Open-set Unsupervised Video Domain Adaptation on UCF -> HMDB target (test)
92.8Accuracy (ALL)ActionCLIP-Oracle
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ActionCLIP-OracleBackbone=CLIP2023.04 | 92.8 | 86.5 | 98.3 | 92 | |
| AutoLabelBackbone=CLIP2023.04 | 86 | 82.9 | 88.2 | 85.5 | |
| ActionCLIP-ZOCBackbone=CLIP2023.04 | 85.4 | 75.5 | 93.2 | 83.4 | |
| ActionCLIPBackbone=CLIP2023.04 | 84.8 | 75.7 | 91.5 | 82.9 | |
| CEVT-CLIPBackbone=CLIP2023.04 | 78.3 | 61.2 | 92.1 | 73.5 | |
| CEVTBackbone=ResNet1012023.04 | 75.3 | 56.1 | 94.5 | 70.4 | |
| OSBP + AvgPoolBackbone=ResNet1012023.04 | 67.2 | 50.8 | 84.5 | 63.5 | |
| MCD + OSVMBackbone=ResNet1012023.04 | 66.7 | 57.8 | 75.6 | 65.5 | |
| DANN + OSVMBackbone=ResNet1012023.04 | 66.1 | 48.3 | 83.9 | 61.3 | |
| TA2N + OSVMBackbone=ResNet1012023.04 | 65.3 | 56.1 | 74.4 | 64 | |
| AdaBN + OSVMBackbone=ResNet1012023.04 | 62.9 | 58.8 | 73.3 | 65.3 | |
| TA3N + OSVMBackbone=ResNet1012023.04 | 62.2 | 53.3 | 71.7 | 61.2 | |
| JAN + OSVMBackbone=ResNet1012023.04 | 61.1 | 47.8 | 74.4 | 58.2 |