| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Stanford Cars | Ours-CLIP | Accuracy (All)60.4 | 71 | 4d ago | |
| CUB-200 2011 | Ours-CLIP | Overall Score58.9 | 71 | 4d ago | |
| CIFAR10 | LTC | Accuracy (All)88.6 | 60 | 4d ago | |
| Food101 | Ours-CLIP | Accuracy (All)61.2 | 45 | 4d ago | |
| CIFAR-100 | LTC | Accuracy (All Categories)70.7 | 18 | 1mo ago | |
| Stanford Cars New classes | µGCD | Accuracy68.9 | 15 | 1mo ago | |
| Stanford Cars Old classes | µGCD | Accuracy91 | 15 | 1mo ago | |
| Stanford Cars All classes | µGCD | Accuracy76.1 | 15 | 1mo ago | |
| CUB-200 New classes 2011 | µGCD | Accuracy73.1 | 15 | 1mo ago | |
| CUB-200 Old classes 2011 | Accuracy0.781 | 15 | 1mo ago | ||
| CUB-200 All classes 2011 | µGCD | Accuracy74 | 15 | 1mo ago | |
| Semantic Shift Benchmark Average All | µGCD | Accuracy72.1 | 13 | 1mo ago | |
| FGVC-Aircraft New classes | µGCD | Accuracy65.1 | 13 | 1mo ago | |
| FGVC-Aircraft Old classes | Accuracy69.9 | 13 | 1mo ago | ||
| FGVC-Aircraft All classes | µGCD | Accuracy66.3 | 13 | 1mo ago | |
| SIVAL (partitioned) | LOD | SIVAL1 Score97.4 | 8 | 1mo ago | |
| Clevr-4 Average | Accuracy (All)99 | 4 | 1mo ago | ||
| Clevr-4 (Count) | Accuracy (All)0.968 | 4 | 1mo ago | ||
| Clevr-4 Color | ACC (All)1 | 4 | 1mo ago | ||
| Clevr-4 (Shape) | Accuracy (All)1 | 4 | 1mo ago | ||
| Clevr-4 (Texture) | Accuracy (All)99.1 | 4 | 1mo ago |
