| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-100 | ACC (Seen)0.799 | 27 | 18d ago | ||
| CIFAR-100 (unlabelled set) | NCL | Clustering Accuracy86.6 | 21 | 4mo ago | |
| CIFAR-10 (unlabelled set) | NCL w/o HNG | Clustering Accuracy93.4 | 21 | 4mo ago | |
| Tiny-ImageNet | PA-CGCD | Accuracy (Seen)72.44 | 12 | 2mo ago | |
| ImageNet (unlabelled set) | NCL | Clustering Accuracy90.7 | 12 | 4mo ago | |
| CIFAR-10 (test) | TRSSL | Seen Acc94.9 | 11 | 4mo ago | |
| ISIC Task2 2019 | Ours | Accuracy52.71 | 7 | 4mo ago | |
| ISIC Task1 2019 | Ours | ACC66.54 | 7 | 4mo ago | |
| CIFAR-10 | CombEmb | ACC (Seen)89.02 | 7 | 4mo ago | |
| PHOEBI (LOOCV) | Sinkhorn-Knopp | Cluster Accuracy50.2 | 6 | 1mo ago | |
| SoyAgeing R6 (test) | RAPL | Accuracy (All)50.2 | 6 | 4mo ago | |
| SoyAgeing R5 (test) | RAPL | Accuracy (All)61.01 | 6 | 4mo ago | |
| SoyAgeing R4 (test) | RAPL | All Accuracy57.07 | 6 | 4mo ago | |
| SoyAgeing R3 (test) | RAPL | All Accuracy58.99 | 6 | 4mo ago | |
| SoyAgeing R1 (test) | RAPL | All Accuracy0.5899 | 6 | 4mo ago | |
| CIFAR-100 (50/50 seen/novel split) | TRSSL | Accuracy57.5 | 6 | 4mo ago | |
| SemanticKITTI (Split 4) | SNOPS | Novel Class Score14.9 | 5 | 1mo ago | |
| SemanticKITTI (Split 3) | Ours | Novel Class Score20.9 | 5 | 1mo ago | |
| SemanticKITTI (Split 2) | Ours | Novel Class Score31.7 | 5 | 1mo ago | |
| SemanticKITTI (Split 1) | Ours | Novel Class Score47.5 | 5 | 1mo ago | |
| SemanticPOSS (Split 3) | DASL | Bike Accuracy45.5 | 5 | 1mo ago | |
| SemanticPOSS Split 2 | HyperNCD | Bike Performance45.5 | 5 | 1mo ago | |
| SemanticPOSS (Split 1) | HyperNCD | Bike Score36.9 | 5 | 1mo ago | |
| SemanticPOSS (Split 0) | DASL | Bike Performance46.3 | 5 | 1mo ago | |
| ImageNet-100 (test) | OwMatch+ | Seen Accuracy87.8 | 5 | 4mo ago |
