Hierarchical classification on iNaturalist-19 (test)
80.81AccuracyHier-COS
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Hier-COSBackbone=ViT2025.03 | 80.81 | — | 0.98 | 1.73 | 0.33 | 0.97 | 1.61 | 0.8 | 0.86 | |
| Cross EntropyBackbone=ViT2025.03 | 78.39 | — | 0.53 | 1.72 | 0.37 | 1.38 | 2.61 | 0.52 | 0.25 | |
| Hier-COSBackbone=ResNet-502025.03 | 71.15 | — | 0.96 | 2.06 | 0.59 | 1.13 | 1.72 | 0.71 | 0.81 | |
| HAFrameBackbone=ResNet-502025.03 | 71.13 | — | 0.89 | 2.05 | 0.59 | 1.14 | 1.74 | 0.7 | 0.79 | |
| HAFeat-IBackbone=ResNet-502025.03 | 70.96 | — | 0.55 | 2.15 | 0.62 | 1.55 | 2.67 | 0.47 | 0.23 | |
| Cross EntropyBackbone=ResNet-502025.03 | 70.86 | — | 0.46 | 2.23 | 0.65 | 1.95 | 3.37 | 0.28 | 0.08 | |
| HXE+CRMBackbone=ResNet-502025.03 | 70.67 | — | — | 2.16 | 0.63 | 1.17 | 1.75 | — | — | |
| Flamingo-IBackbone=ResNet-502025.03 | 70.37 | — | 0.47 | 2.14 | 0.63 | 1.78 | 3.27 | 0.34 | 0.09 | |
| HAFeat-IIBackbone=ResNet-502025.03 | 70.26 | — | 0.55 | 2.19 | 0.65 | 1.46 | 2.46 | 0.51 | 0.28 | |
| Flamingo-IIBackbone=ResNet-502025.03 | 70.19 | — | 0.47 | 2.16 | 0.64 | 1.77 | 3.3 | 0.35 | 0.09 | |
| Soft-labelsBackbone=ResNet-50, beta=302025.03 | 58.01 | — | — | 2.31 | 0.97 | 1.4 | 1.91 | — | — | |
| YOLO-v2Backbone=ResNet-502025.03 | 55.83 | — | — | 2.43 | 1.1 | 1.5 | 1.99 | — | — | |
| Barz & DenzlerBackbone=ResNet-502025.03 | 37.37 | — | — | 1.99 | 1.24 | 1.49 | 1.97 | — | — | |
| Soft-labelsBackbone=ResNet-50, beta=42025.03 | 22.66 | — | — | 2.06 | 1.6 | 1.72 | 2.14 | — | — |