NFNetL1V1-100-0.57141 20211231
SmilingWolf
released this
31 Dec 17:52
·
90 commits
to main
since this release
- NFNet, L1 (based on
timm
Lx model definitions), 100 epochs, F1 @ 0.4 at the end of the 100th epoch was 0.57141 - Trained on Danbooru2020 512px SFW subset, modulos 0000-0599
- 320px per side
- alpha to white
- padding to make the image square is white
- channel order is BGR, scaled to 0-1
- mixup alpha = 0.2 during epochs 76-100
- analyze_metrics on Danbooru2020 original set, modulos 0984-0999:
{'thres': 0.3485, 'F1': 0.6133, 'F2': 0.6133, 'MCC': 0.6094, 'A': 0.9923, 'R': 0.6133, 'P': 0.6133}
- analyze_metrics on image IDs 4970000-5000000:
{'thres': 0.3148, 'F1': 0.5942, 'F2': 0.5941, 'MCC': 0.5892, 'A': 0.9901, 'R': 0.5940, 'P': 0.5943}