/dfake

Deepfake Detection Challenge

Primary LanguagePython

Deepfake Detection Challenge

Validation and Leaderboard Progress

... and I stopped tracking scores here at 0.33915 :( but best public LB score in the repo is 0.270

Model (.scripts/ folder) Image Size Epochs Bag TTA Fold Val LB Comment
2XSPPSeresnext50; 2XTSM Resnet50 224 16,17; 4,5 1 Hflip 0 0.168, 0.163; 0.158, 0.196 0.33915 Cosine restart at 10; ratio clip; BSize 4; spp15 single lstm 256 HU tsm01 TSM with avg consesnus
2XSPPSeresnext50; 2XTSM Resnet50 224 16,17; 4,5 1 None 0 0.168, 0.163; 0.158, 0.196 0.34033 Cosine restart at 10; ratio clip; BSize 4; spp15 single lstm 256 HU tsm01 TSM with avg consesnus
2XSPPResnet50; 2XTSM Resnet50 224 6,8; 4,5 1 Hflip 0 0.183, 0.174; 0.158, 0.196 0.34486 Change clip to ratio clip; spp14 single lstm 256 HU tsm01 TSM with avg consesnus
2XSPPResnet50; 2XTSM Resnet50 224 6,8; 4,5 1 Hflip 0 0.183, 0.174; 0.158, 0.196 0.34683 spp14 single lstm 256 HU tsm01 TSM with avg consesnus
2XSPPResnet50; 2XTSM Resnet50 224 6,8; 4,5 1 NA 0 0.183, 0.174; 0.158, 0.196 0.35405 spp14 single lstm 256 HU tsm01 TSM with avg consesnus
Resnet50 and one 34; SPPNet 224 7,8,9 3 NA 0 ~0.174 (0.183, 0.182, 0.174) 0.362 spp14 single lstm 256 HU
Resnet34; SPPNet 224 7,8,9 3 NA 0 0.1786 (0.179, 0.219, 0.210) 0.386 spp13 single lstm 256 HU