Test-time adaptation on 7 scenarios (ImageNet-C, ImageNet-V2, ImageNet-VID, LaSOT subset from TAO) (test)
71.22AccuracyLAME
Evaluation Results
| Method | Links | |
|---|---|---|
| LAMEBackbone=ViT-B/16, Training Procedure=Original2022.01 | 71.22 | |
| PseudoLabelBackbone=ViT-B/16, Training Procedure=Original2022.01 | 69.86 | |
| BaselineBackbone=ViT-B/16, Training Procedure=Original2022.01 | 67.69 | |
| LAMEBackbone=EN-B4, Training Procedure=Original2022.01 | 66.17 | |
| SHOT-IMBackbone=ViT-B/16, Training Procedure=Original2022.01 | 65.33 | |
| BaselineBackbone=EN-B4, Training Procedure=Original2022.01 | 62.67 | |
| PseudoLabelBackbone=EN-B4, Training Procedure=Original2022.01 | 59.64 | |
| SHOT-IMBackbone=EN-B4, Training Procedure=Original2022.01 | 59.64 | |
| LAMEBackbone=RN-101, Training Procedure=Original2022.01 | 58.79 | |
| LAMEBackbone=RN-50, Training Procedure=Torchvision2022.01 | 57.74 | |
| LAMEBackbone=RN-50, Training Procedure=Original2022.01 | 55.7 | |
| PseudoLabelBackbone=RN-101, Training Procedure=Original2022.01 | 55.17 | |
| SHOT-IMBackbone=RN-101, Training Procedure=Original2022.01 | 54.98 | |
| BaselineBackbone=RN-101, Training Procedure=Original2022.01 | 54.93 | |
| TENTBackbone=ViT-B/16, Training Procedure=Original2022.01 | 54 | |
| BaselineBackbone=RN-50, Training Procedure=Torchvision2022.01 | 53.39 | |
| TENTBackbone=EN-B4, Training Procedure=Original2022.01 | 53.27 | |
| TENTBackbone=RN-101, Training Procedure=Original2022.01 | 53.04 | |
| PseudoLabelBackbone=RN-50, Training Procedure=Original2022.01 | 52.17 | |
| SHOT-IMBackbone=RN-50, Training Procedure=Original2022.01 | 52.11 | |
| BaselineBackbone=RN-50, Training Procedure=Original2022.01 | 52.07 | |
| LAMEBackbone=RN-50, Training Procedure=SimCLR2022.01 | 51.46 | |
| LAMEBackbone=RN-18, Training Procedure=Original2022.01 | 51.46 | |
| SHOT-IMBackbone=RN-50, Training Procedure=Torchvision2022.01 | 50.77 | |
| AdaBNBackbone=RN-50, Training Procedure=Torchvision2022.01 | 50.43 | |
| TENTBackbone=RN-50, Training Procedure=Original2022.01 | 49.74 | |
| AdaBNBackbone=RN-50, Training Procedure=Original2022.01 | 49.31 | |
| BaselineBackbone=RN-50, Training Procedure=SimCLR2022.01 | 47.68 | |
| PseudoLabelBackbone=RN-50, Training Procedure=SimCLR2022.01 | 47.67 | |
| SHOT-IMBackbone=RN-50, Training Procedure=SimCLR2022.01 | 47.64 | |
| BaselineBackbone=RN-18, Training Procedure=Original2022.01 | 47.28 | |
| PseudoLabelBackbone=RN-50, Training Procedure=Torchvision2022.01 | 45.53 | |
| SHOT-IMBackbone=RN-18, Training Procedure=Original2022.01 | 42.95 | |
| AdaBNBackbone=RN-50, Training Procedure=SimCLR2022.01 | 41.07 | |
| TENTBackbone=RN-50, Training Procedure=SimCLR2022.01 | 37 | |
| PseudoLabelBackbone=RN-18, Training Procedure=Original2022.01 | 33.13 | |
| TENTBackbone=RN-18, Training Procedure=Original2022.01 | 28.59 | |
| TENTBackbone=RN-50, Training Procedure=Torchvision2022.01 | 28.54 |