Hand gesture recognition on NVGesture
91.7AccuracyDTN (CAPF)
Evaluation results
| Method | Links | |
|---|---|---|
| DTN (CAPF)Modality=RGB+Depth2021.12 | 91.7 | |
| DTNModality=Depth2021.12 | 90.62 | |
| DTNModality=RGB2021.12 | 89.58 | |
| P4Transformer + DiMPFine-tuning Epochs=50, Pre-training dataset=HOI4D2026.05 | 87.9 | |
| P4Transformer + M2PSCFine-tuning Epochs=50, Pre-training dataset=HOI4D2026.05 | 87.2 | |
| MTUT_FFused modalities=RGB+Depth+Opt. flow2018.12 | 86.93 | |
| P4Transformer + MaST-PreFine-tuning Epochs=50, Pre-training dataset=HOI4D2026.05 | 86.7 | |
| MTUT_FFused modalities=RGB+Depth2018.12 | 86.1 | |
| GPMModality=RGB+Depth2021.12 | 86.1 | |
| P4TransformerFine-tuning Epochs=50, Pre-training dataset=HOI4D2026.05 | 86.1 | |
| I3DFused modalities=RGB+Depth+Opt. flow2018.12 | 85.68 | |
| GPMModality=Depth2021.12 | 85.5 | |
| MTUT_RGB-DFused modalities=RGB+Depth2018.12 | 85.48 | |
| MTUT_RGB-OFFused modalities=RGB+Opt. flow2018.12 | 85.48 | |
| MTUT_all^FFused modalities=RGB+Opt. flow2018.12 | 85.48 | |
| P4Transformer + DiMPFine-tuning Epochs=30, Pre-training dataset=HOI4D2026.05 | 85.1 | |
| PreRNNModality=RGB+Depth2021.12 | 85 | |
| P4Transformer + M2PSCFine-tuning Epochs=30, Pre-training dataset=HOI4D2026.05 | 84.7 | |
| I3DFused modalities=RGB+Opt. flow2018.12 | 84.43 | |
| PreRNNModality=Depth2021.12 | 84.4 | |
| P4Transformer + MaST-PreFine-tuning Epochs=30, Pre-training dataset=HOI4D2026.05 | 84.4 | |
| I3DFused modalities=RGB+Depth2018.12 | 83.82 | |
| ResNeXt-101Modality=Depth2021.12 | 83.82 | |
| R3DCNNFused modalities=RGB+Depth+Opt. flow2018.12 | 83.8 | |
| P4TransformerFine-tuning Epochs=30, Pre-training dataset=HOI4D2026.05 | 83.7 | |
| ResNeXt-101Modality=RGB2021.12 | 78.63 | |
| PreRNNModality=RGB2021.12 | 76.5 | |
| GPMModality=RGB2021.12 | 75.9 | |
| iDTFused modalities=RGB+Opt. flow2018.12 | 73.4 | |
| Two Stream CNNsFused modalities=RGB+Opt. flow2018.12 | 65.6 | |
| HOG+HOG2Fused modalities=RGB+Depth2018.12 | 36.9 |