Image Classification on DomainNet Average ODG setting (leave-one-domain-out)
71.88AccuracyODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPBackbone Type=CLIP-based2024.03 | 71.88 | 68.97 | |
| STYLIPBackbone Type=CLIP-based2024.03 | 62.23 | 42.13 | |
| STYLIP + SDBackbone Type=CLIP-based2024.03 | 62.08 | 56.69 | |
| CLIPN + STYLIPBackbone Type=CLIP-based2024.03 | 61.38 | 44.54 | |
| PromptSRCBackbone Type=CLIP-based2024.03 | 60.4 | 35.03 | |
| PromptSRC + SDBackbone Type=CLIP-based2024.03 | 60.23 | 55.74 | |
| CLIPNBackbone Type=CLIP-based2024.03 | 59.67 | 43.37 | |
| MaPLeBackbone Type=CLIP-based2024.03 | 59.17 | 32.7 | |
| MaPLe + SDBackbone Type=CLIP-based2024.03 | 58.93 | 53.17 | |
| LASPBackbone Type=CLIP-based2024.03 | 55.4 | 33.32 | |
| CoCoOpBackbone Type=CLIP-based2024.03 | 54.66 | 27.96 | |
| CLIPBackbone Type=CLIP-based2024.03 | 54.27 | 45.79 | |
| CLIP + OSDABackbone Type=CLIP-based2024.03 | 53.75 | 38.7 | |
| CoOpBackbone Type=CLIP-based2024.03 | 52.85 | 27.18 | |
| CLIP + OpenMaxBackbone Type=CLIP-based2024.03 | 52.61 | 38.31 | |
| MEDICBackbone Type=CNN-based2024.03 | 38.97 | 35.29 | |
| DAMLBackbone Type=CNN-based2024.03 | 36.41 | 34.9 | |
| MixStyleBackbone Type=CNN-based2024.03 | 33.9 | 29.57 | |
| CumixBackbone Type=CNN-based2024.03 | 29.73 | 27.08 |