Image Classification on FMOW-WILDS
6.8WG ErrorDFR (Sub)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DFR (Sub)Backbone=CLIP RN-50, Evaluation Protocol=Subsample DFR2022.07 | 6.8 | 10.2 | 3.4 | |
| Zero-ShotBackbone=CLIP RN-50, Evaluation Protocol=Zero-Shot2022.07 | 10.5 | 13.2 | 2.7 | |
| ERM LPBackbone=CLIP RN-50, Evaluation Protocol=Linear Probing2022.07 | 21.6 | 24.1 | 2.5 | |
| WiSE-FTBackbone=CLIP RN-50, Evaluation Protocol=Fine-tuning2022.07 | 21.6 | 24.1 | 2.5 | |
| DFR (Up)Backbone=CLIP RN-50, Evaluation Protocol=Upsample DFR2022.07 | 27 | 28.7 | 1.7 | |
| Contrastive AdapterBackbone=CLIP RN-50, Evaluation Protocol=Contrastive Adaptation2022.07 | 39.2 | 41.9 | 2.7 | |
| ERM AdapterBackbone=CLIP RN-50, Evaluation Protocol=Adapter2022.07 | 41.3 | 43.6 | 2.3 |