Domain Generalization on ImageNet-Rendition
91.58Top-1 AccTask Experts
Evaluation results
| Method | Links | |
|---|---|---|
| Task ExpertsBackbone=ViT-L-142026.03 | 91.58 | |
| Iso-CBackbone=ViT-L-142026.03 | 90.9 | |
| TSVBackbone=ViT-L-142026.03 | 90.83 | |
| SCOREBackbone=ViT-L-142026.03 | 90.56 | |
| Iso-CTSBackbone=ViT-L-142026.03 | 90.46 | |
| PCBBackbone=ViT-L-142026.03 | 90.38 | |
| TIESBackbone=ViT-L-142026.03 | 90.16 | |
| MagMaxBackbone=ViT-L-142026.03 | 88.15 | |
| Task ExpertsBackbone=ViT-B-322026.03 | 86.7 | |
| ZeroshotBackbone=ViT-L-142026.03 | 86.51 | |
| TransCLIPEvaluation Protocol=Adapter, Transduction=true, Shots=162024.06 | 78.4 | |
| TransCLIPEvaluation Protocol=Zero-shot, Prompting Strategy=custom templates, Transduction=true, Shots=02024.06 | 78.1 | |
| CLIP-ViT-B/16Evaluation Protocol=Zero-shot, Prompting Strategy=custom templates, Transduction=false, Shots=02024.06 | 77.8 | |
| TaskResEvaluation Protocol=Adapter, Transduction=false, Shots=162024.06 | 77.8 | |
| TransCLIPEvaluation Protocol=Prompt-tuning, Transduction=true, Shots=162024.06 | 75.8 | |
| CoOpEvaluation Protocol=Prompt-tuning, Transduction=false, Shots=162024.06 | 75.1 | |
| TransCLIPEvaluation Protocol=Zero-shot, Prompting Strategy=a photo of a..., Transduction=true, Shots=02024.06 | 75 | |
| Iso-CBackbone=ViT-B-322026.03 | 74.74 | |
| PCBBackbone=ViT-B-322026.03 | 74.67 | |
| TSVBackbone=ViT-B-322026.03 | 74.23 | |
| CLIP-ViT-B/16Evaluation Protocol=Zero-shot, Prompting Strategy=a photo of a..., Transduction=false, Shots=02024.06 | 73.8 | |
| Iso-CTSBackbone=ViT-B-322026.03 | 73.46 | |
| SCOREBackbone=ViT-B-322026.03 | 73.44 | |
| TIESBackbone=ViT-B-322026.03 | 72.98 | |
| MagMaxBackbone=ViT-B-322026.03 | 68.38 | |
| ZeroshotBackbone=ViT-B-322026.03 | 66.91 | |
| Task. Arithm.Backbone=ViT-L-142026.03 | 13.07 | |
| Task. Arithm.Backbone=ViT-B-322026.03 | 4.65 |