Long-tailed Image Classification on iNaturalist 2018 (Shot Accuracy Breakdown)
72.7Overall AccuracyGLMC + SAMN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GLMC + SAMNBackbone=ResNeXt502026.06 | 72.7 | 64.4 | 73.7 | 73.6 | |
| GLMCBackbone=ResNeXt502026.06 | 72.2 | 64.6 | 73.2 | 73 | |
| IWBBackbone=ResNeXt502026.06 | 71.5 | 72.3 | 70.6 | 72.5 | |
| WD + MaxNormBackbone=ResNeXt502026.06 | 70.2 | 71.2 | 70.4 | 69.7 | |
| LogitAdjustBackbone=ResNeXt502026.06 | 69.4 | — | — | — | |
| DiVEBackbone=ResNeXt502026.06 | 69.1 | 70.6 | 70 | 67.6 | |
| AREABackbone=ResNeXt502026.06 | 68.4 | — | — | — | |
| τ-normBackbone=ResNeXt502026.06 | 65.6 | 65.6 | 65.3 | 65.5 | |
| cRTBackbone=ResNeXt502026.06 | 65.2 | 69 | 66 | 63.2 | |
| CEBackbone=ResNeXt502026.06 | 61.7 | 72.2 | 63 | 57.2 |