Open-set Unsupervised Video Domain Adaptation on Epic-Kitchens
67.19Average PerformanceSimMMDG
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SimMMDGVideo=true, Audio=true, Flow=true2023.10 | 67.19 | — | — | — | — | — | — | 63.68 | 70.13 | 67.76 | |
| SimMMDGVideo=true, Audio=true, Flow=false2023.10 | 63.24 | — | — | — | — | — | — | 57.93 | 65.47 | 66.32 | |
| SimMMDGVideo=true, Audio=false, Flow=true2023.10 | 61.79 | — | — | — | — | — | — | 59.31 | 63.33 | 62.73 | |
| SimMMDGVideo=false, Audio=true, Flow=true2023.10 | 61.64 | — | — | — | — | — | — | 56.09 | 67.33 | 61.5 | |
| DeepAllVideo=true, Audio=false, Flow=true2023.10 | 59.49 | — | — | — | — | — | — | 55.17 | 62.93 | 60.37 | |
| RNA-NetVideo=true, Audio=false, Flow=true2023.10 | 58.26 | — | — | — | — | — | — | 54.71 | — | 58.21 | |
| DeepAllVideo=true, Audio=true, Flow=true2023.10 | 57.61 | — | — | — | — | — | — | 55.63 | 59.2 | 58.01 | |
| RNA-NetVideo=true, Audio=true, Flow=false2023.10 | 57.51 | — | — | — | — | — | — | 52.18 | 59.47 | 60.88 | |
| RNA-NetVideo=true, Audio=true, Flow=true2023.10 | 56.59 | — | — | — | — | — | — | 52.41 | 57.2 | 60.16 | |
| MM-SADAVideo=true, Audio=true, Flow=true2023.10 | 56.49 | — | — | — | — | — | — | 51.72 | 58.4 | 59.34 | |
| MM-SADAVideo=true, Audio=true, Flow=false2023.10 | 56.25 | — | — | — | — | — | — | 49.2 | 60.4 | 59.14 | |
| MM-SADAVideo=true, Audio=false, Flow=true2023.10 | 54.69 | — | — | — | — | — | — | 47.13 | 57.6 | 59.34 | |
| A3RModality=Multi-modality (RGB + Flow)2022.08 | 54.1 | 51.9 | 51.5 | 53.2 | 63.2 | 52.1 | 55.5 | — | — | — | |
| MM-SADAVideo=false, Audio=true, Flow=true2023.10 | 53.7 | — | — | — | — | — | — | 47.36 | 53.47 | 60.27 | |
| DeepAllVideo=true, Audio=true, Flow=false2023.10 | 53.34 | — | — | — | — | — | — | 47.13 | 55.73 | 57.17 | |
| RNA-NetVideo=false, Audio=true, Flow=true2023.10 | 53.31 | — | — | — | — | — | — | 45.74 | 57.73 | 56.47 | |
| DeepAllVideo=false, Audio=true, Flow=true2023.10 | 52.92 | — | — | — | — | — | — | 45.28 | 56.4 | 57.08 | |
| TranSVAEModality=RGB2022.08 | 52.6 | 50.3 | 48 | 50.5 | 58 | 50.3 | 58.6 | — | — | — | |
| CIAModality=Multi-modality (RGB + Flow)2022.08 | 52.2 | 49.8 | 52.2 | 52.5 | 57.6 | 47.8 | 53.2 | — | — | — | |
| MixDANNModality=Multi-modality (RGB + Flow)2022.08 | 52 | 50.3 | 51 | 56 | 54.7 | 47.3 | 52.4 | — | — | — | |
| STCDAModality=Multi-modality (RGB + Flow)2022.08 | 51.2 | 49 | 52.6 | 52 | 55.6 | 45.5 | 52.5 | — | — | — | |
| CMCDModality=Multi-modality (RGB + Flow)2022.08 | 51 | 49.5 | 48.7 | 50.3 | 56.3 | 46.3 | 52 | — | — | — | |
| MM-SADAModality=Multi-modality (RGB + Flow)2022.08 | 50.3 | 48.2 | 50.9 | 49.5 | 56.1 | 44.1 | 52.7 | — | — | — | |
| CleanAdaptModality=Multi-modality (RGB + Flow)2022.08 | 50.3 | 46.2 | 47.8 | 52.7 | 54.4 | 47 | 52.7 | — | — | — | |
| SonlyModality=RGB2022.08 | 45.9 | 43 | 43 | 43.2 | 55.5 | 42.5 | 48 | — | — | — | |
| AutoLabelBackbone=CLIP2023.04 | 38.2 | 34.8 | 38.3 | 44.1 | 50.4 | 31.9 | 29.8 | — | — | — | |
| ActionCLIP-OracleBackbone=CLIP, Condition=Oracle2023.04 | 33.5 | 33.2 | 33.1 | 37.1 | 44.6 | 24.2 | 28.9 | — | — | — | |
| ActionCLIPBackbone=CLIP2023.04 | 32.4 | 31.3 | 28.3 | 38.1 | 43.4 | 29 | 24.2 | — | — | — | |
| ActionCLIP-ZOCBackbone=CLIP2023.04 | 30.9 | 25.9 | 26.8 | 31.7 | 41.3 | 28 | 32.1 | — | — | — | |
| CEVT-CLIPBackbone=CLIP2023.04 | 13 | 13.2 | 17.4 | 13.3 | 14.3 | 10.2 | 10.1 | — | — | — | |
| CEVTBackbone=ResNet1012023.04 | 12 | 13.2 | 14.7 | 8.4 | 16 | 8.1 | 11.3 | — | — | — |