Long-tailed Visual Recognition on iNaturalist 2018 (test)
75.3AccuracyCBDENS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CBDENSBackbone=ResNet-1012021.04 | 75.3 | — | — | — | — | — | — | — | — | |
| NCL (ensemble)Backbone=ResNet-50, Expert Count=All2022.03 | 74.9 | 72.7 | 75.6 | 74.5 | — | — | — | — | — | |
| NCL (single)Backbone=ResNet-50, Expert Count=12022.03 | 74.2 | 72 | 74.9 | 73.8 | — | — | — | — | — | |
| CBDENSBackbone=ResNet-502021.04 | 73.6 | — | — | — | — | — | — | — | — | |
| PaCoBackbone=ResNet-502022.03 | 73.2 | — | — | — | — | — | — | — | — | |
| SSDBackbone=ResNet-502022.03 | 72.9 | — | — | — | — | — | — | — | — | |
| ACEBackbone=ResNet-502022.03 | 72.9 | — | — | — | — | — | — | — | — | |
| RIDEBackbone=ResNet-502022.03 | 72.6 | 70.9 | 72.4 | 73.1 | — | — | — | — | — | |
| PaCOBells and whistles=true2023.02 | 72.3 | 69.5 | 72.3 | 73.1 | — | — | — | — | — | |
| BSCE (baseline)Backbone=ResNet-502022.03 | 71.6 | 67.5 | 72 | 71.5 | — | — | — | — | — | |
| RIDEBells and whistles=true2023.02 | 71.3 | 66.5 | 72.1 | 71.5 | — | — | — | — | — | |
| CAMBackbone=ResNet-502022.03 | 70.9 | — | — | — | — | — | — | — | — | |
| Logit Adj.Backbone=ResNet-1012021.04 | 70.8 | — | — | — | — | — | — | — | — | |
| CRTBackbone=ResNet-1012021.04 | 70.7 | — | — | — | — | — | — | — | — | |
| DisAlignBells and whistles=false2023.02 | 70.6 | 69 | 71.1 | 70.2 | — | — | — | — | — | |
| PC (Ours)Bells and whistles=false2023.02 | 70.6 | 71.6 | 70.6 | 70.2 | — | — | — | — | — | |
| CBDBackbone=ResNet-1012021.04 | 70.5 | — | — | — | — | — | — | — | — | |
| WD + WD + MaxBells and whistles=false2023.02 | 70.2 | 71.2 | 70.4 | 69.7 | — | — | — | — | — | |
| ELF(LDAM)Backbone=ResNet-502021.04 | 69.8 | — | — | — | — | — | — | — | — | |
| LWSBackbone=ResNet-1012021.04 | 69.7 | — | — | — | — | — | — | — | — | |
| DRO-LTBells and whistles=false2023.02 | 69.7 | — | — | — | — | — | — | — | — | |
| LWSBackbone=ResNet-502021.04 | 69.5 | — | — | — | — | — | — | — | — | |
| Logit Adj.Backbone=ResNet-502021.04 | 68.4 | — | — | — | — | — | — | — | — | |
| CBDBackbone=ResNet-502021.04 | 68.4 | — | — | — | — | — | — | — | — | |
| CRTBackbone=ResNet-502021.04 | 68.2 | — | — | — | — | — | — | — | — | |
| CRT+SSPBackbone=ResNet-502021.04 | 68.1 | — | — | — | — | — | — | — | — | |
| LDAM+DRWBackbone=ResNet-502022.03 | 68 | — | — | — | — | — | — | — | — | |
| DAPBackbone=ResNet-502022.03 | 67.6 | — | — | — | — | — | — | — | — | |
| Logit Adj.Backbone=ResNet-502022.03 | 66.4 | — | — | — | — | — | — | — | — | |
| BBNBackbone=ResNet-502022.03 | 66.3 | 49.4 | 70.8 | 65.3 | — | — | — | — | — | |
| LWSBackbone=ResNet-502022.03 | 65.9 | 65 | 66.3 | 65.5 | — | — | — | — | — | |
| T-normBackbone=ResNet-502022.03 | 65.6 | 65.6 | 65.3 | 65.9 | — | — | — | — | — | |
| WDBells and whistles=false2023.02 | 65.4 | 74.5 | 66.5 | 61.5 | — | — | — | — | — | |
| CRTBackbone=ResNet-502022.03 | 65.2 | 69 | 66 | 63.2 | — | — | — | — | — | |
| cRTBells and whistles=false2023.02 | 65.2 | 69 | 66 | 63.2 | — | — | — | — | — | |
| OLTRBackbone=ResNet-502022.03 | 63.9 | 59 | 64.1 | 64.9 | — | — | — | — | — | |
| NCMBells and whistles=false2023.02 | 63.1 | 61 | 63.5 | 63.3 | — | — | — | — | — | |
| CEBells and whistles=false2023.02 | 61.7 | 72.2 | 63 | 57.2 | — | — | — | — | — | |
| Focal LossBells and whistles=false2023.02 | 61.1 | — | — | — | — | — | — | — | — | |
| BSPrior=false2021.07 | — | — | — | — | 70.3 | 70.5 | 70.6 | 70.6 | 70.8 | |
| LADEPrior=false2021.07 | — | — | — | — | 68.4 | 69 | 69.3 | 69.6 | 69.5 | |
| LADEPrior=true2021.07 | — | — | — | — | 69.1 | 69.3 | 70.2 | — | — | |
| MISLASPrior=false2021.07 | — | — | — | — | 70.8 | 70.8 | 70.7 | 70.7 | 70.2 | |
| 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 | 65.5 | 64.7 | 64 | 63.4 |