Model Selection on DTD
0.907Weighted Kendall's TauPED
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PEDModel Zoo=Self-supervised2025.07 | 0.907 | — | |
| LEADModel Zoo=Self-supervised2025.07 | 0.825 | — | |
| NLEEPWall-Clock Time (s)=146, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.777 | — | |
| SFDAModel Zoo=Self-supervised2025.07 | 0.773 | — | |
| NLEEP2022.07 | 0.766 | — | |
| MODEL SPIDEREvaluation Protocol=Standard Evaluation2023.06 | 0.695 | — | |
| LEADModel Zoo=Supervised2025.07 | 0.689 | — | |
| MODEL SPIDEREvaluation Protocol=Few-Shot Evaluation2023.06 | 0.686 | — | |
| LogmeModel Zoo=Supervised2025.07 | 0.651 | — | |
| LogMEWall-Clock Time (s)=8.7, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.647 | — | |
| NleepModel Zoo=Self-supervised2025.07 | 0.641 | — | |
| LogmeModel Zoo=Self-supervised2025.07 | 0.627 | — | |
| PACTranModel Zoo=Self-supervised2025.07 | 0.614 | — | |
| ETranModel Zoo=Supervised2025.07 | 0.605 | — | |
| SFDAWall-Clock Time (s)=171.9, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.597 | — | |
| LogME2022.07 | 0.58 | — | |
| SFDAModel type=ViT models2022.07 | 0.57 | 20.7 | |
| LogMEModel type=ViT models2022.07 | 0.569 | 14.2 | |
| SFDA2022.07 | 0.544 | — | |
| PARCModel Zoo=Supervised2025.07 | 0.536 | — | |
| LEEPWall-Clock Time (s)=3.5, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.07 | 0.486 | — | |
| GBCModel Zoo=Supervised2025.07 | 0.48 | — | |
| NleepModel Zoo=Supervised2025.07 | 0.452 | — | |
| PARCModel Zoo=Self-supervised2025.07 | 0.447 | — | |
| LogMEEvaluation Protocol=Standard Evaluation2023.06 | 0.429 | — | |
| SFDAModel Zoo=Supervised2025.07 | 0.421 | — | |
| PEDModel Zoo=Supervised2025.07 | 0.421 | — | |
| LogMEEvaluation Protocol=Few-Shot Evaluation2023.06 | 0.407 | — | |
| NCEEvaluation Protocol=Standard Evaluation2023.06 | 0.403 | — | |
| H-ScoreEvaluation Protocol=Standard Evaluation2023.06 | 0.395 | — | |
| PACTranModel Zoo=Supervised2025.07 | 0.372 | — | |
| NCEEvaluation Protocol=Few-Shot Evaluation2023.06 | 0.362 | — | |
| ETranModel Zoo=Self-supervised2025.07 | 0.214 | — | |
| NLEEPModel type=ViT models2022.07 | 0.123 | 183.7 | |
| N-LEEPEvaluation Protocol=Standard Evaluation2023.06 | 0.074 | — | |
| N-LEEPEvaluation Protocol=Few-Shot Evaluation2023.06 | 0.027 | — | |
| H-ScoreEvaluation Protocol=Few-Shot Evaluation2023.06 | -0.028 | — | |
| GBCEvaluation Protocol=Standard Evaluation2023.06 | -0.102 | — | |
| LEEPEvaluation Protocol=Standard Evaluation2023.06 | -0.111 | — | |
| LEEPEvaluation Protocol=Few-Shot Evaluation2023.06 | -0.111 | — | |
| OTCEEvaluation Protocol=Standard Evaluation2023.06 | -0.165 | — | |
| OTCEEvaluation Protocol=Few-Shot Evaluation2023.06 | -0.168 | — | |
| PACTranEvaluation Protocol=Few-Shot Evaluation2023.06 | -0.227 | — | |
| PACTranEvaluation Protocol=Standard Evaluation2023.06 | -0.236 | — | |
| LFCEvaluation Protocol=Few-Shot Evaluation2023.06 | -0.669 | — | |
| LFCEvaluation Protocol=Standard Evaluation2023.06 | -0.722 | — |