Gesture Recognition on nvGesture (test)
92Accuracy (%)UMDR (CFCer)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UMDR (CFCer)modality=RGB-D, #frames=642022.11 | 92 | — | |
| Ours (CAPF)Modality=RGB+Depth, Fusion=CAPF2021.12 | 91.7 | — | |
| Decouple+Recouplemodality=RGB-D, #frames=642022.11 | 91.7 | — | |
| UMDRmodality=Depth, #frames=642022.11 | 91.19 | — | |
| Ours (Addition)Modality=RGB+Depth, Fusion=Addition2021.12 | 91.1 | — | |
| Ours (Multiplication)Modality=RGB+Depth, Fusion=Multiplication2021.12 | 90.89 | — | |
| OursModality=Depth2021.12 | 90.62 | — | |
| Decouple+Recouplemodality=Depth, #frames=642022.11 | 90.62 | — | |
| UMDR (CFCer)modality=RGB-D, #frames=322022.11 | 90.04 | — | |
| UMDRmodality=RGB, #frames=642022.11 | 89.8 | — | |
| OursModality=RGB2021.12 | 89.58 | — | |
| Decouple+Recouplemodality=RGB, #frames=642022.11 | 89.58 | — | |
| PSTNet + PointCMPEpochs=1002023.05 | 89.2 | — | |
| KinetModalities=Point Cloud2022.03 | 89.1 | — | |
| Kinet2023.05 | 89.1 | — | |
| RAAR3DNetmodality=RGB-D, #frames=642022.11 | 88.59 | — | |
| HumanModality=RGB2018.04 | 88.4 | — | |
| Human2019.11 | 88.4 | — | |
| HumanModalities=RGB Frame2022.03 | 88.4 | — | |
| PSTNetEpochs=1002023.05 | 88.4 | — | |
| humanmodality=RGB-D2022.11 | 88.4 | — | |
| NASModality=RGB+Depth2021.12 | 88.38 | — | |
| NASmodality=RGB-D, #frames=322022.11 | 88.38 | — | |
| UMDRmodality=Depth, #frames=322022.11 | 88.04 | — | |
| PointLSTMModality=point clouds2021.12 | 87.9 | — | |
| PointLSTM-earlyModalities=Point Cloud2022.03 | 87.9 | — | |
| PLSTM-early2023.05 | 87.9 | — | |
| UMDR (CFCer)modality=RGB-D, #frames=162022.11 | 87.89 | — | |
| PointLSTM-lateModalities=Point Cloud2022.03 | 87.5 | — | |
| PLSTM-late2023.05 | 87.5 | — | |
| PointLSTM-PSSModalities=Point Cloud2022.03 | 87.3 | — | |
| PLSTM-PSS2023.05 | 87.3 | — | |
| UMDRmodality=Depth, #frames=162022.11 | 87.25 | — | |
| MMTMInput Modalities=RGB+Depth+Opt. flow2019.11 | 86.93 | — | |
| MMTMModality=RGB-D+Flow2021.12 | 86.93 | — | |
| PointLSTM-middleModalities=Point Cloud2022.03 | 86.9 | — | |
| PLSTM-middle2023.05 | 86.9 | — | |
| RAAR3DNetmodality=Depth, #frames=642022.11 | 86.67 | — | |
| MMTMInput Modalities=RGB+Depth2019.11 | 86.31 | — | |
| MMTMModality=RGB+Depth2021.12 | 86.31 | — | |
| MMTMmodality=RGB-D, #frames=322022.11 | 86.31 | — | |
| FlickerNetModalities=Point Cloud2022.03 | 86.3 | — | |
| FlickerNet2023.05 | 86.3 | — | |
| UMDRmodality=RGB, #frames=322022.11 | 86.25 | — | |
| NASModality=Depth2021.12 | 86.1 | — | |
| NASmodality=Depth, #frames=322022.11 | 86.1 | — | |
| GPMmodality=RGB-D, #frames=802022.11 | 86.1 | — | |
| PointLSTM-baseModalities=Point Cloud2022.03 | 85.9 | — | |
| PLSTM-base2023.05 | 85.9 | — | |
| RAAR3DNetmodality=RGB, #frames=642022.11 | 85.83 | — | |
| I3D late fusionInput Modalities=RGB+Depth+Opt. flow2019.11 | 85.68 | — | |
| GPMmodality=Depth, #frames=802022.11 | 85.5 | — | |
| MTUTModality=RGB+Depth2021.12 | 85.48 | — | |
| MTUTmodality=RGB-D, #frames=642022.11 | 85.48 | — | |
| PreRNNmodality=RGB-D, #frames=102022.11 | 85 | — | |
| MTUTModalities=Depth Map2022.03 | 84.9 | — | |
| MMTMInput Modalities=RGB+Opt. flow2019.11 | 84.85 | — | |
| MTUTModality=Depth2021.12 | 84.85 | — | |
| MTUTmodality=Depth, #frames=642022.11 | 84.85 | — | |
| 8-MFFs-3f1cModality=RGB + Flow2018.04 | 84.7 | — | |
| MFFsInput Modalities=RGB+Opt. flow2019.11 | 84.7 | — | |
| TransformerModality=RGB+Depth2021.12 | 84.6 | — | |
| Transformermodality=RGB-D, #frames=402022.11 | 84.6 | — | |
| I3D late fusionInput Modalities=RGB+Depth2019.11 | 84.43 | — | |
| I3D late fusionInput Modalities=RGB+Opt. flow2019.11 | 84.43 | — | |
| PreRNNModalities=Depth Map2022.03 | 84.4 | — | |
| PreRNNmodality=Depth, #frames=102022.11 | 84.4 | — | |
| PSTNet + PointCMPEpochs=352023.05 | 84 | — | |
| R3DCNNModality=all modalities (RGB, flow, depth, IR, IR disparity)2018.04 | 83.8 | — | |
| R3DCNNInput Modalities=RGB+Depth+Opt. flow2019.11 | 83.8 | — | |
| ResNeXt-101modality=Depth, #frames=322022.11 | 83.8 | — | |
| NASModality=RGB2021.12 | 83.61 | — | |
| NASmodality=RGB, #frames=322022.11 | 83.61 | — | |
| UMDRmodality=RGB, #frames=162022.11 | 83.42 | — | |
| I3DInput Modalities=Opt. flow2019.11 | 83.19 | — | |
| TransformerModality=Depth2021.12 | 83 | — | |
| Transformermodality=Depth, #frames=402022.11 | 83 | — | |
| 6-MFFs-3f1cModality=RGB + Flow2018.04 | 82.4 | — | |
| I3DInput Modalities=Depth2019.11 | 82.28 | — | |
| MTUTModality=RGB2021.12 | 81.33 | — | |
| MTUTmodality=RGB, #frames=642022.11 | 81.33 | — | |
| MTUTModalities=RGB Frame2022.03 | 81.3 | — | |
| R3DCNNModalities=Depth Map2022.03 | 80.3 | — | |
| R3DCNNModality=RGB + Flow2018.04 | 79.3 | — | |
| R3DCNNInput Modalities=RGB+Opt. flow2019.11 | 79.3 | — | |
| ResNeXt-101modality=Depth, #frames=242022.11 | 79.25 | — | |
| PSTNetEpochs=352023.05 | 78.9 | — | |
| ResNeXt-101modality=RGB, #frames=322022.11 | 78.63 | — | |
| I3DInput Modalities=RGB2019.11 | 78.42 | — | |
| R3DCNNModality=Flow2018.04 | 77.8 | — | |
| R3DCNNModalities=Optical Flow2022.03 | 77.8 | — | |
| iDT-MBHModality=Flow2018.04 | 76.8 | — | |
| TransformerModality=RGB2021.12 | 76.5 | — | |
| PreRNNModalities=RGB Frame2022.03 | 76.5 | — | |
| PreRNNmodality=RGB, #frames=102022.11 | 76.5 | — | |
| Transformermodality=RGB, #frames=402022.11 | 76.5 | — | |
| GPMmodality=RGB, #frames=802022.11 | 75.9 | — | |
| R3DCNNModality=RGB2018.04 | 74.1 | — | |
| R3DCNNModalities=RGB Frame2022.03 | 74.1 | — | |
| iDTModality=RGB + Flow2018.04 | 73.4 | — |