Open-set Unsupervised Video Domain Adaptation on HMDB -> UCF (test)
93.3Overall AccuracyActionCLIP-Oracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ActionCLIP-OracleBackbone=CLIP2023.04 | 93.3 | 93.7 | 100 | 96.7 | |
| ActionCLIPBackbone=CLIP2023.04 | 79.7 | 81.1 | 94.3 | 87.2 | |
| AutoLabelBackbone=CLIP2023.04 | 79.7 | 82.5 | 94.3 | 88 | |
| ActionCLIP-ZOCBackbone=CLIP2023.04 | 74.7 | 84 | 68.5 | 75.5 | |
| CEVT-CLIPBackbone=CLIP2023.04 | 70.9 | 68 | 92.5 | 78.4 | |
| CEVTBackbone=ResNet1012023.04 | 70.6 | 66.8 | 84.3 | 74.5 | |
| MCD + OSVMBackbone=ResNet1012023.04 | 66.7 | 63.5 | 73.8 | 68.3 | |
| OSBP + AvgPoolBackbone=ResNet1012023.04 | 64.8 | 55.3 | 85.7 | 67.2 | |
| DANN + OSVMBackbone=ResNet1012023.04 | 64.6 | 62.9 | 74.7 | 68.3 | |
| TA2N + OSVMBackbone=ResNet1012023.04 | 63.4 | 61.3 | 79 | 69.1 | |
| AdaBN + OSVMBackbone=ResNet1012023.04 | 62.9 | 58.8 | 73.3 | 65.3 | |
| JAN + OSVMBackbone=ResNet1012023.04 | 61.5 | 62.9 | 73.8 | 67.9 | |
| TA3N + OSVMBackbone=ResNet1012023.04 | 60.6 | 58.4 | 82.5 | 68.4 |