Image Classification on BREEDS Living-17
70.7WG ScoreERM Adapter
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ERM AdapterBackbone=CLIP RN-50, Evaluation Protocol=Adapter2022.07 | 70.7 | 93.9 | 23.2 | — | |
| Contrastive AdapterBackbone=CLIP RN-50, Evaluation Protocol=Contrastive Adaptation2022.07 | 62 | 90.9 | 28.9 | — | |
| ERM LPBackbone=CLIP RN-50, Evaluation Protocol=Linear Probing2022.07 | 53.3 | 90.8 | 37.5 | — | |
| WiSE-FTBackbone=CLIP RN-50, Evaluation Protocol=Fine-tuning2022.07 | 53.3 | 90.8 | 37.5 | — | |
| DFR (Sub)Backbone=CLIP RN-50, Evaluation Protocol=Subsample DFR2022.07 | 46.7 | 89.3 | 42.6 | — | |
| DFR (Up)Backbone=CLIP RN-50, Evaluation Protocol=Upsample DFR2022.07 | 44 | 86.4 | 42.4 | — | |
| Group PromptBackbone=CLIP RN-50, Evaluation Protocol=Prompting2022.07 | 30 | 90.6 | 60.6 | — | |
| Zero-ShotBackbone=CLIP RN-50, Evaluation Protocol=Zero-Shot2022.07 | 6 | 86.7 | 80.7 | — | |
| Any-shift Prompting2024.02 | — | — | — | 88.41 | |
| CLIP2024.02 | — | — | — | 86.94 | |
| CoCoOp2024.02 | — | — | — | 87.24 | |
| CoOp2024.02 | — | — | — | 87.11 |