Image Classification on CIFAR-10.02
68.8WG ScoreERM Adapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ERM AdapterBackbone=CLIP RN-50, Evaluation Protocol=Adapter2022.07 | 68.8 | 86 | 17.2 | |
| Contrastive AdapterBackbone=CLIP RN-50, Evaluation Protocol=Contrastive Adaptation2022.07 | 60.7 | 80.9 | 20.2 | |
| WiSE-FTBackbone=CLIP RN-50, Evaluation Protocol=Fine-tuning2022.07 | 58.2 | 79.1 | 20.9 | |
| ERM LPBackbone=CLIP RN-50, Evaluation Protocol=Linear Probing2022.07 | 51.3 | 77.7 | 26.4 | |
| DFR (Sub)Backbone=CLIP RN-50, Evaluation Protocol=Subsample DFR2022.07 | 45 | 75 | 30 | |
| DFR (Up)Backbone=CLIP RN-50, Evaluation Protocol=Upsample DFR2022.07 | 38.5 | 77.9 | 39.4 | |
| Zero-ShotBackbone=CLIP RN-50, Evaluation Protocol=Zero-Shot2022.07 | 31.9 | 79.9 | 48 |