Unsupervised Domain Adaptation on VisDA 2017 (val)
99.8Plane AccuracySWG V1
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SWG V1Backbone=ViT2023.12 | 99.8 | 93.8 | 93.7 | 73.7 | 99.6 | 98.3 | 97.3 | 82.1 | 91 | 99.1 | 96.8 | 70 | 91.3 | |
| SWG V2Backbone=ViT2023.12 | 99.7 | 94 | 93.6 | 73.7 | 99.6 | 98.4 | 97.5 | 81.4 | 92.2 | 99.3 | 96.7 | 71.4 | 91.5 | |
| AD-CLIPBackbone=ViT2023.12 | 99.6 | 92.8 | 94 | 78.6 | 98.8 | 95.4 | 96.8 | 83.9 | 91.5 | 95.8 | 95.5 | 65.7 | 90.7 | |
| SWG DAPL V1Backbone=ViT2023.12 | 99.6 | 94.9 | 94.6 | 78.3 | 99.1 | 98.4 | 96.7 | 85.9 | 92.7 | 99.1 | 95.8 | 69.4 | 92 | |
| AdaConBackbone=ViT2023.12 | 99.5 | 94.2 | 91.2 | 83.7 | 98.9 | 97.7 | 96.8 | 71.5 | 96 | 98.7 | 97.9 | 45 | 89.2 | |
| SWG DAPL V2Backbone=ViT2023.12 | 99.5 | 95.5 | 94.6 | 79.1 | 99.1 | 97.8 | 96.9 | 86.5 | 92.8 | 99.1 | 95.9 | 70.7 | 92.3 | |
| PMTransBackbone=ViT2023.12 | 99.4 | 88.3 | 88.1 | 78.9 | 98.8 | 98.3 | 95.8 | 70.3 | 94.6 | 98.3 | 96.3 | 48.5 | 88 | |
| DePT-DBackbone=ViT2023.12 | 99.4 | 93.8 | 94.4 | 87.5 | 99.4 | 98 | 96.7 | 74.3 | 98.4 | 98.5 | 96.6 | 51 | 90.7 | |
| DAPLBackbone=ViT2023.12 | 99.2 | 92.5 | 93.3 | 75.4 | 98.6 | 92.8 | 95.2 | 82.5 | 89.3 | 96.5 | 95.1 | 63.5 | 89.5 | |
| SWG V1Backbone=ResNet-1012023.12 | 99 | 85.2 | 91.3 | 72.9 | 98.8 | 96.4 | 96.2 | 83 | 91 | 96.2 | 94 | 75 | 89.9 | |
| SWG V2Backbone=ResNet-1012023.12 | 98.9 | 87.2 | 91.6 | 73.8 | 98.8 | 96.1 | 96.3 | 83.2 | 91.8 | 95.7 | 94.2 | 74.5 | 90.2 | |
| SWG DAPL V1Backbone=ResNet-1012023.12 | 98.9 | 87.3 | 92.8 | 81.1 | 98 | 95.6 | 96 | 82.8 | 92.4 | 96.3 | 93.1 | 66.4 | 90.1 | |
| SWG DAPL V2Backbone=ResNet-1012023.12 | 98.9 | 87.5 | 92.3 | 82.5 | 98.3 | 94.2 | 95.7 | 80.7 | 91.8 | 96.8 | 94.5 | 66 | 89.9 | |
| SSRTBackbone=ViT2023.12 | 98.9 | 87.6 | 89.1 | 84.8 | 98.3 | 98.7 | 96.3 | 81.1 | 94.8 | 97.9 | 94.5 | 43.1 | 88.8 | |
| EUDABackbone=ViT2023.12 | 98.4 | 94.3 | 89 | 85.4 | 98.5 | 98.3 | 96.1 | 86.3 | 95.1 | 95.2 | 92.5 | 70.9 | 91.7 | |
| AD-CLIPBackbone=ResNet-1012023.12 | 98.1 | 83.6 | 91.2 | 76.6 | 98.1 | 93.4 | 96 | 81.4 | 86.4 | 91.5 | 92.1 | 64.2 | 87.7 | |
| PADCLIPBackbone=ViT2023.12 | 98.1 | 93.8 | 87.1 | 85.5 | 98 | 96 | 94.4 | 86 | 94.9 | 93.3 | 93.5 | 70.2 | 90.9 | |
| DAPLBackbone=ResNet-1012023.12 | 97.8 | 83.1 | 88.8 | 77.9 | 97.4 | 91.5 | 94.2 | 79.7 | 88.6 | 89.3 | 92.5 | 62 | 86.9 | |
| EUDABackbone=ResNet-1012023.12 | 97.2 | 89.3 | 87.6 | 83.1 | 98.4 | 95.4 | 92.2 | 82.5 | 94.9 | 93.2 | 91.3 | 64.7 | 89.2 | |
| CANBackbone=ResNet-1012023.12 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | 87.2 | |
| CoViBackbone=ResNet-1012023.12 | 96.8 | 85.6 | 88.9 | 88.6 | 97.8 | 93.4 | 91.9 | 87.6 | 96 | 93.8 | 93.6 | 48.1 | 88.5 | |
| PADCLIPBackbone=ResNet-1012023.12 | 96.7 | 88.8 | 87 | 82.8 | 97.1 | 93 | 91.3 | 83 | 95.5 | 91.8 | 91.5 | 63 | 88.5 | |
| STARBackbone=ResNet-1012023.12 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | 82.7 | |
| CDANBackbone=ResNet-1012023.12 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | 73.9 |