| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet 100 | SpectralGCD | All Accuracy93.4 | 236 | 21d ago | |
| CIFAR-100 | FlipClass | Accuracy (All)91.7 | 233 | 12d ago | |
| Stanford Cars | ZS CLIP H/14 | Accuracy (All)91.1 | 208 | 12d ago | |
| CUB | Hyp-SelEx | Accuracy (All)90.7 | 186 | 12d ago | |
| CIFAR-10 | PartCo-SelEx | All Accuracy99.2 | 152 | 12d ago | |
| FGVC-Aircraft | Hyp-SelEx | Accuracy (All)83.4 | 115 | 21d ago | |
| CUB-200 (test) | FlipClass | Overall Accuracy79.3 | 81 | 22d ago | |
| Herbarium19 | SimGCD-CLIP + AL-GCD | Score (All Categories)50.3 | 71 | 2mo ago | |
| Herbarium19 (test) | LAGCD | Score (All Categories)49.3 | 52 | 22d ago | |
| Oxford Pets | SSR2-GCD | Accuracy (All)95.7 | 50 | 2mo ago | |
| Aircraft (test) | FlipClass | Accuracy (All)71.1 | 38 | 3mo ago | |
| SSB Average | Hyp-SelEx | Accuracy (All)86 | 33 | 12d ago | |
| Stanford Cars (test) | LAGCD | Accuracy (All Classes)63.6 | 33 | 22d ago | |
| FGVC-Aircraft (test) | LAGCD | Accuracy (All)59.6 | 31 | 22d ago | |
| StackOverflow (test) | GLEAN | Accuracy89.4 | 28 | 28d ago | |
| BANKING (test) | GLEAN | Accuracy80.26 | 28 | 28d ago | |
| CLINC (test) | GLEAN | Accuracy94.53 | 28 | 28d ago | |
| CIFAR-100 (test) | VLM-NCD | Accuracy (All)0.852 | 22 | 3mo ago | |
| ImageNet-100 (test) | SIEFormer | Accuracy (All)86.5 | 21 | 3mo ago | |
| CIFAR10, CIFAR100, ImageNet-100 | PartCo-SelEx | Accuracy (All)94.6 | 20 | 12d ago | |
| ImageNet 1k | SSR2-GCD | Accuracy (All)66.7 | 19 | 3mo ago | |
| Semantic Shift Benchmark (SSB) | FlipClass | Average76.1 | 17 | 3mo ago | |
| DomainNet | CDAD-Net (DA) [Upper bound] | Accuracy (All)70.28 | 16 | 3mo ago | |
| Office-Home | CDAD-Net (DA) [Upper bound] | All Accuracy67.55 | 16 | 3mo ago | |
| PACS | CDAD-Net (DA) [Upper bound] | Overall Accuracy83.25 | 16 | 3mo ago |
