mF1= 0.72469 acc: 0.96683 miou: 0.63527 mf1: 0.72469 iou_0: 0.96634 iou_1: 0.30420 F1_0: 0.98288 F1_1: 0.46650 precision_0: 0.97197 precision_1: 0.71757 recall_0: 0.99404 recall_1: 0.34558

Lastest model updated. Epoch_acc=0.7247, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000816

Is_training: True. [37,199][1,445], imps: 135.76, est: 37.99h, G_loss: 0.40952, running_mf1: 0.66012 Is_training: True. [37,199][101,445], imps: 135.78, est: 37.93h, G_loss: 0.37018, running_mf1: 0.72033 Is_training: True. [37,199][201,445], imps: 135.81, est: 37.87h, G_loss: 0.33914, running_mf1: 0.63498 Is_training: True. [37,199][301,445], imps: 135.93, est: 37.79h, G_loss: 0.43523, running_mf1: 0.64528 Is_training: True. [37,199][401,445], imps: 135.96, est: 37.73h, G_loss: 0.38259, running_mf1: 0.74066 Is_training: True. Epoch 37 / 199, epoch_mF1= 0.68967 acc: 0.96094 miou: 0.60503 mf1: 0.68967 iou_0: 0.96043 iou_1: 0.24962 F1_0: 0.97981 F1_1: 0.39952 precision_0: 0.96645 precision_1: 0.67890 recall_0: 0.99356 recall_1: 0.28304

Begin evaluation... Is_training: False. [37,199][1,64], imps: 132.40, est: 38.96h, G_loss: 0.23478, running_mf1: 0.70040 Is_training: False. Epoch 37 / 199, epoch_mF1= 0.71995 acc: 0.96636 miou: 0.63114 mf1: 0.71995 iou_0: 0.96588 iou_1: 0.29640 F1_0: 0.98264 F1_1: 0.45726 precision_0: 0.97164 precision_1: 0.70815 recall_0: 0.99390 recall_1: 0.33764

Lastest model updated. Epoch_acc=0.7200, Historical_best_acc=0.7277 (at epoch 31)

lr: 0.0000811

Is_training: True. [38,199][1,445], imps: 135.81, est: 37.75h, G_loss: 0.61787, running_mf1: 0.60207 Is_training: True. [38,199][101,445], imps: 135.83, est: 37.69h, G_loss: 0.32655, running_mf1: 0.73289 Is_training: True. [38,199][201,445], imps: 135.86, est: 37.63h, G_loss: 0.50006, running_mf1: 0.75433 Is_training: True. [38,199][301,445], imps: 136.08, est: 37.51h, G_loss: 0.43668, running_mf1: 0.65503 Is_training: True. [38,199][401,445], imps: 136.36, est: 37.38h, G_loss: 0.38925, running_mf1: 0.73549 Is_training: True. Epoch 38 / 199, epoch_mF1= 0.68973 acc: 0.96089 miou: 0.60506 mf1: 0.68973 iou_0: 0.96037 iou_1: 0.24974 F1_0: 0.97979 F1_1: 0.39966 precision_0: 0.96644 precision_1: 0.67773 recall_0: 0.99351 recall_1: 0.28339

Begin evaluation... Is_training: False. [38,199][1,64], imps: 132.99, est: 38.55h, G_loss: 0.38362, running_mf1: 0.77036 Is_training: False. Epoch 38 / 199, epoch_mF1= 0.73973 acc: 0.96773 miou: 0.64855 mf1: 0.73973 iou_0: 0.96720 iou_1: 0.32990 F1_0: 0.98333 F1_1: 0.49613 precision_0: 0.97333 precision_1: 0.71938 recall_0: 0.99353 recall_1: 0.37863

Lastest model updated. Epoch_acc=0.7397, Historical_best_acc=0.7277 (at epoch 31)

**Best model updated!

lr: 0.0000806

Is_training: True. [39,199][1,445], imps: 136.37, est: 37.36h, G_loss: 0.40413, running_mf1: 0.66123 Is_training: True. [39,199][101,445], imps: 136.65, est: 37.23h, G_loss: 0.20266, running_mf1: 0.62040 Is_training: True. [39,199][201,445], imps: 136.93, est: 37.10h, G_loss: 0.26687, running_mf1: 0.78510 Is_training: True. [39,199][301,445], imps: 137.20, est: 36.98h, G_loss: 0.35575, running_mf1: 0.72602 Is_training: True. [39,199][401,445], imps: 137.60, est: 36.82h, G_loss: 0.25573, running_mf1: 0.58830 Is_training: True. Epoch 39 / 199, epoch_mF1= 0.69864 acc: 0.96161 miou: 0.61230 mf1: 0.69864 iou_0: 0.96108 iou_1: 0.26353 F1_0: 0.98015 F1_1: 0.41713 precision_0: 0.96724 precision_1: 0.68613 recall_0: 0.99341 recall_1: 0.29965

Begin evaluation... Is_training: False. [39,199][1,64], imps: 134.29, est: 37.94h, G_loss: 0.43375, running_mf1: 0.78252 Is_training: False. Epoch 39 / 199, epoch_mF1= 0.73353 acc: 0.96690 miou: 0.64289 mf1: 0.73353 iou_0: 0.96638 iou_1: 0.31939 F1_0: 0.98290 F1_1: 0.48415 precision_0: 0.97297 precision_1: 0.69984 recall_0: 0.99305 recall_1: 0.37009

Lastest model updated. Epoch_acc=0.7335, Historical_best_acc=0.7397 (at epoch 38)

lr: 0.0000801

Is_training: True. [40,199][1,445], imps: 137.61, est: 36.79h, G_loss: 0.32722, running_mf1: 0.74006 Is_training: True. [40,199][101,445], imps: 137.88, est: 36.67h, G_loss: 0.30401, running_mf1: 0.75909 Is_training: True. [40,199][201,445], imps: 138.15, est: 36.55h, G_loss: 0.39816, running_mf1: 0.51118 Is_training: True. [40,199][301,445], imps: 138.41, est: 36.42h, G_loss: 0.54478, running_mf1: 0.64238 Is_training: True. [40,199][401,445], imps: 138.68, est: 36.30h, G_loss: 0.35387, running_mf1: 0.78852 Is_training: True. Epoch 40 / 199, epoch_mF1= 0.70067 acc: 0.96159 miou: 0.61392 mf1: 0.70067 iou_0: 0.96104 iou_1: 0.26679 F1_0: 0.98013 F1_1: 0.42120 precision_0: 0.96731 precision_1: 0.68619 recall_0: 0.99330 recall_1: 0.30386

Begin evaluation... Is_training: False. [40,199][1,64], imps: 135.41, est: 37.39h, G_loss: 0.57473, running_mf1: 0.70826 Is_training: False. Epoch 40 / 199, epoch_mF1= 0.75247 acc: 0.96776 miou: 0.66001 mf1: 0.75247 iou_0: 0.96719 iou_1: 0.35284 F1_0: 0.98332 F1_1: 0.52162 precision_0: 0.97497 precision_1: 0.69131 recall_0: 0.99181 recall_1: 0.41882

Lastest model updated. Epoch_acc=0.7525, Historical_best_acc=0.7397 (at epoch 38)

**Best model updated!

lr: 0.0000796

Is_training: True. [41,199][1,445], imps: 138.68, est: 36.28h, G_loss: 0.24090, running_mf1: 0.57277 Is_training: True. [41,199][101,445], imps: 138.94, est: 36.16h, G_loss: 0.37526, running_mf1: 0.68732 Is_training: True. [41,199][201,445], imps: 139.20, est: 36.04h, G_loss: 0.35120, running_mf1: 0.70024 Is_training: True. [41,199][301,445], imps: 139.45, est: 35.93h, G_loss: 0.64906, running_mf1: 0.62421 Is_training: True. [41,199][401,445], imps: 139.71, est: 35.81h, G_loss: 0.35685, running_mf1: 0.74167 Is_training: True. Epoch 41 / 199, epoch_mF1= 0.70379 acc: 0.96194 miou: 0.61653 mf1: 0.70379 iou_0: 0.96139 iou_1: 0.27167 F1_0: 0.98032 F1_1: 0.42726 precision_0: 0.96764 precision_1: 0.69053 recall_0: 0.99333 recall_1: 0.30933

Begin evaluation... Is_training: False. [41,199][1,64], imps: 136.54, est: 36.85h, G_loss: 0.52439, running_mf1: 0.78643 Is_training: False. Epoch 41 / 199, epoch_mF1= 0.73973 acc: 0.96770 miou: 0.64855 mf1: 0.73973 iou_0: 0.96718 iou_1: 0.32991 F1_0: 0.98332 F1_1: 0.49614 precision_0: 0.97335 precision_1: 0.71842 recall_0: 0.99349 recall_1: 0.37891

Lastest model updated. Epoch_acc=0.7397, Historical_best_acc=0.7525 (at epoch 40)

lr: 0.0000791

Is_training: True. [42,199][1,445], imps: 139.79, est: 35.77h, G_loss: 0.48515, running_mf1: 0.73296 Is_training: True. [42,199][101,445], imps: 140.08, est: 35.64h, G_loss: 0.26255, running_mf1: 0.78157 Is_training: True. [42,199][201,445], imps: 140.33, est: 35.53h, G_loss: 0.34744, running_mf1: 0.73930 Is_training: True. [42,199][301,445], imps: 140.58, est: 35.41h, G_loss: 0.51058, running_mf1: 0.69018 Is_training: True. [42,199][401,445], imps: 140.83, est: 35.30h, G_loss: 0.25874, running_mf1: 0.79913 Is_training: True. Epoch 42 / 199, epoch_mF1= 0.70556 acc: 0.96211 miou: 0.61802 mf1: 0.70556 iou_0: 0.96155 iou_1: 0.27448 F1_0: 0.98040 F1_1: 0.43073 precision_0: 0.96785 precision_1: 0.69096 recall_0: 0.99328 recall_1: 0.31289

Begin evaluation... Is_training: False. [42,199][1,64], imps: 137.67, est: 36.32h, G_loss: 0.38061, running_mf1: 0.78567 Is_training: False. Epoch 42 / 199, epoch_mF1= 0.75712 acc: 0.96613 miou: 0.66384 mf1: 0.75712 iou_0: 0.96547 iou_1: 0.36221 F1_0: 0.98243 F1_1: 0.53180 precision_0: 0.97656 precision_1: 0.63328 recall_0: 0.98837 recall_1: 0.45836

Lastest model updated. Epoch_acc=0.7571, Historical_best_acc=0.7525 (at epoch 40)

**Best model updated!

lr: 0.0000786

Is_training: True. [43,199][1,445], imps: 140.83, est: 35.28h, G_loss: 0.40970, running_mf1: 0.75650 Is_training: True. [43,199][101,445], imps: 141.07, est: 35.17h, G_loss: 0.51470, running_mf1: 0.67251 Is_training: True. [43,199][201,445], imps: 141.32, est: 35.05h, G_loss: 0.53117, running_mf1: 0.70857 Is_training: True. [43,199][301,445], imps: 141.56, est: 34.94h, G_loss: 0.22371, running_mf1: 0.79295 Is_training: True. [43,199][401,445], imps: 141.80, est: 34.84h, G_loss: 0.42535, running_mf1: 0.74897 Is_training: True. Epoch 43 / 199, epoch_mF1= 0.70800 acc: 0.96215 miou: 0.62001 mf1: 0.70800 iou_0: 0.96159 iou_1: 0.27843 F1_0: 0.98042 F1_1: 0.43558 precision_0: 0.96798 precision_1: 0.69168 recall_0: 0.99318 recall_1: 0.31788

Begin evaluation... Is_training: False. [43,199][1,64], imps: 138.69, est: 35.82h, G_loss: 0.55705, running_mf1: 0.71981 Is_training: False. Epoch 43 / 199, epoch_mF1= 0.74293 acc: 0.96850 miou: 0.65161 mf1: 0.74293 iou_0: 0.96800 iou_1: 0.33523 F1_0: 0.98374 F1_1: 0.50213 precision_0: 0.97335 precision_1: 0.74579 recall_0: 0.99435 recall_1: 0.37848

Lastest model updated. Epoch_acc=0.7429, Historical_best_acc=0.7571 (at epoch 42)

lr: 0.0000781

Is_training: True. [44,199][1,445], imps: 141.80, est: 34.81h, G_loss: 0.41661, running_mf1: 0.61264 Is_training: True. [44,199][101,445], imps: 142.11, est: 34.69h, G_loss: 0.27211, running_mf1: 0.69877 Is_training: True. [44,199][201,445], imps: 142.39, est: 34.57h, G_loss: 0.44359, running_mf1: 0.69612 Is_training: True. [44,199][301,445], imps: 142.63, est: 34.46h, G_loss: 0.37834, running_mf1: 0.66832 Is_training: True. [44,199][401,445], imps: 142.86, est: 34.35h, G_loss: 0.37899, running_mf1: 0.67849 Is_training: True. Epoch 44 / 199, epoch_mF1= 0.71173 acc: 0.96252 miou: 0.62318 mf1: 0.71173 iou_0: 0.96196 iou_1: 0.28440 F1_0: 0.98061 F1_1: 0.44285 precision_0: 0.96839 precision_1: 0.69456 recall_0: 0.99314 recall_1: 0.32506

Begin evaluation... Is_training: False. [44,199][1,64], imps: 139.79, est: 35.31h, G_loss: 0.38125, running_mf1: 0.87347 Is_training: False. Epoch 44 / 199, epoch_mF1= 0.76059 acc: 0.96814 miou: 0.66762 mf1: 0.76059 iou_0: 0.96753 iou_1: 0.36770 F1_0: 0.98350 F1_1: 0.53769 precision_0: 0.97592 precision_1: 0.68735 recall_0: 0.99120 recall_1: 0.44155

Lastest model updated. Epoch_acc=0.7606, Historical_best_acc=0.7571 (at epoch 42)

**Best model updated!

lr: 0.0000776

Is_training: True. [45,199][1,445], imps: 142.86, est: 34.33h, G_loss: 0.27026, running_mf1: 0.73986 Is_training: True. [45,199][101,445], imps: 143.09, est: 34.23h, G_loss: 0.27813, running_mf1: 0.74954 Is_training: True. [45,199][201,445], imps: 143.31, est: 34.12h, G_loss: 0.23554, running_mf1: 0.72114 Is_training: True. [45,199][301,445], imps: 143.54, est: 34.02h, G_loss: 0.58564, running_mf1: 0.60432 Is_training: True. [45,199][401,445], imps: 143.77, est: 33.92h, G_loss: 0.31246, running_mf1: 0.58179 Is_training: True. Epoch 45 / 199, epoch_mF1= 0.71693 acc: 0.96290 miou: 0.62760 mf1: 0.71693 iou_0: 0.96232 iou_1: 0.29288 F1_0: 0.98080 F1_1: 0.45306 precision_0: 0.96875 precision_1: 0.70160 recall_0: 0.99315 recall_1: 0.33455

Begin evaluation... Is_training: False. [45,199][1,64], imps: 140.75, est: 34.85h, G_loss: 0.48519, running_mf1: 0.80843 Is_training: False. Epoch 45 / 199, epoch_mF1= 0.75069 acc: 0.96885 miou: 0.65868 mf1: 0.75069 iou_0: 0.96832 iou_1: 0.34905 F1_0: 0.98390 F1_1: 0.51747 precision_0: 0.97416 precision_1: 0.73923 recall_0: 0.99385 recall_1: 0.39806

Lastest model updated. Epoch_acc=0.7507, Historical_best_acc=0.7606 (at epoch 44)

lr: 0.0000771

Is_training: True. [46,199][1,445], imps: 143.76, est: 33.90h, G_loss: 0.45132, running_mf1: 0.61765 Is_training: True. [46,199][101,445], imps: 143.99, est: 33.79h, G_loss: 0.49950, running_mf1: 0.72844 Is_training: True. [46,199][201,445], imps: 144.29, est: 33.68h, G_loss: 0.34916, running_mf1: 0.66084 Is_training: True. [46,199][301,445], imps: 144.56, est: 33.56h, G_loss: 0.25245, running_mf1: 0.66797 Is_training: True. [46,199][401,445], imps: 144.78, est: 33.46h, G_loss: 0.35021, running_mf1: 0.73004 Is_training: True. Epoch 46 / 199, epoch_mF1= 0.71855 acc: 0.96307 miou: 0.62900 mf1: 0.71855 iou_0: 0.96249 iou_1: 0.29551 F1_0: 0.98089 F1_1: 0.45621 precision_0: 0.96898 precision_1: 0.70159 recall_0: 0.99310 recall_1: 0.33799

Begin evaluation... Is_training: False. [46,199][1,64], imps: 141.80, est: 34.37h, G_loss: 0.68977, running_mf1: 0.70490 Is_training: False. Epoch 46 / 199, epoch_mF1= 0.74675 acc: 0.96874 miou: 0.65510 mf1: 0.74675 iou_0: 0.96822 iou_1: 0.34197 F1_0: 0.98386 F1_1: 0.50965 precision_0: 0.97371 precision_1: 0.74576 recall_0: 0.99422 recall_1: 0.38710

Lastest model updated. Epoch_acc=0.7468, Historical_best_acc=0.7606 (at epoch 44)

lr: 0.0000766

Is_training: True. [47,199][1,445], imps: 144.77, est: 33.44h, G_loss: 0.24599, running_mf1: 0.76356 Is_training: True. [47,199][101,445], imps: 144.99, est: 33.34h, G_loss: 0.37995, running_mf1: 0.74170 Is_training: True. [47,199][201,445], imps: 145.20, est: 33.25h, G_loss: 0.42248, running_mf1: 0.63849 Is_training: True. [47,199][301,445], imps: 145.42, est: 33.15h, G_loss: 0.36880, running_mf1: 0.73271 Is_training: True. [47,199][401,445], imps: 145.63, est: 33.05h, G_loss: 0.24876, running_mf1: 0.73014 Is_training: True. Epoch 47 / 199, epoch_mF1= 0.71845 acc: 0.96313 miou: 0.62893 mf1: 0.71845 iou_0: 0.96255 iou_1: 0.29532 F1_0: 0.98092 F1_1: 0.45597 precision_0: 0.96887 precision_1: 0.70631 recall_0: 0.99327 recall_1: 0.33665

Begin evaluation... Is_training: False. [47,199][1,64], imps: 142.70, est: 33.93h, G_loss: 0.53922, running_mf1: 0.83399 Is_training: False. Epoch 47 / 199, epoch_mF1= 0.74445 acc: 0.96887 miou: 0.65307 mf1: 0.74445 iou_0: 0.96837 iou_1: 0.33777 F1_0: 0.98393 F1_1: 0.50498 precision_0: 0.97335 precision_1: 0.75900 recall_0: 0.99474 recall_1: 0.37835

Lastest model updated. Epoch_acc=0.7445, Historical_best_acc=0.7606 (at epoch 44)

lr: 0.0000761

Is_training: True. [48,199][1,445], imps: 145.62, est: 33.03h, G_loss: 0.30273, running_mf1: 0.81125 Is_training: True. [48,199][101,445], imps: 145.83, est: 32.93h, G_loss: 0.40746, running_mf1: 0.76580 Is_training: True. [48,199][201,445], imps: 146.04, est: 32.84h, G_loss: 0.73677, running_mf1: 0.62055 Is_training: True. [48,199][301,445], imps: 146.32, est: 32.73h, G_loss: 0.22842, running_mf1: 0.70862 Is_training: True. [48,199][401,445], imps: 146.58, est: 32.62h, G_loss: 0.42822, running_mf1: 0.77377 Is_training: True. Epoch 48 / 199, epoch_mF1= 0.71746 acc: 0.96286 miou: 0.62803 mf1: 0.71746 iou_0: 0.96228 iou_1: 0.29378 F1_0: 0.98078 F1_1: 0.45414 precision_0: 0.96873 precision_1: 0.70199 recall_0: 0.99312 recall_1: 0.33564

Begin evaluation... Is_training: False. [48,199][1,64], imps: 143.68, est: 33.48h, G_loss: 0.34881, running_mf1: 0.68693 Is_training: False. Epoch 48 / 199, epoch_mF1= 0.74907 acc: 0.96883 miou: 0.65721 mf1: 0.74907 iou_0: 0.96831 iou_1: 0.34612 F1_0: 0.98390 F1_1: 0.51424 precision_0: 0.97396 precision_1: 0.74308 recall_0: 0.99405 recall_1: 0.39317

Lastest model updated. Epoch_acc=0.7491, Historical_best_acc=0.7606 (at epoch 44)

lr: 0.0000756

Is_training: True. [49,199][1,445], imps: 146.57, est: 32.60h, G_loss: 0.45023, running_mf1: 0.81431 Is_training: True. [49,199][101,445], imps: 146.77, est: 32.51h, G_loss: 0.50299, running_mf1: 0.81773 Is_training: True. [49,199][201,445], imps: 146.98, est: 32.41h, G_loss: 0.43470, running_mf1: 0.78835 Is_training: True. [49,199][301,445], imps: 147.18, est: 32.32h, G_loss: 0.33083, running_mf1: 0.60486 Is_training: True. [49,199][401,445], imps: 147.38, est: 32.23h, G_loss: 0.43711, running_mf1: 0.70872 Is_training: True. Epoch 49 / 199, epoch_mF1= 0.72354 acc: 0.96334 miou: 0.63329 mf1: 0.72354 iou_0: 0.96275 iou_1: 0.30383 F1_0: 0.98102 F1_1: 0.46606 precision_0: 0.96931 precision_1: 0.70586 recall_0: 0.99301 recall_1: 0.34788

Begin evaluation... Is_training: False. [49,199][1,64], imps: 144.53, est: 33.06h, G_loss: 0.29634, running_mf1: 0.79522 Is_training: False. Epoch 49 / 199, epoch_mF1= 0.76298 acc: 0.96913 miou: 0.67012 mf1: 0.76298 iou_0: 0.96856 iou_1: 0.37167 F1_0: 0.98403 F1_1: 0.54193 precision_0: 0.97567 precision_1: 0.71831 recall_0: 0.99253 recall_1: 0.43509

Lastest model updated. Epoch_acc=0.7630, Historical_best_acc=0.7606 (at epoch 44)

**Best model updated!

lr: 0.0000751

Is_training: True. [50,199][1,445], imps: 147.37, est: 32.21h, G_loss: 0.29071, running_mf1: 0.67408 Is_training: True. [50,199][101,445], imps: 147.57, est: 32.12h, G_loss: 0.38166, running_mf1: 0.62130 Is_training: True. [50,199][201,445], imps: 147.77, est: 32.03h, G_loss: 0.31015, running_mf1: 0.81820 Is_training: True. [50,199][301,445], imps: 147.96, est: 31.93h, G_loss: 0.45574, running_mf1: 0.78177 Is_training: True. [50,199][401,445], imps: 148.22, est: 31.83h, G_loss: 0.65494, running_mf1: 0.68356 Is_training: True. Epoch 50 / 199, epoch_mF1= 0.72701 acc: 0.96379 miou: 0.63637 mf1: 0.72701 iou_0: 0.96319 iou_1: 0.30956 F1_0: 0.98125 F1_1: 0.47277 precision_0: 0.96969 precision_1: 0.71136 recall_0: 0.99310 recall_1: 0.35402

Begin evaluation... Is_training: False. [50,199][1,64], imps: 145.46, est: 32.63h, G_loss: 0.35002, running_mf1: 0.73293 Is_training: False. Epoch 50 / 199, epoch_mF1= 0.76718 acc: 0.96932 miou: 0.67414 mf1: 0.76718 iou_0: 0.96873 iou_1: 0.37955 F1_0: 0.98412 F1_1: 0.55025 precision_0: 0.97618 precision_1: 0.71485 recall_0: 0.99218 recall_1: 0.44726

Lastest model updated. Epoch_acc=0.7672, Historical_best_acc=0.7630 (at epoch 49)

**Best model updated!

lr: 0.0000746

Is_training: True. [51,199][1,445], imps: 148.26, est: 31.80h, G_loss: 0.24486, running_mf1: 0.75868 Is_training: True. [51,199][101,445], imps: 148.46, est: 31.71h, G_loss: 0.33159, running_mf1: 0.74275 Is_training: True. [51,199][201,445], imps: 148.65, est: 31.62h, G_loss: 0.34084, running_mf1: 0.79292 Is_training: True. [51,199][301,445], imps: 148.84, est: 31.53h, G_loss: 0.79620, running_mf1: 0.63492 Is_training: True. [51,199][401,445], imps: 149.03, est: 31.45h, G_loss: 0.43698, running_mf1: 0.65774 Is_training: True. Epoch 51 / 199, epoch_mF1= 0.72520 acc: 0.96361 miou: 0.63478 mf1: 0.72520 iou_0: 0.96302 iou_1: 0.30654 F1_0: 0.98116 F1_1: 0.46924 precision_0: 0.96951 precision_1: 0.70948 recall_0: 0.99310 recall_1: 0.35054

Begin evaluation... Is_training: False. [51,199][1,64], imps: 146.26, est: 32.24h, G_loss: 0.33890, running_mf1: 0.83567 Is_training: False. Epoch 51 / 199, epoch_mF1= 0.77345 acc: 0.96942 miou: 0.68017 mf1: 0.77345 iou_0: 0.96880 iou_1: 0.39154 F1_0: 0.98415 F1_1: 0.56274 precision_0: 0.97707 precision_1: 0.70339 recall_0: 0.99134 recall_1: 0.46897

Lastest model updated. Epoch_acc=0.7734, Historical_best_acc=0.7672 (at epoch 50)

**Best model updated!

lr: 0.0000741

Is_training: True. [52,199][1,445], imps: 149.02, est: 31.43h, G_loss: 0.23624, running_mf1: 0.74882 Is_training: True. [52,199][101,445], imps: 149.21, est: 31.34h, G_loss: 0.29291, running_mf1: 0.77910 Is_training: True. [52,199][201,445], imps: 149.39, est: 31.25h, G_loss: 0.28494, running_mf1: 0.76863 Is_training: True. [52,199][301,445], imps: 149.58, est: 31.17h, G_loss: 0.23392, running_mf1: 0.59549 Is_training: True. [52,199][401,445], imps: 149.77, est: 31.08h, G_loss: 0.42906, running_mf1: 0.74181 Is_training: True. Epoch 52 / 199, epoch_mF1= 0.72691 acc: 0.96356 miou: 0.63623 mf1: 0.72691 iou_0: 0.96295 iou_1: 0.30950 F1_0: 0.98113 F1_1: 0.47270 precision_0: 0.96966 precision_1: 0.70584 recall_0: 0.99286 recall_1: 0.35533

Begin evaluation... Is_training: False. [52,199][1,64], imps: 147.03, est: 31.85h, G_loss: 0.39987, running_mf1: 0.71679 Is_training: False. Epoch 52 / 199,