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Reproduction results on MVTec LOCO differ from reported paper results #5

@zhiqing0205

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@zhiqing0205

Hello,

First of all, thank you very much for sharing this excellent work and the codebase. I carefully followed the instructions in the README to reproduce the experiments, using the compressed dataset provided in the link you shared.

However, I noticed that when evaluating on the MVTec LOCO dataset, my reproduced results are consistently lower than those reported in the paper. Below are the comparisons:

Reproduced results:

class logical struct mean
breakfast_box 90.79 78.69 84.74
juice_bottle 99.02 97.91 98.46
pushpins 99.91 96.41 98.16
screw_bag 90.65 95.60 93.13
splicing_connectors 95.14 97.89 96.52
avg 95.10 93.30 94.20

Reported in the paper:

class logical struct mean
breakfast_box 92.9 85.7 89.3
juice_bottle 99.7 99.6 99.7
pushpins 100.0 98.8 99.4
screw_bag 93.9 96.0 95.0
splicing_connectors 96.0 98.6 97.3
avg 96.5 95.7 96.1

I understand that some variation is expected, but the gap in certain categories (e.g., breakfast_box) seems larger than I anticipated.

Would you kindly let me know if there are any additional steps, preprocessing details, or settings I might have overlooked? I would really appreciate your guidance whenever you have time.

Thank you again for your work and for making the resources available.

Best regards,
zhiqing

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