Action Recognition on Northwestern-UCLA (NUCLA) Multiview (cross-view)
93.99Mean AccuracyInflated ResNet with Hierarchical Classification
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Inflated ResNet with Hierarchical ClassificationYear=2020, Pre-trained=true, Pose Input=true, RGB Input=true2020.07 | 93.99 | 98.92 | 91.95 | 91.1 | |
| Action MachineYear=2019, Pre-trained=true, Pose Input=false, RGB Input=true2020.07 | 92.3 | 96.5 | 92.2 | 88.3 | |
| HPM+TMModality=Depth2018.02 | 91.9 | — | — | — | |
| Glimpse CloudsModality=Visual (RGB)2018.02 | 90.1 | — | — | — | |
| Glimpse CloudsModality=Visual (RGB)2018.02 | 89.5 | — | — | — | |
| Ensemble TS-LSTMModality=Pose2018.02 | 89.2 | — | — | — | |
| Glimpse CloudsModality=Visual (RGB)2018.02 | 87.6 | — | — | — | |
| Glimpse CloudsYear=2018, Pre-trained=false, Pose Input=false, RGB Input=true2020.07 | 87.6 | 90.1 | 89.5 | 83.4 | |
| Enhanced viz.Modality=Pose2018.02 | 86.1 | — | — | — | |
| Global modelModality=Visual (RGB)2018.02 | 85.6 | — | — | — | |
| Global modelModality=Visual (RGB)2018.02 | 84.7 | — | — | — | |
| Global modelModality=Visual (RGB)2018.02 | 83.2 | — | — | — | |
| HPMRGB+HPM3D+TrajData=RGB-D, Fine-tuned with synthetic data=false2017.07 | 81.3 | 91.7 | 73 | 79 | |
| HPMRGB+HPM3DData=RGB-D, Fine-tuned with synthetic data=false2017.07 | 81.1 | 92.4 | 74.1 | 76.8 | |
| HPM3DData=Depth, Fine-tuned with synthetic data=false2017.07 | 79.7 | 91.9 | 75.2 | 71.9 | |
| HPM+TMModality=Depth2018.02 | 79.7 | — | — | — | |
| HPMRGB+TrajData=RGB, Fine-tuned with synthetic data=false2017.07 | 78.5 | 89.3 | 75.2 | 71 | |
| HBRNN-LModality=Pose2018.02 | 78.5 | — | — | — | |
| HPMRGBData=RGB, Fine-tuned with synthetic data=false2017.07 | 77.8 | 91.5 | 69 | 73.1 | |
| NKTMModality=Visual (RGB)2018.02 | 75.8 | — | — | — | |
| HPM+TMModality=Depth2018.02 | 75.2 | — | — | — | |
| Lie groupModality=Pose2018.02 | 74.2 | — | — | — | |
| NKTMModality=Visual (RGB)2018.02 | 73.3 | — | — | — | |
| NKTMData=RGB, Fine-tuned with synthetic data=false2017.07 | 69.4 | 75.8 | 73.3 | 59.1 | |
| NKTMModality=Visual (RGB)2018.02 | 69.4 | — | — | — | |
| nCTEModality=Visual (RGB)2018.02 | 68.6 | — | — | — | |
| nCTEModality=Visual (RGB)2018.02 | 68.3 | — | — | — | |
| nCTEData=RGB, Fine-tuned with synthetic data=false2017.07 | 63 | 68.6 | 68.3 | 52.1 | |
| nCTEModality=Visual (RGB)2018.02 | 63 | — | — | — | |
| C3DData=RGB, Fine-tuned with synthetic data=true2017.07 | 62.1 | 68.4 | 64.6 | 53.2 | |
| CVPModality=Depth2018.02 | 60.6 | — | — | — | |
| C3DData=RGB, Fine-tuned with synthetic data=false2017.07 | 59.8 | 71.2 | 53.7 | 54.5 | |
| DVVModality=Depth2018.02 | 58.5 | — | — | — | |
| CVPModality=Depth2018.02 | 55.8 | — | — | — | |
| DVVModality=Depth2018.02 | 55.2 | — | — | — | |
| CVPData=Depth, Fine-tuned with synthetic data=false2017.07 | 52 | 60.6 | 55.8 | 39.5 | |
| CVPModality=Depth2018.02 | 52 | — | — | — | |
| LRCNData=RGB, Fine-tuned with synthetic data=true2017.07 | 51.8 | 62.6 | 39.6 | 53.3 | |
| DVVData=Depth, Fine-tuned with synthetic data=false2017.07 | 51 | 58.5 | 55.2 | 39.3 | |
| DVVModality=Depth2018.02 | 51 | — | — | — | |
| LRCNData=RGB, Fine-tuned with synthetic data=false2017.07 | 50.6 | 64 | 36.2 | 51.7 | |
| JOULEData=RGB-D, Fine-tuned with synthetic data=false2017.07 | 49.3 | 70 | 44.7 | 33.3 | |
| HankeletsData=RGB, Fine-tuned with synthetic data=false2017.07 | 45.2 | 45.2 | — | — | |
| AOGModality=Depth2018.02 | 45.2 | — | — | — | |
| HankeletsModality=Visual (RGB)2018.02 | 45.2 | — | — | — | |
| AOGData=Depth, Fine-tuned with synthetic data=false2017.07 | — | 73.3 | — | — | |
| EleAtt-GRU(aug.)Year=2018, Pre-trained=false, Pose Input=true, RGB Input=false2020.07 | — | 90.7 | — | — | |
| Enhanced Viz.Year=2017, Pre-trained=false, Pose Input=true, RGB Input=false2020.07 | — | 92.61 | — | — | |
| Ensemble TS-LSTMYear=2017, Pre-trained=false, Pose Input=true, RGB Input=false2020.07 | — | 89.22 | — | — | |
| FGCNYear=2020, Pre-trained=true, Pose Input=true, RGB Input=false2020.07 | — | 95.3 | — | — | |
| R-NKTMData=RGB, Fine-tuned with synthetic data=false2017.07 | — | 78.1 | — | — |