Classification on MarathiSign
99.99AccuracyConf. Penalty
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Conf. PenaltyBackbone=ResNet50, beta=0.12026.03 | 99.99 | 99.99 | 29.6596 | 43.93 | 17.5 | |
| Cosine (Stable)Backbone=ResNet502026.03 | 99.99 | 99.99 | 54.8139 | 73.21 | 5.5 | |
| BaselineBackbone=ResNet502026.03 | 99.98 | 99.98 | 35.41 | 45.07 | 15.5 | |
| Conf. PenaltyBackbone=ResNet50, beta=0.22026.03 | 99.98 | 99.98 | 30.3697 | 32.88 | 33 | |
| FocalBackbone=ResNet50, gamma=2, alpha=0.252026.03 | 99.98 | 99.98 | 24.95 | 40.16 | 17 | |
| FocalBackbone=ResNet50, gamma=3, alpha=0.252026.03 | 99.98 | 99.98 | 28.1206 | 42.86 | 16.5 | |
| Cosine (Unst.)Backbone=ResNet502026.03 | 99.97 | 99.97 | 33.8287 | 64.27 | 6.5 | |
| Label SmoothingBackbone=ResNet50, epsilon=0.12026.03 | 99.97 | 99.97 | 33.5266 | 17.58 | 36 | |
| Label SmoothingBackbone=ResNet50, epsilon=0.22026.03 | 99.97 | 99.97 | 38.7093 | 16.41 | 36 | |
| ArcFaceBackbone=PVT, m=0.7, s=302026.03 | 99.97 | 99.97 | 4.2108 | 11.32 | 36 | |
| FocalBackbone=PVT, gamma=3, alpha=0.252026.03 | 99.97 | 99.96 | 2.724 | 27.49 | 19.33 | |
| Center LossBackbone=PVT, lambda=12026.03 | 99.95 | 99.95 | 5.1746 | 18.24 | 29.67 | |
| Conf. PenaltyBackbone=PVT, beta=0.22026.03 | 99.95 | 99.94 | 3.6912 | 15.04 | 33.67 | |
| EuclideanBackbone=PVT2026.03 | 99.94 | 99.94 | 4.3621 | 50.35 | 14.25 | |
| FocalBackbone=PVT, gamma=2, alpha=0.252026.03 | 99.93 | 99.93 | 2.5648 | 28.53 | 19.33 | |
| ArcFaceBackbone=PVT, m=0.3, s=302026.03 | 99.92 | 99.92 | 7.5158 | 17.56 | 28 | |
| Label SmoothingBackbone=PVT, epsilon=0.22026.03 | 99.92 | 99.91 | 2.6977 | 11.9 | 35 | |
| Cosine (Unst.)Backbone=PVT2026.03 | 99.91 | 99.91 | 7.3447 | 55.52 | 7 | |
| EuclideanBackbone=ResNet502026.03 | 99.84 | 99.83 | 50.205 | 27.87 | 50 | |
| BaselineBackbone=PVT2026.03 | 99.65 | 99.64 | 2.85 | 21.35 | 24.75 |