Domain Generalization on NICO++
97.9Metric AText-Anchored Information Bottleneck
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Text-Anchored Information BottleneckBackbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 97.9 | 98.5 | 97.7 | 98.7 | 98.3 | 94 | 97.5 | |
| Text-Anchored Information BottleneckBackbone=ResNet-50, Pre-training=ImageNet-1k, Evaluation protocol=leave-one-group-out protocol2026.07 | 95.7 | 97.3 | 94.4 | 97.7 | 96.4 | 92.9 | 95.7 | |
| CLIPood*Backbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 93 | 94.3 | 89.6 | 93.7 | 92 | 86.8 | 91.5 | |
| VL2V*Backbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 92.7 | 92.8 | 90.1 | 94.7 | 92.3 | 88.5 | 91.8 | |
| MIRO*Backbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 92.1 | 91.4 | 86.7 | 92.3 | 89.3 | 83.8 | 89.3 | |
| LPBackbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 91.4 | 92.2 | 89.8 | 92.7 | 90.4 | 84.6 | 90.2 | |
| SREBackbone=CLIP-ViT-B/16, Pre-training=CLIP, Evaluation protocol=leave-one-group-out protocol2026.07 | 91.4 | 92.3 | 90.4 | 93.2 | 90.8 | 86.4 | 90.8 | |
| LPBackbone=ResNet-50, Pre-training=ImageNet-1k, Evaluation protocol=leave-one-group-out protocol2026.07 | 85.3 | 85.6 | 78.6 | 86.5 | 82 | 76.7 | 82.5 | |
| VL2V*Backbone=ResNet-50, Pre-training=ImageNet-1k, Evaluation protocol=leave-one-group-out protocol2026.07 | 85.2 | 84.3 | 77.1 | 87.1 | 82.7 | 78.9 | 82.6 | |
| MIRO*Backbone=ResNet-50, Pre-training=ImageNet-1k, Evaluation protocol=leave-one-group-out protocol2026.07 | 82.3 | 81.2 | 73.5 | 81.5 | 77.9 | 72 | 78.1 |