Image Classification on BREEDS Nonliving-26
61.3WG ScoreERM Adapter
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ERM AdapterBackbone=CLIP RN-50, Evaluation Protocol=Adapter2022.07 | 61.3 | 92.1 | 30.8 | |
| Group PromptBackbone=CLIP RN-50, Evaluation Protocol=Prompting2022.07 | 56 | 87.1 | 31.1 | |
| Contrastive AdapterBackbone=CLIP RN-50, Evaluation Protocol=Contrastive Adaptation2022.07 | 55.3 | 88.1 | 32.8 | |
| WiSE-FTBackbone=CLIP RN-50, Evaluation Protocol=Fine-tuning2022.07 | 36.7 | 83.6 | 46.9 | |
| ERM LPBackbone=CLIP RN-50, Evaluation Protocol=Linear Probing2022.07 | 32 | 82.3 | 50.3 | |
| DFR (Up)Backbone=CLIP RN-50, Evaluation Protocol=Upsample DFR2022.07 | 30 | 83.6 | 53.6 | |
| DFR (Sub)Backbone=CLIP RN-50, Evaluation Protocol=Subsample DFR2022.07 | 29.3 | 80.6 | 51.3 | |
| Zero-ShotBackbone=CLIP RN-50, Evaluation Protocol=Zero-Shot2022.07 | 6 | 72.3 | 66.3 |