search

xiuqhou / Salience-DETR

[CVPR 2024] Official implementation of the paper "Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement"
https://arxiv.org/abs/2403.16131
Apache License 2.0
111 stars 7 forks source link

使用了官方的权重和源码进行测试没有达到50.0的精度 #33

Open whuxfx opened 1 month ago

whuxfx commented 1 month ago

Question

作者大大您好，我使用你们提供的源码和权重进行测试，实际上精度只能达到49.5，与50.0的精度有很大的差距；我使用了4090D单卡和四卡进行推理，结果都是49.5.作者大大方便开源训练和推理时的显卡使用和批次设置等细节吗，谢谢！

49 56

补充信息

![Uploading 49.55.png…]()

No response

xiuqhou commented 1 month ago

正常来说显卡数量、批次等不会影响测试精度的。我早期代码测试的时候是可以达到50.0的精度的，也许是后续更新代码的时候，某些修改影响了精度，我稍后自己测一下看看精度如何，然后再回复你哈~

xiuqhou commented 1 month ago

我刚才用2张3090测试了一下，精度确实是50.0，下面是附带的测试输出。您测试前有对代码做什么修改吗？如果没有的话，也可能是pytorch版本影响了精度，可以看看版本和我们推荐的版本是否一致。

(salience_detr) houxiuquan@amax:/data1/houxiuquan/Salience-DETR$ CUDA_VISIBLE_DEVICES=5,7 accelerate launch --main_process_port 29502 test.py --coco-path d
ata/coco --model-config configs/salience_detr/salience_detr_resnet50_800_1333.py --checkpoint https://github.com/xiuqhou/Salience-DETR/releases/download/v1
.0.0/salience_detr_resnet50_800_1333_coco_1x.pth
The following values were not passed to `accelerate launch` and had defaults used instead:
        `--num_processes` was set to a value of `2`
                More than one GPU was found, enabling multi-GPU training.
                If this was unintended please pass in `--num_processes=1`.
        `--num_machines` was set to a value of `1`
        `--mixed_precision` was set to a value of `'no'`
        `--dynamo_backend` was set to a value of `'no'`
To avoid this warning pass in values for each of the problematic parameters or run `accelerate config`.
loading annotations into memory...
loading annotations into memory...
Done (t=3.27s)
creating index...
Done (t=3.31s)
creating index...
index created!
index created!
Using /home/houxiuquan/.cache/torch_extensions/py38_cu113 as PyTorch extensions root...
Using /home/houxiuquan/.cache/torch_extensions/py38_cu113 as PyTorch extensions root...
Detected CUDA files, patching ldflags
Emitting ninja build file /home/houxiuquan/.cache/torch_extensions/py38_cu113/MultiScaleDeformableAttention/build.ninja...
Building extension module MultiScaleDeformableAttention...
Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)
ninja: no work to do.
Loading extension module MultiScaleDeformableAttention...
Loading extension module MultiScaleDeformableAttention...
[2024-07-25 17:23:36 det.models.backbones.base_backbone]: Backbone architecture: resnet50
[2024-07-25 17:23:37 det.util.utils]: <All keys matched successfully>
Downloading: "https://github.com/xiuqhou/Salience-DETR/releases/download/v1.0.0/salience_detr_resnet50_800_1333_coco_1x.pth" to /home/houxiuquan/.cache/torch/hub/checkpoints/salience_detr_resnet50_800_1333_coco_1x.pth
Downloading: "https://github.com/xiuqhou/Salience-DETR/releases/download/v1.0.0/salience_detr_resnet50_800_1333_coco_1x.pth" to /home/houxiuquan/.cache/torch/hub/checkpoints/salience_detr_resnet50_800_1333_coco_1x.pth
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 215M/215M [00:10<00:00, 21.6MB/s]
  2%|██▊                                                                                                                | 5.20M/215M [00:09<04:10, 878kB/s][2024-07-25 17:23:50 det.util.utils]: <All keys matched successfully>
100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 215M/215M [00:33<00:00, 6.77MB/s]
[2024-07-25 17:24:32 det.util.utils]: Test:  [   0/2500]  eta: 2:39:37  model_time: 2.9985 (2.9985)  evaluator_time: 0.0480 (0.0480)  time: 3.8309  data: 0.7802  mem: 432  max mem: 732
[2024-07-25 17:24:34 det.util.utils]: Test:  [  10/2500]  eta: 0:22:54  model_time: 0.1711 (0.4403)  evaluator_time: 0.0267 (0.0299)  time: 0.5520  data: 0.0785  mem: 432  max mem: 732
[2024-07-25 17:24:36 det.util.utils]: Test:  [  20/2500]  eta: 0:15:29  model_time: 0.1454 (0.3012)  evaluator_time: 0.0212 (0.0272)  time: 0.2022  data: 0.0064  mem: 432  max mem: 747
[2024-07-25 17:24:38 det.util.utils]: Test:  [  30/2500]  eta: 0:13:16  model_time: 0.1454 (0.2582)  evaluator_time: 0.0245 (0.0299)  time: 0.1963  data: 0.0047  mem: 432  max mem: 747
[2024-07-25 17:24:41 det.util.utils]: Test:  [  40/2500]  eta: 0:12:23  model_time: 0.1815 (0.2432)  evaluator_time: 0.0287 (0.0302)  time: 0.2260  data: 0.0063  mem: 432  max mem: 747
[2024-07-25 17:24:43 det.util.utils]: Test:  [  50/2500]  eta: 0:11:41  model_time: 0.1831 (0.2319)  evaluator_time: 0.0233 (0.0287)  time: 0.2297  data: 0.0084  mem: 432  max mem: 747
[2024-07-25 17:24:45 det.util.utils]: Test:  [  60/2500]  eta: 0:11:14  model_time: 0.1844 (0.2246)  evaluator_time: 0.0225 (0.0289)  time: 0.2239  data: 0.0081  mem: 432  max mem: 747
[2024-07-25 17:24:48 det.util.utils]: Test:  [  70/2500]  eta: 0:10:59  model_time: 0.1844 (0.2215)  evaluator_time: 0.0230 (0.0286)  time: 0.2341  data: 0.0073  mem: 432  max mem: 747
[2024-07-25 17:24:50 det.util.utils]: Test:  [  80/2500]  eta: 0:10:42  model_time: 0.1755 (0.2170)  evaluator_time: 0.0254 (0.0284)  time: 0.2316  data: 0.0071  mem: 432  max mem: 747
[2024-07-25 17:24:52 det.util.utils]: Test:  [  90/2500]  eta: 0:10:36  model_time: 0.1766 (0.2158)  evaluator_time: 0.0268 (0.0290)  time: 0.2381  data: 0.0081  mem: 432  max mem: 747
[2024-07-25 17:24:55 det.util.utils]: Test:  [ 100/2500]  eta: 0:10:24  model_time: 0.1766 (0.2123)  evaluator_time: 0.0237 (0.0293)  time: 0.2386  data: 0.0087  mem: 432  max mem: 747
[2024-07-25 17:24:57 det.util.utils]: Test:  [ 110/2500]  eta: 0:10:17  model_time: 0.1857 (0.2113)  evaluator_time: 0.0230 (0.0291)  time: 0.2316  data: 0.0077  mem: 432  max mem: 747
[2024-07-25 17:25:00 det.util.utils]: Test:  [ 120/2500]  eta: 0:10:13  model_time: 0.1922 (0.2115)  evaluator_time: 0.0244 (0.0290)  time: 0.2463  data: 0.0076  mem: 432  max mem: 747
[2024-07-25 17:25:02 det.util.utils]: Test:  [ 130/2500]  eta: 0:10:05  model_time: 0.1791 (0.2094)  evaluator_time: 0.0289 (0.0294)  time: 0.2413  data: 0.0071  mem: 432  max mem: 747
[2024-07-25 17:25:04 det.util.utils]: Test:  [ 140/2500]  eta: 0:09:58  model_time: 0.1791 (0.2080)  evaluator_time: 0.0291 (0.0291)  time: 0.2266  data: 0.0062  mem: 432  max mem: 747
[2024-07-25 17:25:07 det.util.utils]: Test:  [ 150/2500]  eta: 0:09:56  model_time: 0.1938 (0.2084)  evaluator_time: 0.0266 (0.0294)  time: 0.2414  data: 0.0072  mem: 432  max mem: 747
[2024-07-25 17:25:10 det.util.utils]: Test:  [ 160/2500]  eta: 0:10:00  model_time: 0.2538 (0.2114)  evaluator_time: 0.0241 (0.0292)  time: 0.2795  data: 0.0105  mem: 432  max mem: 747
[2024-07-25 17:25:13 det.util.utils]: Test:  [ 170/2500]  eta: 0:10:05  model_time: 0.2555 (0.2126)  evaluator_time: 0.0270 (0.0315)  time: 0.3076  data: 0.0116  mem: 432  max mem: 754
[2024-07-25 17:25:15 det.util.utils]: Test:  [ 180/2500]  eta: 0:09:57  model_time: 0.1853 (0.2106)  evaluator_time: 0.0266 (0.0314)  time: 0.2658  data: 0.0093  mem: 432  max mem: 754
[2024-07-25 17:25:17 det.util.utils]: Test:  [ 190/2500]  eta: 0:09:51  model_time: 0.1700 (0.2095)  evaluator_time: 0.0230 (0.0310)  time: 0.2212  data: 0.0081  mem: 432  max mem: 754
[2024-07-25 17:25:19 det.util.utils]: Test:  [ 200/2500]  eta: 0:09:44  model_time: 0.1807 (0.2083)  evaluator_time: 0.0220 (0.0306)  time: 0.2214  data: 0.0074  mem: 431  max mem: 754
[2024-07-25 17:25:22 det.util.utils]: Test:  [ 210/2500]  eta: 0:09:38  model_time: 0.1739 (0.2073)  evaluator_time: 0.0223 (0.0303)  time: 0.2192  data: 0.0065  mem: 432  max mem: 754
[2024-07-25 17:25:24 det.util.utils]: Test:  [ 220/2500]  eta: 0:09:32  model_time: 0.1748 (0.2066)  evaluator_time: 0.0223 (0.0299)  time: 0.2231  data: 0.0078  mem: 432  max mem: 754
[2024-07-25 17:25:26 det.util.utils]: Test:  [ 230/2500]  eta: 0:09:30  model_time: 0.1908 (0.2071)  evaluator_time: 0.0229 (0.0296)  time: 0.2399  data: 0.0091  mem: 432  max mem: 754
[2024-07-25 17:25:29 det.util.utils]: Test:  [ 240/2500]  eta: 0:09:24  model_time: 0.1807 (0.2057)  evaluator_time: 0.0248 (0.0296)  time: 0.2336  data: 0.0073  mem: 432  max mem: 754
[2024-07-25 17:25:31 det.util.utils]: Test:  [ 250/2500]  eta: 0:09:17  model_time: 0.1563 (0.2040)  evaluator_time: 0.0273 (0.0295)  time: 0.2060  data: 0.0058  mem: 432  max mem: 754
[2024-07-25 17:25:33 det.util.utils]: Test:  [ 260/2500]  eta: 0:09:18  model_time: 0.1881 (0.2052)  evaluator_time: 0.0261 (0.0298)  time: 0.2430  data: 0.0084  mem: 432  max mem: 754
[2024-07-25 17:25:36 det.util.utils]: Test:  [ 270/2500]  eta: 0:09:18  model_time: 0.2432 (0.2062)  evaluator_time: 0.0323 (0.0301)  time: 0.2861  data: 0.0100  mem: 432  max mem: 754
[2024-07-25 17:25:38 det.util.utils]: Test:  [ 280/2500]  eta: 0:09:13  model_time: 0.1993 (0.2051)  evaluator_time: 0.0297 (0.0300)  time: 0.2500  data: 0.0086  mem: 432  max mem: 754
[2024-07-25 17:25:41 det.util.utils]: Test:  [ 290/2500]  eta: 0:09:11  model_time: 0.1825 (0.2056)  evaluator_time: 0.0248 (0.0300)  time: 0.2371  data: 0.0084  mem: 432  max mem: 754
[2024-07-25 17:25:44 det.util.utils]: Test:  [ 300/2500]  eta: 0:09:10  model_time: 0.2290 (0.2061)  evaluator_time: 0.0245 (0.0299)  time: 0.2620  data: 0.0102  mem: 432  max mem: 754
[2024-07-25 17:25:46 det.util.utils]: Test:  [ 310/2500]  eta: 0:09:09  model_time: 0.2341 (0.2068)  evaluator_time: 0.0286 (0.0301)  time: 0.2707  data: 0.0112  mem: 432  max mem: 754
[2024-07-25 17:25:49 det.util.utils]: Test:  [ 320/2500]  eta: 0:09:04  model_time: 0.1814 (0.2056)  evaluator_time: 0.0286 (0.0302)  time: 0.2444  data: 0.0093  mem: 432  max mem: 754
[2024-07-25 17:25:51 det.util.utils]: Test:  [ 330/2500]  eta: 0:08:59  model_time: 0.1689 (0.2044)  evaluator_time: 0.0284 (0.0303)  time: 0.2126  data: 0.0079  mem: 432  max mem: 754
[2024-07-25 17:25:53 det.util.utils]: Test:  [ 340/2500]  eta: 0:08:56  model_time: 0.1663 (0.2040)  evaluator_time: 0.0245 (0.0304)  time: 0.2241  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:25:55 det.util.utils]: Test:  [ 350/2500]  eta: 0:08:51  model_time: 0.1629 (0.2033)  evaluator_time: 0.0242 (0.0302)  time: 0.2259  data: 0.0071  mem: 432  max mem: 760
[2024-07-25 17:25:58 det.util.utils]: Test:  [ 360/2500]  eta: 0:08:50  model_time: 0.1789 (0.2038)  evaluator_time: 0.0260 (0.0304)  time: 0.2426  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:26:01 det.util.utils]: Test:  [ 370/2500]  eta: 0:08:52  model_time: 0.2366 (0.2046)  evaluator_time: 0.0307 (0.0314)  time: 0.2926  data: 0.0105  mem: 432  max mem: 760
[2024-07-25 17:26:04 det.util.utils]: Test:  [ 380/2500]  eta: 0:08:51  model_time: 0.2389 (0.2055)  evaluator_time: 0.0243 (0.0312)  time: 0.2962  data: 0.0109  mem: 432  max mem: 760
[2024-07-25 17:26:06 det.util.utils]: Test:  [ 390/2500]  eta: 0:08:47  model_time: 0.1997 (0.2052)  evaluator_time: 0.0207 (0.0309)  time: 0.2527  data: 0.0100  mem: 432  max mem: 760
[2024-07-25 17:26:08 det.util.utils]: Test:  [ 400/2500]  eta: 0:08:43  model_time: 0.1768 (0.2047)  evaluator_time: 0.0250 (0.0309)  time: 0.2295  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:26:11 det.util.utils]: Test:  [ 410/2500]  eta: 0:08:40  model_time: 0.1798 (0.2044)  evaluator_time: 0.0258 (0.0309)  time: 0.2302  data: 0.0069  mem: 432  max mem: 760
[2024-07-25 17:26:13 det.util.utils]: Test:  [ 420/2500]  eta: 0:08:36  model_time: 0.1706 (0.2038)  evaluator_time: 0.0263 (0.0309)  time: 0.2249  data: 0.0069  mem: 432  max mem: 760
[2024-07-25 17:26:16 det.util.utils]: Test:  [ 430/2500]  eta: 0:08:35  model_time: 0.1904 (0.2043)  evaluator_time: 0.0272 (0.0309)  time: 0.2444  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:26:18 det.util.utils]: Test:  [ 440/2500]  eta: 0:08:32  model_time: 0.2063 (0.2046)  evaluator_time: 0.0259 (0.0308)  time: 0.2631  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:26:21 det.util.utils]: Test:  [ 450/2500]  eta: 0:08:30  model_time: 0.2029 (0.2049)  evaluator_time: 0.0234 (0.0307)  time: 0.2582  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:26:23 det.util.utils]: Test:  [ 460/2500]  eta: 0:08:27  model_time: 0.1996 (0.2047)  evaluator_time: 0.0225 (0.0306)  time: 0.2473  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:26:25 det.util.utils]: Test:  [ 470/2500]  eta: 0:08:23  model_time: 0.1777 (0.2041)  evaluator_time: 0.0237 (0.0305)  time: 0.2241  data: 0.0080  mem: 432  max mem: 760
[2024-07-25 17:26:28 det.util.utils]: Test:  [ 480/2500]  eta: 0:08:22  model_time: 0.1894 (0.2047)  evaluator_time: 0.0230 (0.0304)  time: 0.2414  data: 0.0096  mem: 432  max mem: 760
[2024-07-25 17:26:31 det.util.utils]: Test:  [ 490/2500]  eta: 0:08:20  model_time: 0.2402 (0.2049)  evaluator_time: 0.0224 (0.0304)  time: 0.2650  data: 0.0101  mem: 432  max mem: 760
[2024-07-25 17:26:33 det.util.utils]: Test:  [ 500/2500]  eta: 0:08:16  model_time: 0.1789 (0.2044)  evaluator_time: 0.0224 (0.0303)  time: 0.2398  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:26:35 det.util.utils]: Test:  [ 510/2500]  eta: 0:08:12  model_time: 0.1630 (0.2039)  evaluator_time: 0.0215 (0.0305)  time: 0.2198  data: 0.0064  mem: 432  max mem: 760
[2024-07-25 17:26:37 det.util.utils]: Test:  [ 520/2500]  eta: 0:08:09  model_time: 0.1731 (0.2036)  evaluator_time: 0.0241 (0.0304)  time: 0.2243  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:26:40 det.util.utils]: Test:  [ 530/2500]  eta: 0:08:06  model_time: 0.1781 (0.2033)  evaluator_time: 0.0241 (0.0303)  time: 0.2266  data: 0.0080  mem: 431  max mem: 760
[2024-07-25 17:26:42 det.util.utils]: Test:  [ 540/2500]  eta: 0:08:03  model_time: 0.1730 (0.2035)  evaluator_time: 0.0213 (0.0301)  time: 0.2349  data: 0.0080  mem: 432  max mem: 760
[2024-07-25 17:26:44 det.util.utils]: Test:  [ 550/2500]  eta: 0:08:00  model_time: 0.1729 (0.2028)  evaluator_time: 0.0255 (0.0302)  time: 0.2278  data: 0.0078  mem: 432  max mem: 760
[2024-07-25 17:26:46 det.util.utils]: Test:  [ 560/2500]  eta: 0:07:56  model_time: 0.1727 (0.2024)  evaluator_time: 0.0295 (0.0302)  time: 0.2163  data: 0.0074  mem: 432  max mem: 760
[2024-07-25 17:26:49 det.util.utils]: Test:  [ 570/2500]  eta: 0:07:54  model_time: 0.1742 (0.2022)  evaluator_time: 0.0278 (0.0302)  time: 0.2293  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:26:51 det.util.utils]: Test:  [ 580/2500]  eta: 0:07:50  model_time: 0.1734 (0.2019)  evaluator_time: 0.0244 (0.0301)  time: 0.2280  data: 0.0076  mem: 432  max mem: 760
[2024-07-25 17:26:54 det.util.utils]: Test:  [ 590/2500]  eta: 0:07:50  model_time: 0.1849 (0.2020)  evaluator_time: 0.0251 (0.0310)  time: 0.2608  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:26:56 det.util.utils]: Test:  [ 600/2500]  eta: 0:07:47  model_time: 0.1913 (0.2020)  evaluator_time: 0.0315 (0.0311)  time: 0.2788  data: 0.0086  mem: 432  max mem: 760
[2024-07-25 17:26:59 det.util.utils]: Test:  [ 610/2500]  eta: 0:07:45  model_time: 0.2066 (0.2022)  evaluator_time: 0.0302 (0.0311)  time: 0.2558  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:27:01 det.util.utils]: Test:  [ 620/2500]  eta: 0:07:43  model_time: 0.1827 (0.2019)  evaluator_time: 0.0288 (0.0312)  time: 0.2463  data: 0.0090  mem: 432  max mem: 760
[2024-07-25 17:27:04 det.util.utils]: Test:  [ 630/2500]  eta: 0:07:40  model_time: 0.1927 (0.2021)  evaluator_time: 0.0267 (0.0311)  time: 0.2440  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:27:06 det.util.utils]: Test:  [ 640/2500]  eta: 0:07:37  model_time: 0.1927 (0.2019)  evaluator_time: 0.0261 (0.0311)  time: 0.2436  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:27:09 det.util.utils]: Test:  [ 650/2500]  eta: 0:07:35  model_time: 0.1745 (0.2021)  evaluator_time: 0.0272 (0.0311)  time: 0.2428  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:27:12 det.util.utils]: Test:  [ 660/2500]  eta: 0:07:34  model_time: 0.2288 (0.2025)  evaluator_time: 0.0289 (0.0312)  time: 0.2682  data: 0.0097  mem: 432  max mem: 760
[2024-07-25 17:27:14 det.util.utils]: Test:  [ 670/2500]  eta: 0:07:32  model_time: 0.2459 (0.2029)  evaluator_time: 0.0370 (0.0313)  time: 0.2831  data: 0.0101  mem: 432  max mem: 760
[2024-07-25 17:27:17 det.util.utils]: Test:  [ 680/2500]  eta: 0:07:29  model_time: 0.1952 (0.2027)  evaluator_time: 0.0289 (0.0313)  time: 0.2572  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:27:19 det.util.utils]: Test:  [ 690/2500]  eta: 0:07:27  model_time: 0.1855 (0.2026)  evaluator_time: 0.0264 (0.0313)  time: 0.2366  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:27:21 det.util.utils]: Test:  [ 700/2500]  eta: 0:07:23  model_time: 0.1629 (0.2020)  evaluator_time: 0.0184 (0.0312)  time: 0.2140  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:27:23 det.util.utils]: Test:  [ 710/2500]  eta: 0:07:20  model_time: 0.1503 (0.2018)  evaluator_time: 0.0182 (0.0311)  time: 0.2057  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:27:25 det.util.utils]: Test:  [ 720/2500]  eta: 0:07:16  model_time: 0.1503 (0.2011)  evaluator_time: 0.0203 (0.0311)  time: 0.2096  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:27:27 det.util.utils]: Test:  [ 730/2500]  eta: 0:07:11  model_time: 0.1338 (0.2002)  evaluator_time: 0.0177 (0.0310)  time: 0.1774  data: 0.0052  mem: 432  max mem: 760
[2024-07-25 17:27:29 det.util.utils]: Test:  [ 740/2500]  eta: 0:07:07  model_time: 0.1305 (0.1994)  evaluator_time: 0.0171 (0.0309)  time: 0.1687  data: 0.0056  mem: 432  max mem: 760
[2024-07-25 17:27:31 det.util.utils]: Test:  [ 750/2500]  eta: 0:07:04  model_time: 0.1505 (0.1992)  evaluator_time: 0.0235 (0.0308)  time: 0.1962  data: 0.0058  mem: 432  max mem: 760
[2024-07-25 17:27:33 det.util.utils]: Test:  [ 760/2500]  eta: 0:07:01  model_time: 0.1733 (0.1990)  evaluator_time: 0.0235 (0.0307)  time: 0.2163  data: 0.0059  mem: 432  max mem: 760
[2024-07-25 17:27:35 det.util.utils]: Test:  [ 770/2500]  eta: 0:06:58  model_time: 0.1701 (0.1988)  evaluator_time: 0.0205 (0.0307)  time: 0.2208  data: 0.0067  mem: 432  max mem: 760
[2024-07-25 17:27:38 det.util.utils]: Test:  [ 780/2500]  eta: 0:06:56  model_time: 0.2003 (0.1990)  evaluator_time: 0.0273 (0.0307)  time: 0.2411  data: 0.0086  mem: 432  max mem: 760
[2024-07-25 17:27:40 det.util.utils]: Test:  [ 790/2500]  eta: 0:06:54  model_time: 0.1982 (0.1990)  evaluator_time: 0.0282 (0.0307)  time: 0.2494  data: 0.0095  mem: 432  max mem: 760
[2024-07-25 17:27:43 det.util.utils]: Test:  [ 800/2500]  eta: 0:06:51  model_time: 0.1739 (0.1988)  evaluator_time: 0.0267 (0.0308)  time: 0.2404  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:27:45 det.util.utils]: Test:  [ 810/2500]  eta: 0:06:49  model_time: 0.1899 (0.1990)  evaluator_time: 0.0264 (0.0308)  time: 0.2465  data: 0.0101  mem: 432  max mem: 760
[2024-07-25 17:27:47 det.util.utils]: Test:  [ 820/2500]  eta: 0:06:46  model_time: 0.1651 (0.1985)  evaluator_time: 0.0240 (0.0307)  time: 0.2257  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:27:49 det.util.utils]: Test:  [ 830/2500]  eta: 0:06:43  model_time: 0.1707 (0.1984)  evaluator_time: 0.0274 (0.0308)  time: 0.2156  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:27:52 det.util.utils]: Test:  [ 840/2500]  eta: 0:06:41  model_time: 0.1773 (0.1988)  evaluator_time: 0.0260 (0.0307)  time: 0.2502  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:27:54 det.util.utils]: Test:  [ 850/2500]  eta: 0:06:39  model_time: 0.1696 (0.1986)  evaluator_time: 0.0252 (0.0308)  time: 0.2488  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:27:57 det.util.utils]: Test:  [ 860/2500]  eta: 0:06:36  model_time: 0.1728 (0.1983)  evaluator_time: 0.0259 (0.0308)  time: 0.2235  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:27:58 det.util.utils]: Test:  [ 870/2500]  eta: 0:06:32  model_time: 0.1563 (0.1978)  evaluator_time: 0.0242 (0.0307)  time: 0.2021  data: 0.0073  mem: 432  max mem: 760
[2024-07-25 17:28:01 det.util.utils]: Test:  [ 880/2500]  eta: 0:06:30  model_time: 0.1581 (0.1977)  evaluator_time: 0.0221 (0.0306)  time: 0.2046  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:28:03 det.util.utils]: Test:  [ 890/2500]  eta: 0:06:27  model_time: 0.1766 (0.1975)  evaluator_time: 0.0254 (0.0306)  time: 0.2252  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:28:05 det.util.utils]: Test:  [ 900/2500]  eta: 0:06:24  model_time: 0.1594 (0.1971)  evaluator_time: 0.0254 (0.0306)  time: 0.2113  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:28:07 det.util.utils]: Test:  [ 910/2500]  eta: 0:06:21  model_time: 0.1605 (0.1970)  evaluator_time: 0.0233 (0.0305)  time: 0.2116  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:28:09 det.util.utils]: Test:  [ 920/2500]  eta: 0:06:19  model_time: 0.1690 (0.1969)  evaluator_time: 0.0224 (0.0306)  time: 0.2270  data: 0.0080  mem: 432  max mem: 760
[2024-07-25 17:28:12 det.util.utils]: Test:  [ 930/2500]  eta: 0:06:16  model_time: 0.1644 (0.1966)  evaluator_time: 0.0207 (0.0305)  time: 0.2203  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:28:14 det.util.utils]: Test:  [ 940/2500]  eta: 0:06:13  model_time: 0.1478 (0.1962)  evaluator_time: 0.0198 (0.0305)  time: 0.2053  data: 0.0080  mem: 432  max mem: 760
[2024-07-25 17:28:15 det.util.utils]: Test:  [ 950/2500]  eta: 0:06:09  model_time: 0.1526 (0.1959)  evaluator_time: 0.0198 (0.0304)  time: 0.1942  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:28:18 det.util.utils]: Test:  [ 960/2500]  eta: 0:06:07  model_time: 0.1673 (0.1957)  evaluator_time: 0.0209 (0.0304)  time: 0.2069  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:28:20 det.util.utils]: Test:  [ 970/2500]  eta: 0:06:04  model_time: 0.1724 (0.1954)  evaluator_time: 0.0226 (0.0303)  time: 0.2132  data: 0.0076  mem: 432  max mem: 760
[2024-07-25 17:28:22 det.util.utils]: Test:  [ 980/2500]  eta: 0:06:02  model_time: 0.1807 (0.1957)  evaluator_time: 0.0234 (0.0303)  time: 0.2334  data: 0.0078  mem: 432  max mem: 760
[2024-07-25 17:28:25 det.util.utils]: Test:  [ 990/2500]  eta: 0:06:00  model_time: 0.1920 (0.1957)  evaluator_time: 0.0259 (0.0303)  time: 0.2540  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:28:27 det.util.utils]: Test:  [1000/2500]  eta: 0:05:57  model_time: 0.1683 (0.1955)  evaluator_time: 0.0217 (0.0302)  time: 0.2251  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:28:29 det.util.utils]: Test:  [1010/2500]  eta: 0:05:54  model_time: 0.1619 (0.1954)  evaluator_time: 0.0235 (0.0303)  time: 0.2180  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:28:31 det.util.utils]: Test:  [1020/2500]  eta: 0:05:52  model_time: 0.1814 (0.1954)  evaluator_time: 0.0274 (0.0303)  time: 0.2313  data: 0.0071  mem: 432  max mem: 760
[2024-07-25 17:28:34 det.util.utils]: Test:  [1030/2500]  eta: 0:05:49  model_time: 0.1856 (0.1952)  evaluator_time: 0.0233 (0.0302)  time: 0.2245  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:28:36 det.util.utils]: Test:  [1040/2500]  eta: 0:05:47  model_time: 0.1878 (0.1954)  evaluator_time: 0.0241 (0.0302)  time: 0.2365  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:28:38 det.util.utils]: Test:  [1050/2500]  eta: 0:05:44  model_time: 0.1788 (0.1952)  evaluator_time: 0.0267 (0.0303)  time: 0.2404  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:28:41 det.util.utils]: Test:  [1060/2500]  eta: 0:05:42  model_time: 0.1625 (0.1950)  evaluator_time: 0.0257 (0.0303)  time: 0.2151  data: 0.0066  mem: 431  max mem: 760
[2024-07-25 17:28:43 det.util.utils]: Test:  [1070/2500]  eta: 0:05:39  model_time: 0.1640 (0.1950)  evaluator_time: 0.0231 (0.0302)  time: 0.2213  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:28:45 det.util.utils]: Test:  [1080/2500]  eta: 0:05:36  model_time: 0.1750 (0.1947)  evaluator_time: 0.0250 (0.0302)  time: 0.2202  data: 0.0078  mem: 432  max mem: 760
[2024-07-25 17:28:48 det.util.utils]: Test:  [1090/2500]  eta: 0:05:34  model_time: 0.1865 (0.1950)  evaluator_time: 0.0254 (0.0302)  time: 0.2361  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:28:50 det.util.utils]: Test:  [1100/2500]  eta: 0:05:32  model_time: 0.2096 (0.1951)  evaluator_time: 0.0218 (0.0301)  time: 0.2558  data: 0.0103  mem: 432  max mem: 760
[2024-07-25 17:28:53 det.util.utils]: Test:  [1110/2500]  eta: 0:05:30  model_time: 0.1863 (0.1951)  evaluator_time: 0.0277 (0.0302)  time: 0.2448  data: 0.0088  mem: 432  max mem: 760
[2024-07-25 17:28:55 det.util.utils]: Test:  [1120/2500]  eta: 0:05:28  model_time: 0.1863 (0.1952)  evaluator_time: 0.0277 (0.0303)  time: 0.2479  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:28:58 det.util.utils]: Test:  [1130/2500]  eta: 0:05:26  model_time: 0.1688 (0.1950)  evaluator_time: 0.0265 (0.0308)  time: 0.2659  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:29:00 det.util.utils]: Test:  [1140/2500]  eta: 0:05:23  model_time: 0.1778 (0.1951)  evaluator_time: 0.0244 (0.0308)  time: 0.2596  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:29:03 det.util.utils]: Test:  [1150/2500]  eta: 0:05:21  model_time: 0.1777 (0.1950)  evaluator_time: 0.0258 (0.0307)  time: 0.2324  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:29:05 det.util.utils]: Test:  [1160/2500]  eta: 0:05:18  model_time: 0.1760 (0.1949)  evaluator_time: 0.0268 (0.0308)  time: 0.2278  data: 0.0084  mem: 431  max mem: 760
[2024-07-25 17:29:07 det.util.utils]: Test:  [1170/2500]  eta: 0:05:16  model_time: 0.1722 (0.1947)  evaluator_time: 0.0247 (0.0307)  time: 0.2169  data: 0.0074  mem: 432  max mem: 760
[2024-07-25 17:29:09 det.util.utils]: Test:  [1180/2500]  eta: 0:05:13  model_time: 0.1722 (0.1947)  evaluator_time: 0.0247 (0.0307)  time: 0.2192  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:29:11 det.util.utils]: Test:  [1190/2500]  eta: 0:05:11  model_time: 0.1611 (0.1944)  evaluator_time: 0.0283 (0.0307)  time: 0.2210  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:29:14 det.util.utils]: Test:  [1200/2500]  eta: 0:05:08  model_time: 0.1611 (0.1944)  evaluator_time: 0.0252 (0.0307)  time: 0.2241  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:29:16 det.util.utils]: Test:  [1210/2500]  eta: 0:05:06  model_time: 0.1874 (0.1945)  evaluator_time: 0.0266 (0.0308)  time: 0.2405  data: 0.0088  mem: 432  max mem: 760
[2024-07-25 17:29:18 det.util.utils]: Test:  [1220/2500]  eta: 0:05:03  model_time: 0.1793 (0.1943)  evaluator_time: 0.0260 (0.0307)  time: 0.2277  data: 0.0076  mem: 432  max mem: 760
[2024-07-25 17:29:21 det.util.utils]: Test:  [1230/2500]  eta: 0:05:01  model_time: 0.1793 (0.1943)  evaluator_time: 0.0239 (0.0307)  time: 0.2222  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:29:23 det.util.utils]: Test:  [1240/2500]  eta: 0:04:58  model_time: 0.1797 (0.1942)  evaluator_time: 0.0248 (0.0307)  time: 0.2306  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:29:25 det.util.utils]: Test:  [1250/2500]  eta: 0:04:56  model_time: 0.1626 (0.1940)  evaluator_time: 0.0248 (0.0307)  time: 0.2162  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:29:27 det.util.utils]: Test:  [1260/2500]  eta: 0:04:53  model_time: 0.1738 (0.1942)  evaluator_time: 0.0250 (0.0307)  time: 0.2317  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:29:29 det.util.utils]: Test:  [1270/2500]  eta: 0:04:51  model_time: 0.1682 (0.1939)  evaluator_time: 0.0233 (0.0306)  time: 0.2284  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:29:32 det.util.utils]: Test:  [1280/2500]  eta: 0:04:48  model_time: 0.1660 (0.1940)  evaluator_time: 0.0255 (0.0306)  time: 0.2249  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:29:34 det.util.utils]: Test:  [1290/2500]  eta: 0:04:46  model_time: 0.1834 (0.1940)  evaluator_time: 0.0298 (0.0307)  time: 0.2444  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:29:37 det.util.utils]: Test:  [1300/2500]  eta: 0:04:44  model_time: 0.1758 (0.1939)  evaluator_time: 0.0279 (0.0306)  time: 0.2317  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:29:39 det.util.utils]: Test:  [1310/2500]  eta: 0:04:41  model_time: 0.1710 (0.1939)  evaluator_time: 0.0250 (0.0306)  time: 0.2270  data: 0.0097  mem: 432  max mem: 760
[2024-07-25 17:29:42 det.util.utils]: Test:  [1320/2500]  eta: 0:04:39  model_time: 0.1802 (0.1941)  evaluator_time: 0.0250 (0.0307)  time: 0.2547  data: 0.0107  mem: 432  max mem: 760
[2024-07-25 17:29:44 det.util.utils]: Test:  [1330/2500]  eta: 0:04:37  model_time: 0.1987 (0.1941)  evaluator_time: 0.0271 (0.0308)  time: 0.2631  data: 0.0096  mem: 432  max mem: 760
[2024-07-25 17:29:46 det.util.utils]: Test:  [1340/2500]  eta: 0:04:34  model_time: 0.1649 (0.1938)  evaluator_time: 0.0252 (0.0308)  time: 0.2155  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:29:48 det.util.utils]: Test:  [1350/2500]  eta: 0:04:32  model_time: 0.1509 (0.1938)  evaluator_time: 0.0227 (0.0307)  time: 0.2100  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:29:51 det.util.utils]: Test:  [1360/2500]  eta: 0:04:29  model_time: 0.1838 (0.1939)  evaluator_time: 0.0236 (0.0307)  time: 0.2401  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:29:53 det.util.utils]: Test:  [1370/2500]  eta: 0:04:27  model_time: 0.1759 (0.1937)  evaluator_time: 0.0241 (0.0307)  time: 0.2266  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:29:55 det.util.utils]: Test:  [1380/2500]  eta: 0:04:24  model_time: 0.1536 (0.1935)  evaluator_time: 0.0253 (0.0307)  time: 0.2090  data: 0.0067  mem: 432  max mem: 760
[2024-07-25 17:29:57 det.util.utils]: Test:  [1390/2500]  eta: 0:04:22  model_time: 0.1569 (0.1934)  evaluator_time: 0.0257 (0.0307)  time: 0.2132  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:29:59 det.util.utils]: Test:  [1400/2500]  eta: 0:04:19  model_time: 0.1672 (0.1933)  evaluator_time: 0.0226 (0.0306)  time: 0.2158  data: 0.0076  mem: 432  max mem: 760
[2024-07-25 17:30:02 det.util.utils]: Test:  [1410/2500]  eta: 0:04:17  model_time: 0.1696 (0.1932)  evaluator_time: 0.0250 (0.0307)  time: 0.2248  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:30:04 det.util.utils]: Test:  [1420/2500]  eta: 0:04:14  model_time: 0.1719 (0.1930)  evaluator_time: 0.0265 (0.0306)  time: 0.2159  data: 0.0071  mem: 432  max mem: 760
[2024-07-25 17:30:06 det.util.utils]: Test:  [1430/2500]  eta: 0:04:12  model_time: 0.1830 (0.1933)  evaluator_time: 0.0233 (0.0306)  time: 0.2315  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:30:09 det.util.utils]: Test:  [1440/2500]  eta: 0:04:10  model_time: 0.1879 (0.1933)  evaluator_time: 0.0237 (0.0306)  time: 0.2519  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:30:12 det.util.utils]: Test:  [1450/2500]  eta: 0:04:08  model_time: 0.1847 (0.1932)  evaluator_time: 0.0237 (0.0310)  time: 0.2674  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:30:14 det.util.utils]: Test:  [1460/2500]  eta: 0:04:06  model_time: 0.2032 (0.1935)  evaluator_time: 0.0237 (0.0311)  time: 0.2898  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:30:17 det.util.utils]: Test:  [1470/2500]  eta: 0:04:03  model_time: 0.2147 (0.1936)  evaluator_time: 0.0264 (0.0311)  time: 0.2676  data: 0.0093  mem: 432  max mem: 760
[2024-07-25 17:30:20 det.util.utils]: Test:  [1480/2500]  eta: 0:04:01  model_time: 0.1934 (0.1937)  evaluator_time: 0.0249 (0.0311)  time: 0.2583  data: 0.0098  mem: 432  max mem: 760
[2024-07-25 17:30:22 det.util.utils]: Test:  [1490/2500]  eta: 0:03:59  model_time: 0.1814 (0.1936)  evaluator_time: 0.0241 (0.0311)  time: 0.2349  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:30:24 det.util.utils]: Test:  [1500/2500]  eta: 0:03:56  model_time: 0.1772 (0.1936)  evaluator_time: 0.0217 (0.0310)  time: 0.2188  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:30:26 det.util.utils]: Test:  [1510/2500]  eta: 0:03:54  model_time: 0.1804 (0.1936)  evaluator_time: 0.0220 (0.0310)  time: 0.2290  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:30:28 det.util.utils]: Test:  [1520/2500]  eta: 0:03:51  model_time: 0.1562 (0.1933)  evaluator_time: 0.0221 (0.0309)  time: 0.2036  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:30:30 det.util.utils]: Test:  [1530/2500]  eta: 0:03:49  model_time: 0.1520 (0.1932)  evaluator_time: 0.0241 (0.0309)  time: 0.1986  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:30:33 det.util.utils]: Test:  [1540/2500]  eta: 0:03:46  model_time: 0.1814 (0.1931)  evaluator_time: 0.0240 (0.0309)  time: 0.2204  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:30:35 det.util.utils]: Test:  [1550/2500]  eta: 0:03:44  model_time: 0.1826 (0.1933)  evaluator_time: 0.0263 (0.0309)  time: 0.2394  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:30:37 det.util.utils]: Test:  [1560/2500]  eta: 0:03:42  model_time: 0.1847 (0.1933)  evaluator_time: 0.0250 (0.0309)  time: 0.2402  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:30:40 det.util.utils]: Test:  [1570/2500]  eta: 0:03:39  model_time: 0.1847 (0.1933)  evaluator_time: 0.0250 (0.0309)  time: 0.2410  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:30:42 det.util.utils]: Test:  [1580/2500]  eta: 0:03:37  model_time: 0.1817 (0.1933)  evaluator_time: 0.0270 (0.0309)  time: 0.2454  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:30:45 det.util.utils]: Test:  [1590/2500]  eta: 0:03:35  model_time: 0.1769 (0.1933)  evaluator_time: 0.0252 (0.0309)  time: 0.2340  data: 0.0086  mem: 432  max mem: 760
[2024-07-25 17:30:47 det.util.utils]: Test:  [1600/2500]  eta: 0:03:32  model_time: 0.1705 (0.1933)  evaluator_time: 0.0249 (0.0308)  time: 0.2257  data: 0.0090  mem: 432  max mem: 760
[2024-07-25 17:30:49 det.util.utils]: Test:  [1610/2500]  eta: 0:03:30  model_time: 0.1677 (0.1932)  evaluator_time: 0.0249 (0.0308)  time: 0.2268  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:30:52 det.util.utils]: Test:  [1620/2500]  eta: 0:03:28  model_time: 0.1841 (0.1934)  evaluator_time: 0.0281 (0.0309)  time: 0.2507  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:30:54 det.util.utils]: Test:  [1630/2500]  eta: 0:03:25  model_time: 0.1817 (0.1934)  evaluator_time: 0.0264 (0.0309)  time: 0.2506  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:30:56 det.util.utils]: Test:  [1640/2500]  eta: 0:03:23  model_time: 0.1722 (0.1933)  evaluator_time: 0.0247 (0.0308)  time: 0.2213  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:30:59 det.util.utils]: Test:  [1650/2500]  eta: 0:03:20  model_time: 0.1908 (0.1934)  evaluator_time: 0.0258 (0.0309)  time: 0.2420  data: 0.0090  mem: 432  max mem: 760
[2024-07-25 17:31:01 det.util.utils]: Test:  [1660/2500]  eta: 0:03:18  model_time: 0.1985 (0.1934)  evaluator_time: 0.0302 (0.0309)  time: 0.2513  data: 0.0105  mem: 432  max mem: 760
[2024-07-25 17:31:03 det.util.utils]: Test:  [1670/2500]  eta: 0:03:16  model_time: 0.1764 (0.1933)  evaluator_time: 0.0302 (0.0309)  time: 0.2245  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:31:06 det.util.utils]: Test:  [1680/2500]  eta: 0:03:13  model_time: 0.1786 (0.1933)  evaluator_time: 0.0255 (0.0309)  time: 0.2336  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:31:08 det.util.utils]: Test:  [1690/2500]  eta: 0:03:11  model_time: 0.1911 (0.1933)  evaluator_time: 0.0259 (0.0309)  time: 0.2395  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:31:11 det.util.utils]: Test:  [1700/2500]  eta: 0:03:09  model_time: 0.1994 (0.1935)  evaluator_time: 0.0264 (0.0309)  time: 0.2540  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:31:14 det.util.utils]: Test:  [1710/2500]  eta: 0:03:06  model_time: 0.2070 (0.1936)  evaluator_time: 0.0284 (0.0309)  time: 0.2654  data: 0.0098  mem: 432  max mem: 760
[2024-07-25 17:31:16 det.util.utils]: Test:  [1720/2500]  eta: 0:03:04  model_time: 0.1953 (0.1936)  evaluator_time: 0.0314 (0.0309)  time: 0.2500  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:31:18 det.util.utils]: Test:  [1730/2500]  eta: 0:03:02  model_time: 0.1961 (0.1937)  evaluator_time: 0.0273 (0.0310)  time: 0.2461  data: 0.0093  mem: 432  max mem: 760
[2024-07-25 17:31:21 det.util.utils]: Test:  [1740/2500]  eta: 0:02:59  model_time: 0.1739 (0.1936)  evaluator_time: 0.0252 (0.0309)  time: 0.2313  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:31:23 det.util.utils]: Test:  [1750/2500]  eta: 0:02:57  model_time: 0.1694 (0.1934)  evaluator_time: 0.0228 (0.0309)  time: 0.2103  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:31:25 det.util.utils]: Test:  [1760/2500]  eta: 0:02:54  model_time: 0.1663 (0.1933)  evaluator_time: 0.0224 (0.0309)  time: 0.2062  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:31:27 det.util.utils]: Test:  [1770/2500]  eta: 0:02:52  model_time: 0.1506 (0.1931)  evaluator_time: 0.0245 (0.0309)  time: 0.2045  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:31:29 det.util.utils]: Test:  [1780/2500]  eta: 0:02:49  model_time: 0.1647 (0.1931)  evaluator_time: 0.0245 (0.0308)  time: 0.2172  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:31:32 det.util.utils]: Test:  [1790/2500]  eta: 0:02:47  model_time: 0.1967 (0.1933)  evaluator_time: 0.0241 (0.0308)  time: 0.2438  data: 0.0078  mem: 432  max mem: 760
[2024-07-25 17:31:34 det.util.utils]: Test:  [1800/2500]  eta: 0:02:45  model_time: 0.2171 (0.1933)  evaluator_time: 0.0219 (0.0308)  time: 0.2512  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:31:37 det.util.utils]: Test:  [1810/2500]  eta: 0:02:43  model_time: 0.1929 (0.1933)  evaluator_time: 0.0234 (0.0312)  time: 0.2751  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:31:39 det.util.utils]: Test:  [1820/2500]  eta: 0:02:40  model_time: 0.1665 (0.1933)  evaluator_time: 0.0252 (0.0312)  time: 0.2685  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:31:42 det.util.utils]: Test:  [1830/2500]  eta: 0:02:38  model_time: 0.1785 (0.1934)  evaluator_time: 0.0264 (0.0312)  time: 0.2399  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:31:45 det.util.utils]: Test:  [1840/2500]  eta: 0:02:36  model_time: 0.1808 (0.1935)  evaluator_time: 0.0264 (0.0312)  time: 0.2523  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:31:46 det.util.utils]: Test:  [1850/2500]  eta: 0:02:33  model_time: 0.1666 (0.1933)  evaluator_time: 0.0233 (0.0311)  time: 0.2254  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:31:49 det.util.utils]: Test:  [1860/2500]  eta: 0:02:31  model_time: 0.1726 (0.1935)  evaluator_time: 0.0224 (0.0311)  time: 0.2264  data: 0.0073  mem: 432  max mem: 760
[2024-07-25 17:31:52 det.util.utils]: Test:  [1870/2500]  eta: 0:02:29  model_time: 0.2004 (0.1936)  evaluator_time: 0.0232 (0.0311)  time: 0.2599  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:31:54 det.util.utils]: Test:  [1880/2500]  eta: 0:02:26  model_time: 0.1809 (0.1936)  evaluator_time: 0.0258 (0.0311)  time: 0.2496  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:31:56 det.util.utils]: Test:  [1890/2500]  eta: 0:02:24  model_time: 0.1757 (0.1936)  evaluator_time: 0.0266 (0.0311)  time: 0.2402  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:31:59 det.util.utils]: Test:  [1900/2500]  eta: 0:02:22  model_time: 0.1730 (0.1936)  evaluator_time: 0.0300 (0.0311)  time: 0.2345  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:32:01 det.util.utils]: Test:  [1910/2500]  eta: 0:02:19  model_time: 0.1744 (0.1935)  evaluator_time: 0.0288 (0.0311)  time: 0.2213  data: 0.0067  mem: 432  max mem: 760
[2024-07-25 17:32:04 det.util.utils]: Test:  [1920/2500]  eta: 0:02:17  model_time: 0.1916 (0.1937)  evaluator_time: 0.0237 (0.0311)  time: 0.2406  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:32:06 det.util.utils]: Test:  [1930/2500]  eta: 0:02:14  model_time: 0.1979 (0.1936)  evaluator_time: 0.0223 (0.0310)  time: 0.2445  data: 0.0097  mem: 432  max mem: 760
[2024-07-25 17:32:08 det.util.utils]: Test:  [1940/2500]  eta: 0:02:12  model_time: 0.1897 (0.1938)  evaluator_time: 0.0243 (0.0311)  time: 0.2447  data: 0.0088  mem: 432  max mem: 760
[2024-07-25 17:32:11 det.util.utils]: Test:  [1950/2500]  eta: 0:02:10  model_time: 0.1824 (0.1936)  evaluator_time: 0.0242 (0.0310)  time: 0.2373  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:32:13 det.util.utils]: Test:  [1960/2500]  eta: 0:02:07  model_time: 0.1685 (0.1937)  evaluator_time: 0.0221 (0.0310)  time: 0.2229  data: 0.0090  mem: 432  max mem: 760
[2024-07-25 17:32:15 det.util.utils]: Test:  [1970/2500]  eta: 0:02:05  model_time: 0.1687 (0.1936)  evaluator_time: 0.0249 (0.0310)  time: 0.2351  data: 0.0104  mem: 432  max mem: 760
[2024-07-25 17:32:17 det.util.utils]: Test:  [1980/2500]  eta: 0:02:03  model_time: 0.1591 (0.1935)  evaluator_time: 0.0246 (0.0310)  time: 0.2148  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:32:20 det.util.utils]: Test:  [1990/2500]  eta: 0:02:00  model_time: 0.1773 (0.1936)  evaluator_time: 0.0255 (0.0309)  time: 0.2269  data: 0.0071  mem: 432  max mem: 760
[2024-07-25 17:32:23 det.util.utils]: Test:  [2000/2500]  eta: 0:01:58  model_time: 0.2278 (0.1938)  evaluator_time: 0.0255 (0.0310)  time: 0.2738  data: 0.0101  mem: 432  max mem: 760
[2024-07-25 17:32:25 det.util.utils]: Test:  [2010/2500]  eta: 0:01:56  model_time: 0.2389 (0.1939)  evaluator_time: 0.0250 (0.0310)  time: 0.2741  data: 0.0116  mem: 432  max mem: 760
[2024-07-25 17:32:27 det.util.utils]: Test:  [2020/2500]  eta: 0:01:53  model_time: 0.1800 (0.1938)  evaluator_time: 0.0275 (0.0310)  time: 0.2350  data: 0.0095  mem: 432  max mem: 760
[2024-07-25 17:32:30 det.util.utils]: Test:  [2030/2500]  eta: 0:01:51  model_time: 0.1855 (0.1939)  evaluator_time: 0.0276 (0.0310)  time: 0.2332  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:32:32 det.util.utils]: Test:  [2040/2500]  eta: 0:01:48  model_time: 0.1380 (0.1936)  evaluator_time: 0.0234 (0.0309)  time: 0.2084  data: 0.0066  mem: 432  max mem: 760
[2024-07-25 17:32:34 det.util.utils]: Test:  [2050/2500]  eta: 0:01:46  model_time: 0.1389 (0.1937)  evaluator_time: 0.0209 (0.0309)  time: 0.2104  data: 0.0074  mem: 432  max mem: 760
[2024-07-25 17:32:37 det.util.utils]: Test:  [2060/2500]  eta: 0:01:44  model_time: 0.1907 (0.1938)  evaluator_time: 0.0235 (0.0309)  time: 0.2495  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:32:39 det.util.utils]: Test:  [2070/2500]  eta: 0:01:41  model_time: 0.1907 (0.1939)  evaluator_time: 0.0247 (0.0309)  time: 0.2520  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:32:42 det.util.utils]: Test:  [2080/2500]  eta: 0:01:39  model_time: 0.2026 (0.1939)  evaluator_time: 0.0269 (0.0309)  time: 0.2547  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:32:44 det.util.utils]: Test:  [2090/2500]  eta: 0:01:37  model_time: 0.1902 (0.1940)  evaluator_time: 0.0292 (0.0309)  time: 0.2440  data: 0.0078  mem: 432  max mem: 760
[2024-07-25 17:32:46 det.util.utils]: Test:  [2100/2500]  eta: 0:01:34  model_time: 0.1693 (0.1938)  evaluator_time: 0.0249 (0.0309)  time: 0.2227  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:32:49 det.util.utils]: Test:  [2110/2500]  eta: 0:01:32  model_time: 0.1813 (0.1940)  evaluator_time: 0.0231 (0.0309)  time: 0.2333  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:32:51 det.util.utils]: Test:  [2120/2500]  eta: 0:01:30  model_time: 0.1988 (0.1941)  evaluator_time: 0.0214 (0.0308)  time: 0.2550  data: 0.0100  mem: 432  max mem: 760
[2024-07-25 17:32:54 det.util.utils]: Test:  [2130/2500]  eta: 0:01:27  model_time: 0.1963 (0.1941)  evaluator_time: 0.0260 (0.0309)  time: 0.2565  data: 0.0092  mem: 432  max mem: 760
[2024-07-25 17:32:56 det.util.utils]: Test:  [2140/2500]  eta: 0:01:25  model_time: 0.1963 (0.1942)  evaluator_time: 0.0310 (0.0308)  time: 0.2520  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:32:58 det.util.utils]: Test:  [2150/2500]  eta: 0:01:22  model_time: 0.1820 (0.1940)  evaluator_time: 0.0273 (0.0309)  time: 0.2267  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:33:01 det.util.utils]: Test:  [2160/2500]  eta: 0:01:20  model_time: 0.1933 (0.1942)  evaluator_time: 0.0268 (0.0309)  time: 0.2481  data: 0.0092  mem: 432  max mem: 760
[2024-07-25 17:33:04 det.util.utils]: Test:  [2170/2500]  eta: 0:01:18  model_time: 0.2311 (0.1944)  evaluator_time: 0.0240 (0.0309)  time: 0.2744  data: 0.0104  mem: 432  max mem: 760
[2024-07-25 17:33:06 det.util.utils]: Test:  [2180/2500]  eta: 0:01:15  model_time: 0.2237 (0.1944)  evaluator_time: 0.0238 (0.0308)  time: 0.2576  data: 0.0101  mem: 432  max mem: 760
[2024-07-25 17:33:08 det.util.utils]: Test:  [2190/2500]  eta: 0:01:13  model_time: 0.1778 (0.1943)  evaluator_time: 0.0234 (0.0308)  time: 0.2269  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:33:11 det.util.utils]: Test:  [2200/2500]  eta: 0:01:11  model_time: 0.1772 (0.1943)  evaluator_time: 0.0233 (0.0308)  time: 0.2206  data: 0.0072  mem: 432  max mem: 760
[2024-07-25 17:33:13 det.util.utils]: Test:  [2210/2500]  eta: 0:01:08  model_time: 0.1697 (0.1942)  evaluator_time: 0.0253 (0.0308)  time: 0.2160  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:33:15 det.util.utils]: Test:  [2220/2500]  eta: 0:01:06  model_time: 0.1498 (0.1941)  evaluator_time: 0.0208 (0.0308)  time: 0.2038  data: 0.0067  mem: 432  max mem: 760
[2024-07-25 17:33:18 det.util.utils]: Test:  [2230/2500]  eta: 0:01:04  model_time: 0.1760 (0.1945)  evaluator_time: 0.0237 (0.0308)  time: 0.2690  data: 0.0071  mem: 432  max mem: 760
[2024-07-25 17:33:21 det.util.utils]: Test:  [2240/2500]  eta: 0:01:01  model_time: 0.1794 (0.1946)  evaluator_time: 0.0234 (0.0307)  time: 0.2851  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:33:23 det.util.utils]: Test:  [2250/2500]  eta: 0:00:59  model_time: 0.1962 (0.1947)  evaluator_time: 0.0231 (0.0307)  time: 0.2523  data: 0.0093  mem: 432  max mem: 760
[2024-07-25 17:33:25 det.util.utils]: Test:  [2260/2500]  eta: 0:00:56  model_time: 0.1818 (0.1946)  evaluator_time: 0.0243 (0.0307)  time: 0.2400  data: 0.0109  mem: 432  max mem: 760
[2024-07-25 17:33:27 det.util.utils]: Test:  [2270/2500]  eta: 0:00:54  model_time: 0.1664 (0.1944)  evaluator_time: 0.0196 (0.0307)  time: 0.2003  data: 0.0091  mem: 432  max mem: 760
[2024-07-25 17:33:29 det.util.utils]: Test:  [2280/2500]  eta: 0:00:52  model_time: 0.1553 (0.1943)  evaluator_time: 0.0205 (0.0307)  time: 0.1955  data: 0.0059  mem: 431  max mem: 760
[2024-07-25 17:33:32 det.util.utils]: Test:  [2290/2500]  eta: 0:00:49  model_time: 0.1788 (0.1943)  evaluator_time: 0.0286 (0.0307)  time: 0.2211  data: 0.0065  mem: 432  max mem: 760
[2024-07-25 17:33:34 det.util.utils]: Test:  [2300/2500]  eta: 0:00:47  model_time: 0.1788 (0.1942)  evaluator_time: 0.0275 (0.0306)  time: 0.2189  data: 0.0070  mem: 432  max mem: 760
[2024-07-25 17:33:36 det.util.utils]: Test:  [2310/2500]  eta: 0:00:45  model_time: 0.1746 (0.1942)  evaluator_time: 0.0265 (0.0306)  time: 0.2244  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:33:38 det.util.utils]: Test:  [2320/2500]  eta: 0:00:42  model_time: 0.1813 (0.1942)  evaluator_time: 0.0251 (0.0306)  time: 0.2354  data: 0.0084  mem: 432  max mem: 760
[2024-07-25 17:33:41 det.util.utils]: Test:  [2330/2500]  eta: 0:00:40  model_time: 0.1834 (0.1942)  evaluator_time: 0.0244 (0.0306)  time: 0.2350  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:33:43 det.util.utils]: Test:  [2340/2500]  eta: 0:00:37  model_time: 0.1834 (0.1942)  evaluator_time: 0.0253 (0.0306)  time: 0.2412  data: 0.0088  mem: 432  max mem: 760
[2024-07-25 17:33:45 det.util.utils]: Test:  [2350/2500]  eta: 0:00:35  model_time: 0.1745 (0.1942)  evaluator_time: 0.0238 (0.0306)  time: 0.2288  data: 0.0074  mem: 432  max mem: 760
[2024-07-25 17:33:48 det.util.utils]: Test:  [2360/2500]  eta: 0:00:33  model_time: 0.1817 (0.1942)  evaluator_time: 0.0241 (0.0306)  time: 0.2345  data: 0.0080  mem: 432  max mem: 760
[2024-07-25 17:33:50 det.util.utils]: Test:  [2370/2500]  eta: 0:00:30  model_time: 0.1817 (0.1941)  evaluator_time: 0.0268 (0.0306)  time: 0.2332  data: 0.0082  mem: 432  max mem: 760
[2024-07-25 17:33:53 det.util.utils]: Test:  [2380/2500]  eta: 0:00:28  model_time: 0.1767 (0.1942)  evaluator_time: 0.0258 (0.0306)  time: 0.2310  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:33:55 det.util.utils]: Test:  [2390/2500]  eta: 0:00:26  model_time: 0.1767 (0.1941)  evaluator_time: 0.0266 (0.0306)  time: 0.2309  data: 0.0075  mem: 432  max mem: 760
[2024-07-25 17:33:57 det.util.utils]: Test:  [2400/2500]  eta: 0:00:23  model_time: 0.1758 (0.1941)  evaluator_time: 0.0255 (0.0306)  time: 0.2249  data: 0.0068  mem: 432  max mem: 760
[2024-07-25 17:34:00 det.util.utils]: Test:  [2410/2500]  eta: 0:00:21  model_time: 0.2062 (0.1942)  evaluator_time: 0.0255 (0.0306)  time: 0.2473  data: 0.0081  mem: 432  max mem: 760
[2024-07-25 17:34:02 det.util.utils]: Test:  [2420/2500]  eta: 0:00:18  model_time: 0.2069 (0.1942)  evaluator_time: 0.0264 (0.0306)  time: 0.2563  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:34:05 det.util.utils]: Test:  [2430/2500]  eta: 0:00:16  model_time: 0.1918 (0.1943)  evaluator_time: 0.0256 (0.0306)  time: 0.2464  data: 0.0077  mem: 432  max mem: 760
[2024-07-25 17:34:07 det.util.utils]: Test:  [2440/2500]  eta: 0:00:14  model_time: 0.1857 (0.1943)  evaluator_time: 0.0232 (0.0305)  time: 0.2407  data: 0.0085  mem: 432  max mem: 760
[2024-07-25 17:34:09 det.util.utils]: Test:  [2450/2500]  eta: 0:00:11  model_time: 0.1919 (0.1943)  evaluator_time: 0.0258 (0.0305)  time: 0.2434  data: 0.0094  mem: 432  max mem: 760
[2024-07-25 17:34:12 det.util.utils]: Test:  [2460/2500]  eta: 0:00:09  model_time: 0.1866 (0.1943)  evaluator_time: 0.0258 (0.0305)  time: 0.2404  data: 0.0079  mem: 432  max mem: 760
[2024-07-25 17:34:14 det.util.utils]: Test:  [2470/2500]  eta: 0:00:07  model_time: 0.1860 (0.1943)  evaluator_time: 0.0256 (0.0305)  time: 0.2305  data: 0.0083  mem: 432  max mem: 760
[2024-07-25 17:34:17 det.util.utils]: Test:  [2480/2500]  eta: 0:00:04  model_time: 0.1804 (0.1944)  evaluator_time: 0.0239 (0.0305)  time: 0.2371  data: 0.0089  mem: 432  max mem: 760
[2024-07-25 17:34:19 det.util.utils]: Test:  [2490/2500]  eta: 0:00:02  model_time: 0.2016 (0.1944)  evaluator_time: 0.0237 (0.0305)  time: 0.2487  data: 0.0087  mem: 432  max mem: 760
[2024-07-25 17:34:21 det.util.utils]: Test:  [2499/2500]  eta: 0:00:00  model_time: 0.1801 (0.1944)  evaluator_time: 0.0262 (0.0305)  time: 0.2450  data: 0.0226  mem: 432  max mem: 760
Test: Total time: 0:09:52 (0.2372 s / it)
Test: Total time: 0:09:57 (0.2389 s / it)
[2024-07-25 17:34:26 det.util.engine]: Averaged stats: model_time: 0.1801 (0.1950)  evaluator_time: 0.0262 (0.0307)
[2024-07-25 17:35:56 det.util.engine]: Accumulating evaluation results...
DONE (t=48.47s).
IoU metric: bbox
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.500
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.677
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.542
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.543
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.644
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.378
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.642
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.716
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875

[2024-07-25 17:35:56 det.util.engine]: 
+----------------+------+-------+--------+--------+-------+
| class          | imgs | gts   | dets   | recall | ap    |
+----------------+------+-------+--------+--------+-------+
| person         | 2693 | 11004 | 113392 | 0.954  | 0.855 |
| bicycle        | 149  | 316   | 7294   | 0.876  | 0.607 |
| car            | 535  | 1932  | 72136  | 0.937  | 0.729 |
| motorcycle     | 159  | 371   | 5976   | 0.951  | 0.759 |
| airplane       | 97   | 143   | 5120   | 0.993  | 0.897 |
| bus            | 189  | 285   | 4428   | 0.965  | 0.851 |
| train          | 157  | 190   | 6360   | 0.989  | 0.920 |
| truck          | 250  | 415   | 12510  | 0.966  | 0.619 |
| boat           | 121  | 430   | 10481  | 0.880  | 0.582 |
| traffic light  | 191  | 637   | 14194  | 0.868  | 0.588 |
| fire hydrant   | 86   | 101   | 2334   | 0.990  | 0.897 |
| stop sign      | 69   | 75    | 4158   | 0.973  | 0.757 |
| parking meter  | 37   | 60    | 2698   | 0.933  | 0.700 |
| bench          | 235  | 413   | 26714  | 0.774  | 0.417 |
| bird           | 125  | 440   | 21261  | 0.808  | 0.645 |
| cat            | 184  | 202   | 4318   | 0.985  | 0.928 |
| dog            | 177  | 218   | 15383  | 0.991  | 0.871 |
| horse          | 128  | 273   | 6958   | 0.982  | 0.854 |
| sheep          | 65   | 361   | 6305   | 0.966  | 0.859 |
| cow            | 87   | 380   | 7277   | 0.968  | 0.857 |
| elephant       | 89   | 255   | 6296   | 0.992  | 0.910 |
| bear           | 49   | 71    | 13307  | 0.986  | 0.944 |
| zebra          | 85   | 268   | 8283   | 0.992  | 0.936 |
| giraffe        | 101  | 232   | 9261   | 0.983  | 0.922 |
| backpack       | 228  | 371   | 18872  | 0.873  | 0.386 |
| umbrella       | 174  | 413   | 8334   | 0.919  | 0.709 |
| handbag        | 292  | 540   | 20977  | 0.856  | 0.364 |
| tie            | 145  | 254   | 8788   | 0.837  | 0.629 |
| suitcase       | 105  | 303   | 6168   | 0.930  | 0.704 |
| frisbee        | 84   | 115   | 2331   | 0.974  | 0.907 |
| skis           | 120  | 241   | 8754   | 0.859  | 0.576 |
| snowboard      | 49   | 69    | 4977   | 0.884  | 0.615 |
| sports ball    | 169  | 263   | 6345   | 0.838  | 0.725 |
| kite           | 91   | 336   | 5483   | 0.930  | 0.731 |
| baseball bat   | 97   | 146   | 3006   | 0.869  | 0.684 |
| baseball glove | 100  | 148   | 3447   | 0.919  | 0.705 |
| skateboard     | 127  | 179   | 3742   | 0.927  | 0.837 |
| surfboard      | 149  | 269   | 10751  | 0.888  | 0.702 |
| tennis racket  | 167  | 225   | 3646   | 0.929  | 0.825 |
| bottle         | 379  | 1025  | 13575  | 0.915  | 0.648 |
| wine glass     | 110  | 343   | 3624   | 0.848  | 0.640 |
| cup            | 390  | 899   | 12603  | 0.914  | 0.676 |
| fork           | 155  | 215   | 5702   | 0.926  | 0.649 |
| knife          | 181  | 326   | 8369   | 0.809  | 0.435 |
| spoon          | 153  | 253   | 7608   | 0.830  | 0.396 |
| bowl           | 314  | 626   | 10478  | 0.918  | 0.631 |
| banana         | 103  | 379   | 6808   | 0.873  | 0.466 |
| apple          | 76   | 239   | 4985   | 0.822  | 0.403 |
| sandwich       | 98   | 177   | 2658   | 0.921  | 0.611 |
| orange         | 85   | 287   | 3101   | 0.881  | 0.515 |
| broccoli       | 71   | 316   | 7641   | 0.885  | 0.464 |
| carrot         | 3    | 2303  | 72136  | 0.855  | 0.436 |
| hot dog        | 0    | 345   | 15383  | 0.840  | 0.610 |
| pizza          | 153  | 285   | 5152   | 0.961  | 0.779 |
| donut          | 62   | 338   | 3363   | 0.951  | 0.752 |
| cake           | 124  | 316   | 4586   | 0.929  | 0.644 |
| chair          | 580  | 1791  | 36810  | 0.871  | 0.544 |
| couch          | 195  | 261   | 9262   | 0.966  | 0.673 |
| potted plant   | 172  | 343   | 16653  | 0.895  | 0.510 |
| bed            | 149  | 163   | 9184   | 0.963  | 0.685 |
| dining table   | 501  | 697   | 23296  | 0.886  | 0.472 |
| toilet         | 149  | 179   | 5165   | 0.978  | 0.834 |
| tv             | 207  | 288   | 6256   | 0.955  | 0.832 |
| laptop         | 183  | 231   | 3484   | 0.952  | 0.815 |
| mouse          | 88   | 106   | 1456   | 0.934  | 0.836 |
| remote         | 145  | 283   | 5934   | 0.912  | 0.621 |
| keyboard       | 106  | 153   | 3131   | 0.941  | 0.751 |
| cell phone     | 214  | 262   | 7196   | 0.874  | 0.660 |
| microwave      | 54   | 55    | 1348   | 0.964  | 0.821 |
| oven           | 115  | 143   | 4025   | 0.930  | 0.607 |
| toaster        | 8    | 9     | 327    | 0.889  | 0.635 |
| sink           | 187  | 225   | 9967   | 0.916  | 0.648 |
| refrigerator   | 101  | 126   | 2877   | 0.952  | 0.776 |
| book           | 230  | 1161  | 23228  | 0.818  | 0.368 |
| clock          | 204  | 267   | 10140  | 0.948  | 0.785 |
| vase           | 137  | 277   | 5801   | 0.887  | 0.594 |
| scissors       | 28   | 36    | 2614   | 0.806  | 0.473 |
| teddy bear     | 0    | 262   | 13307  | 0.921  | 0.734 |
| hair drier     | 9    | 11    | 908    | 0.818  | 0.318 |
| toothbrush     | 34   | 57    | 2701   | 0.754  | 0.429 |
+----------------+------+-------+--------+--------+-------+
| mean results   |      |       |        | 0.912  | 0.677 |
+----------------+------+-------+--------+--------+-------+
[2024-07-25 17:36:09 Salience-DETR]: Detection results are saved into /tmp/tmpjp3ova2_
(salience_detr) houxiuquan@amax:/data1/houxiuquan/Salience-DETR$