Domain Generalization on DomainNet Mini
96.65AccuracyODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPBackbone Category=CLIP-based2024.03 | 96.65 | — | |
| ODG-CLIPArchitecture=CLIP-based2024.03 | 95.68 | 94.48 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 86.59 | 76.18 | |
| CLIPArchitecture=CLIP-based2024.03 | 84.5 | 68.94 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 84.12 | 83.21 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 83.87 | 82.95 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 83.79 | 79.3 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 82 | 73.62 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 81.89 | 69.4 | |
| StyLIPBackbone Category=CLIP-based2024.03 | 80.43 | — | |
| STYLIPArchitecture=CLIP-based2024.03 | 80.22 | 69.11 | |
| CLIPBackbone Category=CLIP-based2024.03 | 78.73 | — | |
| CLIPNArchitecture=CLIP-based2024.03 | 77.38 | 66.92 | |
| PromptSRCBackbone Category=CLIP-based2024.03 | 76.1 | — | |
| MaPLeArchitecture=CLIP-based2024.03 | 74.67 | 60.57 | |
| MaPLeBackbone Category=CLIP-based2024.03 | 73.87 | — | |
| PromptSRCArchitecture=CLIP-based2024.03 | 73.6 | 62.56 | |
| CoOpBackbone Category=CLIP-based2024.03 | 72.3 | — | |
| CoCoOpBackbone Category=CLIP-based2024.03 | 71.51 | — | |
| LASPBackbone Category=CLIP-based2024.03 | 70.67 | — | |
| LASPArchitecture=CLIP-based2024.03 | 62.34 | 61.56 | |
| CoOpArchitecture=CLIP-based2024.03 | 61.13 | 68.34 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 60.63 | 56.3 | |
| MEDICArchitecture=CNN-based2024.03 | 55.29 | 45.71 | |
| DAMLArchitecture=CNN-based2024.03 | 52.81 | 43.63 | |
| MixStyleArchitecture=CNN-based2024.03 | 50.43 | 40.25 | |
| CumixArchitecture=CNN-based2024.03 | 50.27 | 39.16 |