Domain Generalization on TerraInc
75.1AccuracyText-Anchored Information Bottleneck
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Text-Anchored Information BottleneckBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=T2026.07 | 75.1 | — | |
| CLIP-DTPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 63.3 | — | |
| Text-Anchored Information BottleneckBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 62.2 | — | |
| CLIPCEILBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 62 | — | |
| CAR-FTBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 61.9 | — | |
| CLIPoodBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 60.4 | — | |
| Text-Anchored Information BottleneckBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 59.9 | — | |
| Ours (PADG)Backbone=ViT-B/162025.07 | 59.32 | — | |
| SIMPLE+Backbone=ViT-B/16, Venue=ICLR’232025.07 | 59 | — | |
| VL2VBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 58.5 | — | |
| LPBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 57.3 | — | |
| Ours (DPR)Backbone=ViT-B/16, Venue=CVPR’242025.07 | 57.1 | — | |
| CLIP-DPRBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 57.1 | — | |
| SEDGEBackbone=ViT-B/162025.07 | 56.8 | — | |
| GESTURBackbone=ViT-B/16, Venue=ICCV’232025.07 | 55.7 | — | |
| CLIP-LoRABackbone=ViT-B/16, Venue=CVPR’242025.07 | 55.7 | — | |
| GESTURBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 55.7 | — | |
| SMOSBackbone=ResNet-50, Venue=CVPR’242025.07 | 55.4 | — | |
| VL2VBackbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 55.4 | — | |
| MIRO (ViT-B/16)Backbone=ViT-B/16, Venue=ECCV’222025.07 | 54.3 | — | |
| MIROBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=-2026.07 | 54.3 | — | |
| VL2VBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 53.5 | — | |
| INSUREBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 53.1 | — | |
| DPLBackbone=ViT-B/162025.07 | 52.6 | — | |
| ERM (ViT-B/16)Backbone=ViT-B/16, Venue=ICLR’212025.07 | 52.3 | — | |
| RISEBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 52.3 | — | |
| OracleBackbone=ViT-b162023.06 | 52.23 | — | |
| DomainDropBackbone=ResNet-50, Venue=ICCV’232025.07 | 51.5 | — | |
| RESBackbone=ResNet-50, Venue=ECCV’242025.07 | 51.4 | — | |
| GESTURBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 51.3 | — | |
| GMDGBackbone=ResNet-50, Venue=CVPR’242025.07 | 51.1 | — | |
| Previous SOTA [31] + SWAD2021.02 | 51 | — | |
| OracleBackbone=ResNet-502023.06 | 50.76 | — | |
| MIRO (ResNet-50)Backbone=ResNet-50, Venue=ECCV’222025.07 | 50.4 | — | |
| MIROBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 50.4 | — | |
| MaPLeBackbone=ViT-B/16, Venue=CVPR’232025.07 | 50.2 | — | |
| SPGBackbone=ViT-B/16, Venue=ECCV’242025.07 | 50.2 | — | |
| SWAD2021.02 | 50 | — | |
| RISEBackbone=CLIP-ViT-B/16, Pre-training=private dataset (400M), Guidance (G)=V,T2026.07 | 49.6 | — | |
| SagNet + GGAGGA=Enabled2025.02 | 49.3 | — | |
| SAGMGGA=Disabled2025.02 | 48.8 | — | |
| SAGMBackbone=ResNet-50, Venue=CVPR’232025.07 | 48.8 | — | |
| CoOpBackbone=ViT-B/16, Venue=IJCV’222025.07 | 48.8 | — | |
| SAGMBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 48.8 | — | |
| SAGM + GGAGGA=Enabled2025.02 | 48.7 | — | |
| SagNetGGA=Disabled2025.02 | 48.6 | — | |
| SOTA Competitor [32]2021.02 | 48.6 | — | |
| SagNetBackbone=ResNet-50, Venue=CVPR’212025.07 | 48.6 | — | |
| GGAGGA=Enabled2025.02 | 48.5 | — | |
| GroupDRO + GGAGGA=Enabled2025.02 | 48.4 | — | |
| Mixup + GGAGGA=Enabled2025.02 | 48.4 | — | |
| SMABackbone=ViT-B/16, Venue=NIPS’222025.07 | 48.3 | — | |
| Mixstyle + GGAGGA=Enabled2025.02 | 48 | — | |
| ARM + GGAGGA=Enabled2025.02 | 47.9 | — | |
| MLDG + GGAGGA=Enabled2025.02 | 47.9 | — | |
| MixupGGA=Disabled2025.02 | 47.9 | — | |
| CORAL + GGAGGA=Enabled2025.02 | 47.9 | — | |
| NAC-MEBackbone=ViT-b162023.06 | 47.86 | 20.22 | |
| MLDGGGA=Disabled2025.02 | 47.7 | — | |
| MLDGBackbone=ResNet-50, Venue=AAAI’182025.07 | 47.7 | — | |
| IRMGGA=Disabled2025.02 | 47.6 | — | |
| CORALGGA=Disabled2025.02 | 47.6 | — | |
| MMD + GGAGGA=Enabled2025.02 | 47.3 | — | |
| NAC-MEBackbone=ResNet-502023.06 | 47.1 | 38.16 | |
| GSAMGGA=Disabled2025.02 | 47 | — | |
| GSAMBackbone=ResNet-50, Venue=ICLR’222025.07 | 47 | — | |
| Fish + GGAGGA=Enabled2025.02 | 46.9 | — | |
| RSC + GGAGGA=Enabled2025.02 | 46.8 | — | |
| DANNBackbone=ResNet-50, Venue=IJCAI’162025.07 | 46.7 | — | |
| RSCGGA=Disabled2025.02 | 46.6 | — | |
| RSCBackbone=ResNet-50, Venue=ECCV’202025.07 | 46.6 | — | |
| MTL + GGAGGA=Enabled2025.02 | 46.4 | — | |
| VREXGGA=Disabled2025.02 | 46.4 | — | |
| VRExBackbone=ResNet-50, Venue=ICML’212025.07 | 46.4 | — | |
| LPBackbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 46.3 | — | |
| SAM + GGAGGA=Enabled2025.02 | 46.2 | — | |
| ERMGGA=Disabled2025.02 | 46.1 | — | |
| ERM2021.02 | 46.1 | — | |
| ERM (ResNet-50)Backbone=ResNet-50, Venue=ICLR’212025.07 | 46.1 | — | |
| ValidationBackbone=ResNet-502023.06 | 46.07 | 35.07 | |
| GSAM + GGAGGA=Enabled2025.02 | 46 | — | |
| VREX + GGAGGA=Enabled2025.02 | 45.7 | — | |
| MTLGGA=Disabled2025.02 | 45.6 | — | |
| ARMGGA=Disabled2025.02 | 45.5 | — | |
| ValidationBackbone=ViT-b162023.06 | 45.49 | 0.92 | |
| SWADBackbone=ViT-B/16, Venue=NIPS’212025.07 | 45.4 | — | |
| FishGGA=Disabled2025.02 | 45.1 | — | |
| CLIPood*Backbone=ResNet-50, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 44.7 | — | |
| AND-maskGGA=Disabled2025.02 | 44.6 | — | |
| RISE*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=V,T2026.07 | 44.6 | — | |
| OracleBackbone=ResNet-182023.06 | 44.51 | — | |
| MIRO*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=-2026.07 | 44.5 | — | |
| CLIPood*Backbone=ViT-B/16, Pre-training=ImageNet-1k, Guidance (G)=T2026.07 | 44.3 | — | |
| AND-mask + GGAGGA=Enabled2025.02 | 44.2 | — | |
| MixstyleGGA=Disabled2025.02 | 44 | — | |
| MixstyleBackbone=ResNet-50, Venue=ICLR’212025.07 | 44 | — | |
| IRM + GGAGGA=Enabled2025.02 | 43.7 | — | |
| SAMGGA=Disabled2025.02 | 43.3 | — | |
| SAMBackbone=ResNet-50, Venue=ICLR’212025.07 | 43.3 | — | |
| GroupDROGGA=Disabled2025.02 | 43.2 | — |