Model Selection on Caltech
0.78Weighted Kendall's TauLEAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEADModel Zoo=Self-supervised2025.07 | 0.78 | — | |
| SFDAWall-Clock Time (s)=246.2, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.737 | — | |
| LEADModel Zoo=Supervised2025.07 | 0.698 | — | |
| NleepModel Zoo=Supervised2025.07 | 0.678 | — | |
| NLEEPWall-Clock Time (s)=488.7, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.661 | — | |
| ETranModel Zoo=Supervised2025.07 | 0.627 | — | |
| PACTranModel Zoo=Self-supervised2025.07 | 0.622 | — | |
| PEDModel Zoo=Self-supervised2025.07 | 0.614 | — | |
| LEEPWall-Clock Time (s)=4.9, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.605 | — | |
| SFDAModel Zoo=Supervised2025.07 | 0.597 | — | |
| PEDModel Zoo=Supervised2025.07 | 0.597 | — | |
| SFDAModel type=ViT models2022.07 | 0.533 | 34 | |
| NleepModel Zoo=Self-supervised2025.07 | 0.525 | — | |
| SFDAModel Zoo=Self-supervised2025.07 | 0.523 | — | |
| LogMEWall-Clock Time (s)=11, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.435 | — | |
| GBCModel Zoo=Supervised2025.07 | 0.43 | — | |
| PARCModel Zoo=Supervised2025.07 | 0.422 | — | |
| ETranModel Zoo=Self-supervised2025.07 | 0.405 | — | |
| LogMEModel type=ViT models2022.07 | 0.382 | 3.6 | |
| PACTranModel Zoo=Supervised2025.07 | 0.372 | — | |
| LogmeModel Zoo=Supervised2025.07 | 0.349 | — | |
| PARCModel Zoo=Self-supervised2025.07 | 0.196 | — | |
| LogmeModel Zoo=Self-supervised2025.07 | 0.051 | — | |
| NLEEPModel type=ViT models2022.07 | 0.027 | 716.8 |