Action Recognition on UTD-MHAD (cross-subject)
96.27AccuracyProposed Method
Evaluation Results
| Method | Links | |
|---|---|---|
| Proposed Method2017.04 | 96.27 | |
| PoseMapYear=2018, Pre-trained=true, Pose Input=true, RGB Input=true2020.07 | 94.51 | |
| PoseMapPose=true, RGB=true2018.12 | 94.5 | |
| Liu et al.Modality=RGB2019.02 | 92.8 | |
| Action MachinePose=false, RGB=true2018.12 | 92.5 | |
| Action Machine Archived VersionYear=2019, Pre-trained=false, Pose Input=false, RGB Input=true2020.07 | 92.5 | |
| ours (Inflated ResNet with Hierarchical Classification)Year=2020, Pre-trained=true, Pose Input=true, RGB Input=true2020.07 | 91.63 | |
| STAR-NetModality=Pose-based2019.02 | 90 | |
| STAR-Net+I3D RGB+FlowModality=Pose + RGB + Flow2019.02 | 88.4 | |
| JDMPose=true, RGB=false2018.12 | 88.1 | |
| STAR-Net+I3D FlowModality=Pose + Flow2019.02 | 88.1 | |
| JDMYear=2017, Pre-trained=false, Pose Input=true, RGB Input=false2020.07 | 88.1 | |
| Joint Trajectory Maps2016.12 | 87.9 | |
| JTM2017.04 | 87.9 | |
| Hou et al.Modality=3D Skeletal2019.02 | 87 | |
| SOS2016.12 | 86.97 | |
| SOS2017.04 | 86.97 | |
| Optical SpectraYear=2018, Pre-trained=true, Pose Input=true, RGB Input=false2020.07 | 86.97 | |
| Optical SpectraPose=true, RGB=false2018.12 | 86.9 | |
| JTMYear=2016, Pre-trained=true, Pose Input=true, RGB Input=false2020.07 | 85.81 | |
| JTMPose=true, RGB=false2018.12 | 85.8 | |
| Wang et al.Modality=3D Skeletal2019.02 | 85.8 | |
| Hussein et al.Modality=3D Skeletal2019.02 | 85.6 | |
| Cov3DJ2016.12 | 85.58 | |
| Cov3DJ2017.04 | 85.58 | |
| Glimpse CloudsYear=2018, Pre-trained=false, Pose Input=true, RGB Input=false2020.07 | 84.19 | |
| STAR-Net+I3D RGBModality=Pose + RGB2019.02 | 83.7 | |
| Kinect & Inertialmodality=Depth and Inertial sensor data2016.12 | 79.1 | |
| kinect & Inertial2017.04 | 79.1 | |
| Chen et al.Modality=Depth+Inertial2019.02 | 79.1 | |
| I3DModality=RGB+Flow2019.02 | 77.2 | |
| ELC-KSVD2016.12 | 76.19 | |
| ELC-KSVD2017.04 | 76.19 | |
| McNally et al.Modality=RGB2019.02 | 76.1 | |
| I3DModality=Flow2019.02 | 71.9 | |
| I3DModality=RGB2019.02 | 61.9 |