Long-tailed Recognition on iNaturalist 2018
80.2Top-1 AccuracyRAC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RACFine-tuning from foundation model=true2026.04 | 80.2 | — | — | — | — | — | 5.4 | |
| MAEtraining_mode=fine-tune, pre-training=ImageNet-1K2024.11 | 79.9 | — | — | — | — | — | — | |
| LIFTFine-tuning from foundation model=true2026.04 | 79.1 | — | — | — | — | — | 3.9 | |
| VL-LTRFine-tuning from foundation model=true2026.04 | 76.8 | — | — | — | — | — | 0.9 | |
| LiVTFine-tuning from foundation model=false2026.04 | 76.1 | — | — | — | — | — | — | |
| LPTFine-tuning from foundation model=true2026.04 | 76.1 | — | — | — | — | — | 0 | |
| GLMC + Lossmodule=Loss2026.05 | 74.9 | — | — | — | — | — | — | |
| GLMC + Loss + LRmodule=Loss + LR2026.05 | 74.8 | — | — | — | — | — | — | |
| GLMC + SELauxiliary_module=SEL2026.05 | 74.5 | — | — | — | — | — | — | |
| Attention Distillationpre-training=ImageNet-1K2024.11 | 74.1 | — | — | — | — | — | — | |
| IP-DPPvenue=NeurIPS252026.05 | 74 | — | — | — | — | — | — | |
| PaCoFine-tuning from foundation model=false2026.04 | 73.2 | — | — | — | — | — | — | |
| FeatReconvenue=ICLR252026.05 | 72.9 | — | — | — | — | — | — | |
| RIDEexperts=3, venue=ICLR212026.05 | 72.2 | — | — | — | — | — | — | |
| GLMCvenue=CVPR232026.05 | 72.2 | — | — | — | — | — | — | |
| Attention Copypre-training=ImageNet-1K2024.11 | 71.8 | — | — | — | — | — | — | |
| Focal-SAMvenue=ICML252026.05 | 71.8 | — | — | — | — | — | — | |
| MiSLASFine-tuning from foundation model=false2026.04 | 71.6 | — | — | — | — | — | — | |
| MiSLASvenue=AISTATS232026.05 | 71.6 | — | — | — | — | — | — | |
| TSCvenue=CVPR222026.05 | 69.7 | — | — | — | — | — | — | |
| SELvenue=ICCV252026.05 | 69.1 | — | — | — | — | — | — | |
| KCLvenue=ICLR212026.05 | 68.6 | — | — | — | — | — | — | |
| BBNvenue=CVPR202026.05 | 66.3 | — | — | — | — | — | — | |
| CE + Lossreproduced=true, module=Loss2026.05 | 66.3 | — | — | — | — | — | — | |
| CE + Loss + LRreproduced=true, module=Loss + LR2026.05 | 65.8 | — | — | — | — | — | — | |
| CMO + Lossmodule=Loss2026.05 | 65.6 | — | — | — | — | — | — | |
| cRTFine-tuning from foundation model=false2026.04 | 65.2 | — | — | — | — | — | — | |
| CMO + Loss + LRmodule=Loss + LR2026.05 | 65.1 | — | — | — | — | — | — | |
| CMOvenue=CVPR222026.05 | 64.5 | — | — | — | — | — | — | |
| MAEtraining_mode=scratch2024.11 | 64.3 | — | — | — | — | — | — | |
| CEreproduced=true2026.05 | 63.5 | — | — | — | — | — | — | |
| Balanced SoftmaxPrior=false2021.07 | — | 65.5 | 70.5 | 70.8 | 70.7 | — | — | |
| LADEPrior=false2021.07 | — | 68.4 | 69 | 69.3 | 69.6 | 69.5 | — | |
| LADEPrior=true2021.07 | — | 69.1 | 69.3 | 70.2 | — | — | — | |
| MISLASPrior=false2021.07 | — | 64.7 | 70.6 | 70.7 | — | — | — | |
| RIDEPrior=false2021.07 | — | 71.5 | 71.9 | 71.8 | 71.9 | 71.8 | — | |
| SADEPrior=false2021.07 | — | 72.3 | 72.5 | 72.9 | 73.5 | 73.3 | — | |
| SoftmaxPrior=false2021.07 | — | 65.4 | 70.3 | 70.8 | 70.8 | 70.2 | — |