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
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:
Reported in the paper:
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