TASK |
DATASET |
MODEL |
METRIC NAME |
METRIC VALUE |
GLOBAL RANK |
REMOVE |
Multimodal Activity Recognition
|
EV-Action
|
ST-GCN (Skeleton Kinect)
|
Accuracy
|
79.6
|
# 2
|
|
Multimodal Activity Recognition
|
EV-Action
|
ST-GCN (Skeleton Vicon)
|
Accuracy
|
50.7
|
# 7
|
|
3D Human Pose Estimation
|
Human3.6M
|
ST-GCN
|
Average MPJPE (mm)
|
57.4
|
# 233
|
|
Action Recognition
|
ICVL-4
|
ST-GCN
|
Accuracy
|
80.23%
|
# 2
|
|
Action Recognition
|
IRD
|
ST-GCN
|
Accuracy
|
74.03%
|
# 2
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN
|
Accuracy (CV)
|
88.3
|
# 90
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN
|
Accuracy (CS)
|
81.5
|
# 92
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [Vanilla, 2D Skeleton]
|
Accuracy (CV)
|
95.1
|
# 45
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [Vanilla, 2D Skeleton]
|
Accuracy (CS)
|
90.1
|
# 39
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [Vanilla, 3D Skeleton]
|
Accuracy (CV)
|
93.2
|
# 67
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [Vanilla, 3D Skeleton]
|
Accuracy (CS)
|
86.6
|
# 65
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [PYSKL, 3D Skeleton]
|
Accuracy (CV)
|
96.5
|
# 22
|
|
Skeleton Based Action Recognition
|
NTU RGB+D
|
ST-GCN [PYSKL, 3D Skeleton]
|
Accuracy (CS)
|
90.7
|
# 34
|
|
Skeleton Based Action Recognition
|
NTU RGB+D 120
|
ST-GCN [PYSKL, 3D Skeleton]
|
Accuracy (Cross-Subject)
|
86.2
|
# 30
|
|
Skeleton Based Action Recognition
|
NTU RGB+D 120
|
ST-GCN [PYSKL, 3D Skeleton]
|
Accuracy (Cross-Setup)
|
88.4
|
# 26
|
|
Skeleton Based Action Recognition
|
NTU RGB+D 120
|
ST-GCN [PYSKL, 2D Skeleton]
|
Accuracy (Cross-Subject)
|
84.7
|
# 37
|
|
Skeleton Based Action Recognition
|
NTU RGB+D 120
|
ST-GCN [PYSKL, 2D Skeleton]
|
Accuracy (Cross-Setup)
|
89.0
|
# 23
|
|
Skeleton Based Action Recognition
|
UAV-Human
|
ST-GCN
|
CSv1(%)
|
30.25
|
# 6
|
|
Skeleton Based Action Recognition
|
UAV-Human
|
ST-GCN
|
CSv2(%)
|
56.14
|
# 5
|
|
Skeleton Based Action Recognition
|
Varying-view RGB-D Action-Skeleton
|
ST-GCN
|
Accuracy (CS)
|
71%
|
# 2
|
|
Skeleton Based Action Recognition
|
Varying-view RGB-D Action-Skeleton
|
ST-GCN
|
Accuracy (CV I)
|
25%
|
# 3
|
|
Skeleton Based Action Recognition
|
Varying-view RGB-D Action-Skeleton
|
ST-GCN
|
Accuracy (CV II)
|
56%
|
# 3
|
|
Skeleton Based Action Recognition
|
Varying-view RGB-D Action-Skeleton
|
ST-GCN
|
Accuracy (AV I)
|
53%
|
# 2
|
|
Skeleton Based Action Recognition
|
Varying-view RGB-D Action-Skeleton
|
ST-GCN
|
Accuracy (AV II)
|
43%
|
# 7
|
|