Image Classification on iWILDCam OOD
72.68AccuracyLRWOpt
Evaluation results
| Method | Links | |
|---|---|---|
| LRWOptselection_strategy=Optimized2024.03 | 72.68 | |
| LRW-Hardselection_strategy=Hard2024.03 | 72.56 | |
| LRW-Easyselection_strategy=Easy2024.03 | 72.12 | |
| MAPLE2024.03 | 71.59 | |
| STABLENET2024.03 | 71.52 | |
| LRW-Randomselection_strategy=Random2024.03 | 71.46 | |
| FSR2024.03 | 71.45 | |
| MBR2024.03 | 71.4 | |
| ERM2024.03 | 71.32 | |
| RHO-LOSS2024.03 | 71.13 | |
| MWN2024.03 | 71.02 | |
| EVILBackbone=CLIP ViT-B/16, Protocol=Sparse Training2025.12 | 37.4 | |
| FLYPEnsembling=true2022.12 | 37.1 | |
| LP-FTEnsembling=true2022.12 | 35.7 | |
| FLYPEnsembling=false2022.12 | 35.6 | |
| L2-SPEnsembling=false2022.12 | 35.3 | |
| L2-SPEnsembling=true2022.12 | 35.3 | |
| FTEnsembling=false2022.12 | 35 | |
| FTEnsembling=true2022.12 | 35 | |
| FinetuningBackbone=CLIP ViT-B/16, Protocol=Finetuning2025.12 | 35 | |
| LP-FTEnsembling=false2022.12 | 34.7 | |
| LPEnsembling=true2022.12 | 31.7 | |
| LPEnsembling=false2022.12 | 31.1 | |
| ZeroshotEnsembling=false2022.12 | 11.02 | |
| ZeroshotEnsembling=true2022.12 | 11.02 | |
| ZeroshotBackbone=CLIP ViT-B/16, Protocol=Zero-shot2025.12 | 11 |