Image Classification on DomainNet-345 (target)
76.7Overall AccuracyPGPR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PGPRBackbone=CLIP ViT-L/14@336px, Encoder status=frozen, Classifier=learnable2024.03 | 76.7 | 77.5 | 71.1 | 84.4 | 73.7 | |
| S+TBackbone=CLIP ViT-L/14@336px, Encoder status=frozen, Classifier=learnable2024.03 | 75.4 | 77.3 | 68.9 | 84.1 | 71.1 | |
| DANCEBackbone=CLIP ViT-L/14@336px, Encoder status=frozen, Classifier=learnable2024.03 | 74.6 | 77 | 67.5 | 84.1 | 69.6 | |
| PGPREncoder=CLIP2024.03 | 73.7 | — | — | — | — | |
| UniOTBackbone=CLIP ViT-L/14@336px, Encoder status=frozen, Classifier=learnable2024.03 | 71.4 | 77.4 | 61.8 | 81.6 | 64.7 | |
| OVANetEncoder=CLIP2024.03 | 71.2 | — | — | — | — | |
| S+TEncoder=CLIP2024.03 | 71.1 | — | — | — | — | |
| ProMLEncoder=CLIP2024.03 | 71.1 | — | — | — | — | |
| DANCEEncoder=CLIP2024.03 | 69.6 | — | — | — | — | |
| CDACEncoder=CLIP2024.03 | 69.3 | — | — | — | — | |
| DRwEncoder=CLIP2024.03 | 69.2 | — | — | — | — | |
| AdaMatchEncoder=CLIP2024.03 | 68.6 | — | — | — | — | |
| UniOTEncoder=CLIP2024.03 | 64.7 | — | — | — | — |