Domain Generalization on OfficeHome (Acc, H-score)
98.32AccODG-CLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ODG-CLIPArchitecture=CLIP-based2024.03 | 98.32 | 96.08 | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 85.51 | 81.22 | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 85.02 | 80.6 | |
| STYLIPArchitecture=CLIP-based2024.03 | 84.73 | 60.97 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 84.6 | 83.31 | |
| CLIPNArchitecture=CLIP-based2024.03 | 84.55 | 42.83 | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 83.67 | 76.5 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 82.58 | 67.35 | |
| CLIPArchitecture=CLIP-based2024.03 | 81.43 | 63.62 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 81 | 61.54 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 80.21 | 36.4 | |
| MaPLeArchitecture=CLIP-based2024.03 | 79.47 | 33.06 | |
| LASPArchitecture=CLIP-based2024.03 | 76.13 | 34.52 | |
| CoCoOpArchitecture=CLIP-based2024.03 | 75.38 | 34.38 | |
| CoOpArchitecture=CLIP-based2024.03 | 73.85 | 36.26 | |
| SCI-PD2024.04 | 63.66 | 58.07 | |
| CORAL2024.04 | 63.37 | 56.84 | |
| DAML2024.04 | 62.22 | 56.86 | |
| XDED2024.04 | 61.96 | 55.65 | |
| EDir-CORAL2024.04 | 61.9 | 56.76 | |
| MMD2024.04 | 61.21 | 54.69 | |
| Mixstyle2024.04 | 61.15 | 54.68 | |
| CLIPBase2024.04 | 60.8 | 55.54 | |
| MEDICArchitecture=CNN-based2024.03 | 60.26 | 57.91 | |
| ERM2024.04 | 59.92 | 53.73 | |
| RISE2024.04 | 59.2 | 54.69 | |
| ARPL2024.04 | 57.68 | 53.06 | |
| SCI-PD2024.04 | 56.94 | 53.55 | |
| RSC2024.04 | 56.94 | 52.47 | |
| DAMLArchitecture=CNN-based2024.03 | 56.45 | 53.34 | |
| CORAL2024.04 | 55.14 | 50.74 | |
| MixStyleArchitecture=CNN-based2024.03 | 53.52 | 49.53 | |
| CLIPBase2024.04 | 52.38 | 49.96 | |
| EDir-CORAL2024.04 | 52.01 | 49.07 | |
| CumixArchitecture=CNN-based2024.03 | 51.67 | 49.4 | |
| DAML2024.04 | 51.64 | 48.6 | |
| MMD2024.04 | 50.77 | 47.3 | |
| XDED2024.04 | 49.11 | 46.25 | |
| Mixstyle2024.04 | 48.75 | 46.3 | |
| ERM2024.04 | 46.09 | 43.94 | |
| ARPL2024.04 | 44.31 | 43.28 | |
| RISE2024.04 | 43.58 | 43.4 | |
| RSC2024.04 | 41.95 | 41.59 |