Domain Generalization on VLCS
95.74AccuracyODG-CLIP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ODG-CLIPBackbone Category=CLIP-based2024.03 | 95.74 | — | — | — | — | — | |
| Text-Anchored Information BottleneckBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=T2026.07 | 89 | — | — | — | — | — | |
| LASPBackbone Category=CLIP-based2024.03 | 87.25 | — | — | — | — | — | |
| StyLIPBackbone Category=CLIP-based2024.03 | 87.21 | — | — | — | — | — | |
| MaPLeBackbone Category=CLIP-based2024.03 | 86.75 | — | — | — | — | — | |
| Ours (PADG)Backbone=ViT-B/162025.07 | 86.72 | — | — | — | — | — | |
| Ours (DPR)Backbone=ViT-B/16, Venue=CVPR’242025.07 | 86.43 | — | — | — | — | — | |
| CLIP-DPRBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 86.4 | — | — | — | — | — | |
| PromptSRCBackbone Category=CLIP-based2024.03 | 86.34 | — | — | — | — | — | |
| Text-Anchored Information BottleneckBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 86.2 | — | — | — | — | — | |
| CAR-FTBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 85.5 | — | — | — | — | — | |
| CLIPCEILBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 85.2 | — | — | — | — | — | |
| CoCoOpBackbone Category=CLIP-based2024.03 | 85.02 | — | — | — | — | — | |
| CLIPoodBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 85 | — | — | — | — | — | |
| CLIP-DTPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 84.8 | — | — | — | — | — | |
| DPLBackbone=ViT-B/162025.07 | 84.3 | — | — | — | — | — | |
| RISE*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 84.2 | — | — | — | — | — | |
| SPGBackbone=CLIP RN502024.04 | 84 | — | — | — | — | — | |
| SimKDStudent Backbone=ViT-B/162023.10 | 83.92 | — | — | — | — | — | |
| DUPRGBackbone=ViT-B/16, Venue=ICLR’232025.07 | 83.9 | — | — | — | — | — | |
| RISEStudent Backbone=ViT-B/162023.10 | 83.7 | — | — | — | — | — | |
| LPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 83.4 | — | — | — | — | — | |
| CoOpBackbone Category=CLIP-based2024.03 | 83.34 | — | — | — | — | — | |
| VL2VBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 83.3 | — | — | — | — | — | |
| CLIP-LoRABackbone=ViT-B/16, Venue=CVPR’242025.07 | 83.1 | — | — | — | — | — | |
| MLDGSelection Criterion=leave-one-domain-out2022.06 | 82.9 | — | — | — | — | — | |
| GESTURBackbone=ViT-B/16, Venue=ICCV’232025.07 | 82.8 | — | — | — | — | — | |
| GESTURBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 82.8 | — | — | — | — | — | |
| ERM (ViT-B/16)Backbone=ViT-B/16, Venue=ICLR’212025.07 | 82.7 | — | — | — | — | — | |
| SIMPLE+Backbone=ViT-B/16, Venue=ICLR’232025.07 | 82.7 | — | — | — | — | — | |
| VL2V-SDBackbone=ViT-B/16, Venue=CVPR’242025.07 | 82.67 | — | — | — | — | — | |
| SPGBackbone=CLIP ViT-B/162024.04 | 82.4 | — | — | — | — | — | |
| SPGBackbone=ViT-B/16, Venue=ECCV’242025.07 | 82.4 | — | — | — | — | — | |
| CLIP-ZSBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 82.4 | — | — | — | — | — | |
| CLIP (template)Zero-shot=true, CLIP-based=true2022.12 | 82.3 | — | — | — | — | — | |
| ZS-CLIPBackbone=CLIP ViT-B/16, Evaluation Protocol=Zero-shot2024.04 | 82.3 | — | — | — | — | — | |
| CADGEnsemble status=Non-ensemble2022.03 | 82.2 | — | — | — | — | — | |
| SEDGEEnsemble=true, CLIP-based=true2022.12 | 82.2 | — | — | — | — | — | |
| VPBackbone=CLIP ViT-B/162024.04 | 82.2 | — | — | — | — | — | |
| MaPLeBackbone=CLIP ViT-B/162024.04 | 82.2 | — | — | — | — | — | |
| MIRO (ViT-B/16)Backbone=ViT-B/16, Venue=ECCV’222025.07 | 82.2 | — | — | — | — | — | |
| SEDGEBackbone=ViT-B/162025.07 | 82.2 | — | — | — | — | — | |
| MaPLeBackbone=ViT-B/16, Venue=CVPR’232025.07 | 82.2 | — | — | — | — | — | |
| MIROBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 82.2 | — | — | — | — | — | |
| CLIPBackbone Category=CLIP-based2024.03 | 82.14 | — | — | — | — | — | |
| MetaPromptFew-shot=true, Shots=5, CLIP-based=true2022.12 | 82 | — | — | — | — | — | |
| VPTBackbone=CLIP ViT-B/162024.04 | 82 | — | — | — | — | — | |
| VL2V-ADIPStudent Backbone=ViT-B/16, Strategy=SWAD2023.10 | 81.9 | — | — | — | — | — | |
| VL2VBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 81.9 | — | — | — | — | — | |
| CoCoOpBackbone=CLIP RN502024.04 | 81.8 | — | — | — | — | — | |
| MetaPromptFew-shot=true, Shots=1, CLIP-based=true2022.12 | 81.7 | — | — | — | — | — | |
| CLIPBackbone=ViT-B/162025.07 | 81.7 | — | — | — | — | — | |
| RISEBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 81.7 | — | — | — | — | — | |
| Text-Anchored Information BottleneckBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 81.7 | — | — | — | — | — | |
| DandelionNetBackbone Category=CNN2024.03 | 81.6 | — | — | — | — | — | |
| DANN+ELS2023.02 | 81.5 | 99.1 | 73.2 | 73.8 | 79.9 | — | |
| CoOpBackbone=CLIP RN502024.04 | 81.4 | — | — | — | — | — | |
| EoAEnsemble=true, CLIP-based=true2022.12 | 81.1 | — | — | — | — | — | |
| OracleBackbone=ViT-b162023.06 | 80.96 | — | — | — | — | — | |
| DPLBackbone=CLIP ViT-B/162024.04 | 80.9 | — | — | — | — | — | |
| PAPTVenue=-2026.06 | 80.84 | — | — | — | — | — | |
| DANN2023.02 | 80.8 | 98.6 | 73.2 | 72.8 | 78.8 | — | |
| DPLBackbone=CLIP RN502024.04 | 80.8 | — | — | — | — | — | |
| CoOpBackbone=CLIP ViT-B/162024.04 | 80.8 | — | — | — | — | — | |
| DDGData Augmentation=true2021.11 | 80.7 | 99.4 | 68.9 | 73.4 | 81.2 | — | |
| RISEBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 80.6 | — | — | — | — | — | |
| VPBackbone=CLIP RN502024.04 | 80.5 | — | — | — | — | — | |
| MIRO*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 80.4 | — | — | — | — | — | |
| CLIPood*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 80.4 | — | — | — | — | — | |
| CoCoOpBackbone=CLIP ViT-B/162024.04 | 80.3 | — | — | — | — | — | |
| CDANN2021.11 | 80.2 | 98.9 | 68.8 | 73.7 | 79.3 | — | |
| DSP-Reg2026.01 | 80.1 | — | — | — | — | — | |
| GESTURBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 80.1 | — | — | — | — | — | |
| SAGMGGA=Disabled2025.02 | 80 | — | — | — | — | — | |
| SAGM + GGAGGA=Enabled2025.02 | 80 | — | — | — | — | — | |
| DDGData Augmentation=false2021.11 | 80 | 99.1 | 66.5 | 73.3 | 80.9 | — | |
| DDG2023.02 | 80 | 99.1 | 66.5 | 73.3 | 80.9 | — | |
| GMoE-S/16Backbone=GMoE-S/16, Selection Criterion=leave-one-domain-out2022.06 | 80 | — | — | — | — | — | |
| SAGM2023.03 | 80 | — | — | — | — | — | |
| ZS-CLIPBackbone=CLIP RN50, Evaluation Protocol=Zero-shot2024.04 | 80 | — | — | — | — | — | |
| SAGM2026.01 | 80 | — | — | — | — | — | |
| SAGMBackbone=ResNet-50, Venue=CVPR’232025.07 | 80 | — | — | — | — | — | |
| SAGMVenue=CVPR’232026.06 | 80 | — | — | — | — | — | |
| SAGMBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 80 | — | — | — | — | — | |
| GGA2026.01 | 79.9 | — | — | — | — | — | |
| Lin. Prob.Backbone=CLIP RN50, Evaluation Protocol=Linear Probing2024.04 | 79.8 | — | — | — | — | — | |
| DomainDropBackbone=ResNet-50, Venue=ICCV’232025.07 | 79.8 | — | — | — | — | — | |
| SMOSBackbone=ResNet-50, Venue=CVPR’242025.07 | 79.8 | — | — | — | — | — | |
| RESBackbone=ResNet-50, Venue=ECCV’242025.07 | 79.8 | — | — | — | — | — | |
| DomainDropVenue=ICCV’232026.06 | 79.8 | — | — | — | — | — | |
| SMOSVenue=CVPR’242026.06 | 79.8 | — | — | — | — | — | |
| RESVenue=ECCV’242026.06 | 79.8 | — | — | — | — | — | |
| OracleBackbone=ResNet-502023.06 | 79.79 | — | — | — | — | — | |
| SMABackbone=ViT-B/16, Venue=NIPS’222025.07 | 79.7 | — | — | — | — | — | |
| SAM + GGAGGA=Enabled2025.02 | 79.6 | — | — | — | — | — | |
| MIRO + SWAD + POEMSetting=DomainBed settings (reproduced)2023.05 | 79.5 | — | — | — | — | — | |
| LPBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 79.5 | — | — | — | — | — | |
| SAMGGA=Disabled2025.02 | 79.4 | — | — | — | — | — | |
| SAM2023.03 | 79.4 | — | — | — | — | — | |
| SWAD + POEMSetting=DomainBed settings (reproduced)2023.05 | 79.4 | — | — | — | — | — |