Image Classification on DomainNet Real (ODG setting)
92.38AccODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPBackbone Type=CLIP-based2024.03 | 92.38 | 87.63 | |
| STYLIPBackbone Type=CLIP-based2024.03 | 86.52 | 53.07 | |
| STYLIP + SDBackbone Type=CLIP-based2024.03 | 85.19 | 74.45 | |
| CLIPN + STYLIPBackbone Type=CLIP-based2024.03 | 84.2 | 57.2 | |
| CLIPBackbone Type=CLIP-based2024.03 | 82.92 | 61.54 | |
| CLIPNBackbone Type=CLIP-based2024.03 | 82.49 | 56.08 | |
| CLIP + OSDABackbone Type=CLIP-based2024.03 | 82.34 | 55.04 | |
| CLIP + OpenMaxBackbone Type=CLIP-based2024.03 | 80.28 | 52.94 | |
| PromptSRC + SDBackbone Type=CLIP-based2024.03 | 79.93 | 70.76 | |
| MaPLe + SDBackbone Type=CLIP-based2024.03 | 79.27 | 69.1 | |
| PromptSRCBackbone Type=CLIP-based2024.03 | 79.17 | 43.98 | |
| MaPLeBackbone Type=CLIP-based2024.03 | 78.14 | 42.21 | |
| CoCoOpBackbone Type=CLIP-based2024.03 | 77.32 | 37.01 | |
| LASPBackbone Type=CLIP-based2024.03 | 75.29 | 43.08 | |
| CoOpBackbone Type=CLIP-based2024.03 | 72.58 | 34.11 | |
| MEDICBackbone Type=CNN-based2024.03 | 64.6 | 53.33 | |
| DAMLBackbone Type=CNN-based2024.03 | 59.47 | 54.49 | |
| MixStyleBackbone Type=CNN-based2024.03 | 58.29 | 46.47 | |
| CumixBackbone Type=CNN-based2024.03 | 55.76 | 44.63 |