Image Classification on iNaturalist 2018 (Shot Frequency Analysis)
70.7Top-1 Accuracy (Overall)ALA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ALABackbone=ResNet-502026.01 | 70.7 | 71.3 | 70.8 | 70.4 | |
| Ours + BSBackbone=ResNet-502026.01 | 70.1 | 71.6 | 69.91 | 68.81 | |
| Balanced SoftmaxBackbone=ResNet-502026.01 | 69.8 | — | — | — | |
| Ours + LABackbone=ResNet-502026.01 | 69.57 | 71.37 | 69.25 | 68.1 | |
| Logit AdjustBackbone=ResNet-502026.01 | 66.4 | — | — | — | |
| BBNBackbone=ResNet-502026.01 | 66.3 | 49.4 | 70.8 | 65.3 | |
| LWSBackbone=ResNet-502026.01 | 65.9 | 65 | 66.3 | 65.5 | |
| cRTBackbone=ResNet-502026.01 | 65.2 | 69 | 66 | 63.2 | |
| Ours + CEBackbone=ResNet-502026.01 | 64.9 | 72.68 | 63.91 | 58.12 | |
| LDAM-DRWBackbone=ResNet-502026.01 | 64.6 | — | — | — | |
| Cross-EntropyBackbone=ResNet-502026.01 | 61.7 | 72.2 | 63 | 57.2 | |
| CB-FocalBackbone=ResNet-502026.01 | 61.1 | — | — | — |