Hand gesture recognition on EgoGesture (test)
94.3AccuracyTSM+W3
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TSM+W3Backbone=R50, #Frames=82020.04 | 94.3 | — | — | 99.2 | |
| MTUTFFused modalities=RGB+Depth2018.12 | 93.87 | — | — | — | |
| MMTMInput Modalities=RGB+Depth2019.11 | 93.51 | — | — | — | |
| I3DFused modalities=RGB+Depth2018.12 | 92.78 | — | — | — | |
| I3D late fusionInput Modalities=RGB+Depth2019.11 | 92.78 | — | — | — | |
| C3D+LSTM+RSTTMFused modalities=RGB+Depth2018.12 | 92.2 | — | — | — | |
| C3D+LSTM+RSTTMInput Modalities=RGB+Depth2019.11 | 92.2 | — | — | — | |
| I3DInput Modalities=RGB2019.11 | 90.33 | — | — | — | |
| I3DBackbone=I3D, #Frames=322020.04 | 90.3 | — | — | — | |
| C3DFused modalities=RGB+Depth2018.12 | 89.7 | — | — | — | |
| C3DInput Modalities=RGB+Depth2019.11 | 89.7 | — | — | — | |
| I3DInput Modalities=Depth2019.11 | 89.47 | — | — | — | |
| C3D+LSTM+RSTMBackbone=C3D, #Frames=162020.04 | 89.3 | — | — | — | |
| C3DBackbone=C3D, #Frames=162020.04 | 86.4 | — | — | — | |
| C3DBackbone=C3D, #Frames=82020.04 | 81.7 | — | — | — | |
| VGG16 + LSTMFused modalities=RGB+Depth2018.12 | 81.4 | — | — | — | |
| VGG16 + LSTMInput Modalities=RGB+Depth2019.11 | 81.4 | — | — | — | |
| TSMBackbone=R50, #Frames=82020.04 | 80.5 | — | — | 97.8 | |
| VGG16+LSTMBackbone=VGG16, #Frames=162020.04 | 74.7 | — | — | — | |
| VGG16Fused modalities=RGB+Depth2018.12 | 66.5 | — | — | — | |
| VGG16Input Modalities=RGB+Depth2019.11 | 66.5 | — | — | — | |
| C3D2018.12 | — | 86.4 | 88.1 | — | |
| C3DInput=16-frames2019.01 | — | 86.88 | 88.45 | — | |
| C3D+LSTM+RSTTM2018.12 | — | 89.3 | 90.6 | — | |
| C3D+LSTM+RSTTMInput=16-frames2019.01 | — | 89.3 | 90.6 | — | |
| I3D2018.12 | — | 90.33 | 89.47 | — | |
| MTUT2018.12 | — | 92.48 | 91.96 | — | |
| ResNeXt-101Input=16-frames2019.01 | — | 90.94 | 91.8 | — | |
| ResNeXt-101Input=32-frames2019.01 | — | 93.75 | 94.03 | — | |
| VGG-16Input=16-frames2019.01 | — | 62.5 | 62.3 | — | |
| VGG-16 + LSTMInput=16-frames2019.01 | — | 74.7 | 77.7 | — | |
| VGG162018.12 | — | 62.5 | 62.3 | — | |
| VGG16 + LSTM2018.12 | — | 74.7 | 77.7 | — |