Action Recognition on UCF-HMDB (Cross-Domain)
96.7Accuracy (UCF -> HMDB)Target Only
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Target OnlyEvaluation Protocol=Target Only2023.12 | 96.7 | 99.7 | 98.2 | |
| Supervised TargetBackbone=I3D2021.10 | 95 | 96.8 | 95.9 | |
| Supervised-targetBackbone=I3D2022.08 | 95 | 96.85 | 95.93 | |
| UNITEUDA Category=UDA, Backbone=UMT, Collaborative Self-Training (CST)=true2023.12 | 95 | 92.5 | 93.8 | |
| UDAVTUDA Category=UDA, Backbone=UMT2023.12 | 92.3 | 96.8 | 94.6 | |
| CLIPBackbone=ViT-B/162023.12 | 91.7 | 88.8 | 90.3 | |
| DALL-VEvaluation Protocol=Upper Bound (UB)2023.12 | 91.4 | 93.7 | 92.6 | |
| EXTERNUDA Category=SFVUDA, Backbone=UMT2023.12 | 88.9 | 91.9 | 90.4 | |
| DALL-VUDA Category=SFVUDA, Backbone=UMT2023.12 | 88.9 | 93.1 | 91 | |
| CO2AUDA Category=UDA, Backbone=UMT2023.12 | 87.8 | 95.8 | 91.8 | |
| CO2ABackbone=I3D2022.08 | 87.78 | 95.79 | 91.79 | |
| TranSVAEBackbone=I3D2022.08 | 87.78 | 98.95 | 93.37 | |
| TCONBackbone=ResNet-1012022.08 | 87.22 | 89.14 | 88.18 | |
| TCoNBackbone=ResNet-1012021.10 | 87.2 | 89.1 | 88.1 | |
| CoMixBackbone=I3D2021.10 | 86.7 | 93.9 | 90.3 | |
| CoMixBackbone=I3D2022.08 | 86.66 | 93.87 | 90.22 | |
| MA2L-TDBackbone=ResNet-1012022.08 | 85 | 86.59 | 85.8 | |
| TA3NUDA Category=UDA2023.12 | 84.8 | 78.1 | 81.5 | |
| UNITE w/o CSTUDA Category=UDA, Backbone=UMT, Collaborative Self-Training (CST)=false2023.12 | 83.6 | 92.1 | 87.9 | |
| SAVABackbone=I3D2022.08 | 82.22 | 91.24 | 86.73 | |
| SAVABackbone=I3D2021.10 | 82.2 | 91.2 | 86.7 | |
| TA3NBackbone=I3D2021.10 | 81.4 | 90.5 | 85.9 | |
| TA3NBackbone=I3D2022.08 | 81.38 | 90.54 | 85.96 | |
| DANNBackbone=I3D2022.08 | 80.83 | 88.09 | 84.46 | |
| DANNBackbone=I3D2021.10 | 80.7 | 88 | 84.3 | |
| Source OnlyBackbone=I3D2021.10 | 80.3 | 88.8 | 84.5 | |
| Source-onlyBackbone=I3D2022.08 | 80.27 | 88.79 | 84.53 | |
| Source OnlyUDA Category=SFVUDA, Evaluation Protocol=Source Only2023.12 | 80 | 88.8 | 84.4 | |
| ATCONUDA Category=SFVUDA, Backbone=UMT2023.12 | 79.7 | 85.3 | 82.5 | |
| MK-MMDUDA Category=UDA2023.12 | 79.7 | 74.7 | 77.2 | |
| ABGBackbone=ResNet-1012022.08 | 79.17 | 85.11 | 82.14 | |
| ADDABackbone=I3D2022.08 | 79.17 | 88.44 | 83.81 | |
| ABGBackbone=ResNet-1012021.10 | 79.1 | 85.1 | 82.1 | |
| ADDABackbone=I3D2021.10 | 79.1 | 88.4 | 83.7 | |
| TA3NBackbone=ResNet-1012022.08 | 78.33 | 81.79 | 80.06 | |
| TA3NBackbone=ResNet-1012021.10 | 78.3 | 81.8 | 80.1 | |
| DALL-VUDA Category=SFVUDA, Evaluation Protocol=Lower Bound (LB)2023.12 | 76.1 | 71.6 | 73.8 | |
| AdaBNBackbone=ResNet-1012021.10 | 75.5 | 77.4 | 76.4 | |
| DANNBackbone=ResNet-1012021.10 | 75.3 | 76.4 | 75.8 | |
| DANNBackbone=ResNet-1012022.08 | 75.28 | 76.36 | 75.82 | |
| DANNUDA Category=UDA2023.12 | 75.1 | 74.4 | 74.8 | |
| JANBackbone=ResNet-1012022.08 | 74.72 | 76.69 | 75.71 | |
| JANBackbone=ResNet-1012021.10 | 74.7 | 79.3 | 77 | |
| MCDBackbone=ResNet-1012021.10 | 74.4 | 79.3 | 76.8 | |
| MCDBackbone=ResNet-1012022.08 | 73.89 | 79.34 | 76.62 | |
| AdaBNBackbone=ResNet-1012022.08 | 72.22 | 77.41 | 74.82 |