| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Checkpoints (ResNet-101) evaluated on downstream tasks (Caltech101, Flower102, Patch-Camelyon, Sun397) Group IV | Recall@175 | 22 | 3mo ago | ||
| PACS v1 (test) | TransRate | Mean Spearman Correlation0.1829 | 16 | 9d ago | |
| OfficeHome v1 (test) | Reg. H-Score | Mean Spearman Correlation19.61 | 16 | 9d ago | |
| DomainNet v1 (test) | S-OTDD | Mean Spearman Correlation-13.29 | 16 | 9d ago | |
| ImageNet-C Severity 3 1.0 | S-OTDD | Mean Correlation Improvement (MCI)22.6 | 16 | 9d ago | |
| ImageNet-C Severity 1 1.0 | S-OTDD | Mean Correlation Improvement (MCI)20.61 | 16 | 9d ago | |
| DomainNet | S-OTDD | MCI (%pt.)27.01 | 16 | 9d ago | |
| ImageNet-C Severity 5 1.0 | NCE | MCI42.95 | 15 | 9d ago | |
| VOC | SFDA | Weighted Kendall's Tau0.809 | 13 | 3mo ago | |
| Pets | NLEEP | Weighted Kendall's tau0.792 | 13 | 3mo ago | |
| Food | SFDA | Weighted Kendall's Tau0.815 | 13 | 3mo ago | |
| Flowers | SFDA | Weighted Kendall's Tau0.773 | 13 | 3mo ago | |
| CIFAR-10 | SFDA | Weighted Kendall's Tau0.949 | 13 | 3mo ago | |
| Cars | NLEEP | Weighted Kendall's tau0.693 | 13 | 3mo ago | |
| Aircraft | SFDA | Weighted Kendall's Tau0.615 | 13 | 3mo ago | |
| Checkpoints Group I, II, and III (Caltech101, Flower102, Patch-Camelyon, Sun397) (Evaluation) | NLEEP | Recall@150 | 10 | 3mo ago | |
| NeuCRaB N/K = 10 | LEEP | Estimation Error (100+ classes)0.276 | 10 | 3mo ago | |
| NeuCRaB N/K = 5 | LEEP | Error (100+ classes)0.112 | 10 | 3mo ago | |
| NeuCRaB N/K = 2 | LEEP | Transferability (100+ classes)0.202 | 10 | 3mo ago | |
| CIFAR-100 | SFDA | Weighted Kendall Tau0.866 | 7 | 3mo ago | |
| OpenMind benchmark | Task-Adaptive Topological Fusion | MSF0.705 | 5 | 8d ago | |
| Medical Segmentation Decathlon (MSD) Average (test) | CC-FV | Kendall's Tau0.4986 | 5 | 3mo ago | |
| Medical Segmentation Decathlon (MSD) Task10 (test) | GBC | Kendall's Tau0.6643 | 5 | 3mo ago | |
| Medical Segmentation Decathlon (MSD) Task09 (test) | GBC | Kendall's Tau0.7611 | 5 | 3mo ago | |
| Medical Segmentation Decathlon (MSD) Task07 (test) | GBC | Kendall's Tau0.6637 | 5 | 3mo ago |
