Domain Generalization on Digits-DG
97.02AccuracyCoDoL (Ours)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoDoL (Ours)Backbone=ViT-B/16, Pre-trained=CLIP2025.09 | 97.02 | — | |
| StyLIPBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 96.73 | — | |
| MMDBackbone=RN50, Pre-trained=ImageNet2025.09 | 96.52 | — | |
| CoDoL w/ CMNBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 96.45 | — | |
| ODG-CLIPBackbone Category=CLIP-based2024.03 | 96.38 | — | |
| DANNBackbone=RN50, Pre-trained=ImageNet2025.09 | 96.32 | — | |
| IRMBackbone=RN50, Pre-trained=ImageNet2025.09 | 95.81 | — | |
| ERMBackbone=RN50, Pre-trained=ImageNet2025.09 | 95.8 | — | |
| CoCoOpBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 95.55 | — | |
| CoDoL w/o DMNBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 95.42 | — | |
| CORALBackbone=RN50, Pre-trained=ImageNet2025.09 | 95.23 | — | |
| ProGradBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 94.97 | — | |
| CLIP-Adapt.Backbone=ViT-B/16, Pre-trained=CLIP2025.09 | 94.95 | — | |
| CoDoL (Ours)Backbone=RN50, Pre-trained=CLIP2025.09 | 94.69 | — | |
| TPTBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 94.67 | — | |
| DPLBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 94.44 | — | |
| CoOpBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 94.37 | — | |
| StyLIPBackbone=RN50, Pre-trained=CLIP2025.09 | 93.45 | — | |
| CoCoOpBackbone=RN50, Pre-trained=CLIP2025.09 | 93.2 | — | |
| CoDoL w/ CMNBackbone=RN50, Pre-trained=CLIP2025.09 | 93.15 | — | |
| TPTBackbone=RN50, Pre-trained=CLIP2025.09 | 93 | — | |
| CoOpBackbone=RN50, Pre-trained=CLIP2025.09 | 92.91 | — | |
| ProGradBackbone=RN50, Pre-trained=CLIP2025.09 | 92.75 | — | |
| CLIP-Adapt.Backbone=RN50, Pre-trained=CLIP2025.09 | 92.63 | — | |
| DPLBackbone=RN50, Pre-trained=CLIP2025.09 | 92.6 | — | |
| ODG-CLIPArchitecture=CLIP-based2024.03 | 91.53 | 78.27 | |
| Lin. ProbingBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 90.42 | — | |
| CoDoL w/o DMNBackbone=RN50, Pre-trained=CLIP2025.09 | 89.56 | — | |
| CLIPBackbone=ViT-B/16, Pre-trained=CLIP2025.09 | 84.8 | — | |
| MEDICArchitecture=CNN-based2024.03 | 83.28 | 66.3 | |
| PromptSRCBackbone Category=CLIP-based2024.03 | 82.4 | — | |
| CLIPN + STYLIPArchitecture=CLIP-based, Prompt learning=STYLIP, Encoder=CLIPN2024.03 | 82.14 | 59.24 | |
| CLIPNArchitecture=CLIP-based2024.03 | 81.7 | 45.56 | |
| StyLIPBackbone Category=CLIP-based2024.03 | 81.62 | — | |
| STYLIP + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 81.45 | 68.1 | |
| PromptSRC + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 80.92 | 65.37 | |
| STYLIPArchitecture=CLIP-based2024.03 | 80.59 | 58.15 | |
| CLIP + OSDAArchitecture=CLIP-based, DA Method=OSDA-BP2024.03 | 80.53 | 65.7 | |
| MaPLeBackbone Category=CLIP-based2024.03 | 80.25 | — | |
| LASPBackbone Category=CLIP-based2024.03 | 79.92 | — | |
| MaPLe + SDArchitecture=CLIP-based, Diffusion Augmentation=SD2024.03 | 79.92 | 65.82 | |
| CoCoOpBackbone Category=CLIP-based2024.03 | 79.36 | — | |
| Lin. ProbingBackbone=RN50, Pre-trained=CLIP2025.09 | 78.8 | — | |
| CoOpBackbone Category=CLIP-based2024.03 | 77.11 | — | |
| CLIPArchitecture=CLIP-based2024.03 | 77.08 | 61.95 | |
| CLIP + OpenMaxArchitecture=CLIP-based, OSR Technique=OpenMax2024.03 | 76.93 | 62.78 | |
| PromptSRCArchitecture=CLIP-based2024.03 | 75.34 | 44.25 | |
| FlexMatch + FBC-SALabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 73.1 | — | |
| FreeMatch + FBC-SALabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 72.2 | — | |
| CLIPBackbone=RN50, Pre-trained=CLIP2025.09 | 72.15 | — | |
| MaPLeArchitecture=CLIP-based2024.03 | 70.54 | 43.83 | |
| FixMatch + FBC-SALabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 70.4 | — | |
| FlexMatchLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 68.9 | — | |
| StyleMatch + FBC-SALabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 67.7 | — | |
| FreeMatchLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 67.5 | — | |
| FixMatchLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 66.4 | — | |
| StyleMatchLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 65.9 | — | |
| CLIPBackbone Category=CLIP-based2024.03 | 64.59 | — | |
| LASPArchitecture=CLIP-based2024.03 | 60.89 | 35.23 | |
| MixStyleArchitecture=CNN-based2024.03 | 60.23 | 56.35 | |
| DAMLArchitecture=CNN-based2024.03 | 59.51 | 55.61 | |
| CoOpArchitecture=CLIP-based2024.03 | 58.54 | 34.81 | |
| CumixArchitecture=CNN-based2024.03 | 58.13 | 54.2 | |
| ERM + PLLabels per class=102025.03 | 55 | — | |
| CoCoOpArchitecture=CLIP-based2024.03 | 52.77 | 33.5 | |
| GroupDRO + PLLabels per class=102025.03 | 49.9 | — | |
| MixUp + PLLabels per class=102025.03 | 43.5 | — | |
| ERM + PLLabels per class=52025.03 | 43.4 | — | |
| GroupDRO + PLLabels per class=52025.03 | 39.4 | — | |
| EntMinLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 39.3 | — | |
| MeanTeacherLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 38.8 | — | |
| MixUp + PLLabels per class=52025.03 | 35.4 | — | |
| GroupDROLabels per class=102025.03 | 31.5 | — | |
| MixUpLabels per class=102025.03 | 29.7 | — | |
| ERMLabels per class=10, Backbone=ResNet-18, Number of independent seeds=52024.03 | 29.1 | — | |
| ERMLabels per class=102025.03 | 29.1 | — | |
| GroupDROLabels per class=52025.03 | 23.1 | — | |
| ERMLabels per class=52025.03 | 22.7 | — | |
| MixUpLabels per class=52025.03 | 21.7 | — |