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MCG-NJU / AdaMixer

[CVPR 2022 Oral] AdaMixer: A Fast-Converging Query-Based Object Detector
MIT License
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Would you mind provide the training log? #5

Closed zhihou7 closed 2 years ago

zhihou7 commented 2 years ago

Thanks for your impressive work.

Could you provide the training log with the validation mAP result for each epoch?

Thanks in advance!

sebgao commented 2 years ago

We are sorry that we will only provide original checkpoints reported in the paper since as an intern in MYbank I only transferred checkpoints in GPU servers to the company internal storage.

But we are now also reproducing models ourself in the university lab. We provide the reproduced adamixer_r50_1x_coco.py (42.5AP on 8 Titan Xp cards) log file 20220412_001456.log.

The validation mAP per epoch is

2022-04-12 01:27:55,144 - mmdet - INFO - Epoch(val) [1][7330]   bbox_mAP: 0.2500, bbox_mAP_50: 0.4100, bbox_mAP_75: 0.2590, bbox_mAP_s: 0.1220, bbox_mAP_m: 0.2700, bbox_mAP_l: 0.3530, bbox_mAP_copypaste: 0.250 0.410 0.259 0.122 0.270 0.353
2022-04-12 02:40:50,004 - mmdet - INFO - Epoch(val) [2][7330]   bbox_mAP: 0.3030, bbox_mAP_50: 0.4780, bbox_mAP_75: 0.3190, bbox_mAP_s: 0.1570, bbox_mAP_m: 0.3340, bbox_mAP_l: 0.4210, bbox_mAP_copypaste: 0.303 0.478 0.319 0.157 0.334 0.421
2022-04-12 03:53:27,222 - mmdet - INFO - Epoch(val) [3][7330]   bbox_mAP: 0.3330, bbox_mAP_50: 0.5110, bbox_mAP_75: 0.3540, bbox_mAP_s: 0.1890, bbox_mAP_m: 0.3560, bbox_mAP_l: 0.4580, bbox_mAP_copypaste: 0.333 0.511 0.354 0.189 0.356 0.458
2022-04-12 05:05:57,427 - mmdet - INFO - Epoch(val) [4][7330]   bbox_mAP: 0.3470, bbox_mAP_50: 0.5230, bbox_mAP_75: 0.3720, bbox_mAP_s: 0.1930, bbox_mAP_m: 0.3830, bbox_mAP_l: 0.4770, bbox_mAP_copypaste: 0.347 0.523 0.372 0.193 0.383 0.477
2022-04-12 06:18:39,438 - mmdet - INFO - Epoch(val) [5][7330]   bbox_mAP: 0.3640, bbox_mAP_50: 0.5460, bbox_mAP_75: 0.3870, bbox_mAP_s: 0.2110, bbox_mAP_m: 0.3910, bbox_mAP_l: 0.5100, bbox_mAP_copypaste: 0.364 0.546 0.387 0.211 0.391 0.510
2022-04-12 07:34:31,302 - mmdet - INFO - Epoch(val) [6][7330]   bbox_mAP: 0.3760, bbox_mAP_50: 0.5600, bbox_mAP_75: 0.4030, bbox_mAP_s: 0.2160, bbox_mAP_m: 0.4060, bbox_mAP_l: 0.5140, bbox_mAP_copypaste: 0.376 0.560 0.403 0.216 0.406 0.514
2022-04-12 08:47:14,789 - mmdet - INFO - Epoch(val) [7][7330]   bbox_mAP: 0.3830, bbox_mAP_50: 0.5630, bbox_mAP_75: 0.4090, bbox_mAP_s: 0.2110, bbox_mAP_m: 0.4170, bbox_mAP_l: 0.5280, bbox_mAP_copypaste: 0.383 0.563 0.409 0.211 0.417 0.528
2022-04-12 09:59:53,450 - mmdet - INFO - Epoch(val) [8][7330]   bbox_mAP: 0.3930, bbox_mAP_50: 0.5780, bbox_mAP_75: 0.4230, bbox_mAP_s: 0.2380, bbox_mAP_m: 0.4240, bbox_mAP_l: 0.5400, bbox_mAP_copypaste: 0.393 0.578 0.423 0.238 0.424 0.540
2022-04-12 11:12:28,376 - mmdet - INFO - Epoch(val) [9][7330]   bbox_mAP: 0.4190, bbox_mAP_50: 0.6060, bbox_mAP_75: 0.4500, bbox_mAP_s: 0.2500, bbox_mAP_m: 0.4450, bbox_mAP_l: 0.5750, bbox_mAP_copypaste: 0.419 0.606 0.450 0.250 0.445 0.575
2022-04-12 12:25:17,758 - mmdet - INFO - Epoch(val) [10][7330]  bbox_mAP: 0.4220, bbox_mAP_50: 0.6090, bbox_mAP_75: 0.4540, bbox_mAP_s: 0.2450, bbox_mAP_m: 0.4510, bbox_mAP_l: 0.5800, bbox_mAP_copypaste: 0.422 0.609 0.454 0.245 0.451 0.580
2022-04-12 13:37:56,010 - mmdet - INFO - Epoch(val) [11][7330]  bbox_mAP: 0.4250, bbox_mAP_50: 0.6120, bbox_mAP_75: 0.4560, bbox_mAP_s: 0.2460, bbox_mAP_m: 0.4510, bbox_mAP_l: 0.5830, bbox_mAP_copypaste: 0.425 0.612 0.456 0.246 0.451 0.583
2022-04-12 14:50:40,213 - mmdet - INFO - Epoch(val) [12][7330]  bbox_mAP: 0.4250, bbox_mAP_50: 0.6140, bbox_mAP_75: 0.4570, bbox_mAP_s: 0.2500, bbox_mAP_m: 0.4510, bbox_mAP_l: 0.5820, bbox_mAP_copypaste: 0.425 0.614 0.457 0.250 0.451 0.582
zhihou7 commented 2 years ago

Many thanks to you. That's very helpful. I do have not enough GPUs to reproduce the baseline in the University Lab. Therefore, the baseline log file is largely helpful.

Regards,