Animal Recognition on iWildCam (21 new locations)
41.59Overall AccuracySGD + L_distill
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SGD + L_distillBackbone=ResNet-50, Loss=Distillation2023.11 | 41.59 | 50.4 | 54.23 | 17.9 | |
| LOLSGD + L_distillBackbone=ResNet-50, Loss=Distillation2023.11 | 40.49 | 47.3 | 55.27 | 25.16 | |
| LOLSGD + L_distill + SEBackbone=ResNet-50, Loss=Distillation, Ensemble=SE2023.11 | 39.96 | 44.79 | 58.22 | 25.66 | |
| LOLSGDBackbone=ResNet-502023.11 | 38.12 | 48.91 | 52.49 | 13.3 | |
| SGDBackbone=ResNet-502023.11 | 36.53 | 49 | 50.93 | 7.91 | |
| SGD + L_rankBackbone=ResNet-50, Loss=Ranking2023.11 | 36.28 | 40.98 | 56.13 | 19.76 | |
| SourceBackbone=ResNet-502023.11 | 35.71 | 35.74 | 58.4 | 26.43 | |
| Naive TargetBackbone=ResNet-502023.11 | 35.38 | 51.08 | 52.72 | 1.9 | |
| LOLSGD + L_rankBackbone=ResNet-50, Loss=Ranking2023.11 | 33.94 | 37.62 | 53.4 | 19.42 |