Image Classification on WaterBird (OOD)
88.8AccuracyEarly maskseg
Evaluation results
| Method | Links | |
|---|---|---|
| Early masksegCategory=Upper Bounds, K=1, Extra supervision=true2025.06 | 88.8 | |
| iFAMCategory=Early Masking, K=82025.06 | 86.2 | |
| iFAMCategory=Early Masking, K=162025.06 | 86.2 | |
| iFAMCategory=Early Masking, K=42025.06 | 86.1 | |
| OursDomain ID=No2022.04 | 77.9 | |
| GDRO*Domain ID=Yes2022.04 | 76.9 | |
| PDiscoFormerCategory=Late Masking, K=82025.06 | 76.8 | |
| ViT-B DinoV2Category=Self-Supervised Pre-training, Backbone status=Frozen backbone2025.06 | 76.6 | |
| PDiscoFormerCategory=Late Masking, K=42025.06 | 76 | |
| PDiscoFormerCategory=Late Masking, K=162025.06 | 75.8 | |
| Late masksegCategory=Upper Bounds, K=1, Extra supervision=true2025.06 | 74.8 | |
| AblationDomain ID=No2022.04 | 71.6 | |
| ConBiasBase method=Baseline2024.09 | 69.3 | |
| ViT-B DinoV2Category=Self-Supervised Pre-training, Backbone status=Fine-tuned backbone2025.06 | 68.4 | |
| Baseline + RandAugAugmentation=RandAug2024.09 | 60.2 | |
| ERMDomain ID=No2022.04 | 52 | |
| RSCDomain ID=No2022.04 | 49.7 | |
| Baseline + ALIAAugmentation=ALIA2024.09 | 48.2 | |
| Baseline + CutMixAugmentation=CutMix2024.09 | 45.6 | |
| Baseline2024.09 | 44.9 |