Image Classification on DomainNet Painting (leave-one-domain-out)
0.7928AccuracyODG-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPBackbone Type=CLIP-based2024.03 | 0.7928 | 0.7519 | |
| MaPLeBackbone Type=CLIP-based2024.03 | 0.6706 | 0.3038 | |
| PromptSRCBackbone Type=CLIP-based2024.03 | 0.6625 | 0.3233 | |
| CLIPN + STYLIPBackbone Type=CLIP-based2024.03 | 0.6522 | 0.4673 | |
| STYLIP + SDBackbone Type=CLIP-based2024.03 | 0.6504 | 0.5914 | |
| STYLIPBackbone Type=CLIP-based2024.03 | 0.648 | 0.4639 | |
| MaPLe + SDBackbone Type=CLIP-based2024.03 | 0.6421 | 0.564 | |
| CLIP + OSDABackbone Type=CLIP-based2024.03 | 0.6284 | 0.3902 | |
| CLIPNBackbone Type=CLIP-based2024.03 | 0.6264 | 0.4121 | |
| PromptSRC + SDBackbone Type=CLIP-based2024.03 | 0.6248 | 0.6034 | |
| CLIPBackbone Type=CLIP-based2024.03 | 0.6176 | 0.54 | |
| LASPBackbone Type=CLIP-based2024.03 | 0.6138 | 0.3408 | |
| CLIP + OpenMaxBackbone Type=CLIP-based2024.03 | 0.6002 | 0.3985 | |
| CoCoOpBackbone Type=CLIP-based2024.03 | 0.5994 | 0.2015 | |
| CoOpBackbone Type=CLIP-based2024.03 | 0.5894 | 0.2617 | |
| MEDICBackbone Type=CNN-based2024.03 | 0.4022 | 0.3573 | |
| DAMLBackbone Type=CNN-based2024.03 | 0.384 | 0.3525 | |
| MixStyleBackbone Type=CNN-based2024.03 | 0.3381 | 0.2968 | |
| CumixBackbone Type=CNN-based2024.03 | 0.2945 | 0.2772 |