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The issue of non-reproducible results #2

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Ronronner001 opened this issue Aug 15, 2024 · 0 comments
Open

The issue of non-reproducible results #2

Ronronner001 opened this issue Aug 15, 2024 · 0 comments

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@Ronronner001
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Hi, thank you for sharing your code. However, I encountered an issue where the results are not reproducible. I ran the model with the exact same environment, parameters, and even fixed the random seed, but the results keep getting worse, and I can't achieve reproducibility. Have you ever faced this issue? How did you solve it?
This is the result of two training sessions with fixed random seeds.
[07/26 20:33:37] opendet2.evaluation.pascal_voc_evaluation INFO:

mAP WI AOSE AP@K P@K R@K AP@U P@U R@U
15.93 21.48 28328.00 63.69 9.21 91.35 16.36 28.97 29.44
[07/26 20:33:37] opendet2.engine.defaults INFO: Evaluation results for voc_coco_20000_test in csv format:
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: mAP=15.93
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: WI=21.48
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: AOSE=28328.0
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: AP@K=63.69
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: P@K=9.21
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: R@K=91.35
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: AP@U=16.36
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: P@U=28.97
[07/26 20:33:37] d2.evaluation.testing INFO: copypaste: R@U=29.44

[08/15 06:26:48] opendet2.evaluation.pascal_voc_evaluation INFO:

mAP WI AOSE AP@K P@K R@K AP@U P@U R@U
15.67 22.83 29788.00 62.66 9.03 91.50 16.42 30.29 28.87
[08/15 06:26:48] opendet2.engine.defaults INFO: Evaluation results for voc_coco_20000_test in csv format:
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: mAP=15.67
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: WI=22.83
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: AOSE=29788.0
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: AP@K=62.66
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: P@K=9.03
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: R@K=91.5
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: AP@U=16.42
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: P@U=30.29
[08/15 06:26:48] d2.evaluation.testing INFO: copypaste: R@U=28.87
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