| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet1K 1.0 (val) | Wave-ViT-L | Top-1 Acc85.5 | 47 | 4d ago | |
| iWildCam | DINOv2 | Accuracy68.2 | 21 | 4d ago | |
| iDigits NC v1 | DER w/ ours | Avg Incremental Acc91.32 | 20 | 4d ago | |
| iDomainNet v1 (NC) | DER w/ ours | Average Incremental Accuracy66.85 | 20 | 4d ago | |
| Describable Textures Dataset (DTD) | UNICOM | Accuracy99.3 | 17 | 4d ago | |
| DomainNet 50% test split (val) | ForkMerge | Accuracy (Clipart)79.9 | 16 | 4d ago | |
| ImageNet-1K 2009 (val) | Flowformer | Top-1 Accuracy80.6 | 14 | 4d ago | |
| ImageNet 1K (val) | TBT | CDA79.47 | 12 | 4d ago | |
| Infographic | DINOv2 | Accuracy58.8 | 11 | 4d ago | |
| RxRX1 | AIM-7B | Accuracy10.1 | 11 | 4d ago | |
| iNAT 18 | DINOv2 | Accuracy84.5 | 11 | 4d ago | |
| iDigits v1 (ND) | DER w/ ours | Avg Incremental Acc97.07 | 10 | 4d ago | |
| iDomainNet ND v1 | DER w/ ours | Incremental Accuracy61.05 | 10 | 4d ago | |
| iCIFAR-20 NCD v1 | DER w/ ours | Avg Incremental Acc82.11 | 10 | 4d ago | |
| iCIFAR-20 ND v1 | DER w/ ours | Average Incremental Accuracy84.03 | 10 | 4d ago | |
| iCIFAR-20 v1 (NC) | DER w/ ours | Avg Incremental Accuracy82.52 | 10 | 4d ago | |
| CIFAR-10 | Accuracy90.6 | 6 | 4d ago | ||
| EuroSAT | AIMv2 | Natural Accuracy98.9 | 6 | 3d ago | |
| UCF101 | Zero-shot CLIP | Natural Accuracy62 | 5 | 3d ago | |
| SUN397 | Zero-shot CLIP | Natural Accuracy62.1 | 5 | 3d ago | |
| StanfordCars | Zero-shot CLIP | Natural Accuracy60.4 | 5 | 3d ago | |
| Flowers102 | Zero-shot CLIP | Natural Accuracy66.9 | 5 | 3d ago | |
| Food101 | Zero-shot CLIP | Accuracy (Natural)80.5 | 5 | 3d ago | |
| FGVCAircraft | Zero-shot CLIP | Natural Accuracy19.2 | 5 | 3d ago | |
| OxfordPets | Zero-shot CLIP | Natural Accuracy87.4 | 5 | 3d ago |
