Image Classification on CIFAR-10 001
68.2WG ScoreERM Adapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ERM AdapterBackbone=CLIP RN-50, Evaluation Protocol=Adapter2022.07 | 68.2 | 87.3 | 19.1 | |
| Contrastive AdapterBackbone=CLIP RN-50, Evaluation Protocol=Contrastive Adaptation2022.07 | 59.7 | 82 | 22.3 | |
| WiSE-FTBackbone=CLIP RN-50, Evaluation Protocol=Fine-tuning2022.07 | 53.3 | 81.1 | 27.8 | |
| DFR (Up)Backbone=CLIP RN-50, Evaluation Protocol=Upsample DFR2022.07 | 45 | 78.3 | 33.3 | |
| ERM LPBackbone=CLIP RN-50, Evaluation Protocol=Linear Probing2022.07 | 44 | 75.2 | 31.2 | |
| Zero-ShotBackbone=CLIP RN-50, Evaluation Protocol=Zero-Shot2022.07 | 31.4 | 69.8 | 38.4 | |
| DFR (Sub)Backbone=CLIP RN-50, Evaluation Protocol=Subsample DFR2022.07 | 18.1 | 58.7 | 40.6 |