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9.22k
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
RF-Action
https://arxiv.org/abs/1909.09300v1
mAP@0.50 (CV)
94.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
RF-Action
https://arxiv.org/abs/1909.09300v1
mAP@0.50 (CS)
92.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
HCN
http://arxiv.org/abs/1804.06055v1
mAP@0.50 (CV)
94.2
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
HCN
http://arxiv.org/abs/1804.06055v1
mAP@0.50 (CS)
92.6
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
Li et al. [[Li et al.2017b]]
http://arxiv.org/abs/1704.07595v1
mAP@0.50 (CV)
93.7
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
Li et al. [[Li et al.2017b]]
http://arxiv.org/abs/1704.07595v1
mAP@0.50 (CS)
90.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
PKU-MMD
3s-HYSP
https://arxiv.org/abs/2303.06242v1
Accuracy (Cross-Subject)
96.2
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
MSR Action3D
Distribution of Action Movements + SVM
https://arxiv.org/abs/2310.17421v1
Accuracy
94%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
MSR Action3D
Temporal K-Means Clustering + Temporal Subspace Clustering
https://arxiv.org/abs/2006.11812v1
Accuracy
88.51%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
MSR Action3D
HDM-BG
http://openaccess.thecvf.com/content_CVPR_2019/html/Zhao_Bayesian_Hierarchical_Dynamic_Model_for_Human_Action_Recognition_CVPR_2019_paper.html
Accuracy
86.1%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
MSR Action3D
GFT
https://doi.org/10.1109/ICIP.2019.8803186
Accuracy
74%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
H2O (2 Hands and Objects)
CHASE(STSA-Net)
https://arxiv.org/abs/2410.07153v2
Accuracy
94.77
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
H2O (2 Hands and Objects)
SHARP
https://arxiv.org/abs/2408.10037v1
Accuracy
91.73
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
H2O (2 Hands and Objects)
EffHandEgoNet
https://arxiv.org/abs/2404.09308v2
Accuracy
91.32
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
H2O (2 Hands and Objects)
ISTA-Net
https://arxiv.org/abs/2307.07469v1
Accuracy
89.09±1.21
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
Bidirectional LSTM
https://arxiv.org/abs/2007.16072v1
Acc
87.24
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
Bidirectional LSTM
https://arxiv.org/abs/2007.16072v1
Jaccard Index
67.00
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
Bidirectional LSTM
https://arxiv.org/abs/2007.16072v1
F1-Score
78.48
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
stMLP
https://arxiv.org/abs/2204.11511v2
Acc
85.99
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
stMLP
https://arxiv.org/abs/2204.11511v2
Jaccard Index
67.88
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
TCG-dataset
stMLP
https://arxiv.org/abs/2204.11511v2
F1-Score
80.05
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
VS-CNN
http://arxiv.org/abs/1904.10681v1
Accuracy (CS)
76%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
VS-CNN
http://arxiv.org/abs/1904.10681v1
Accuracy (CV I)
29%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
VS-CNN
http://arxiv.org/abs/1904.10681v1
Accuracy (CV II)
71%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
VS-CNN
http://arxiv.org/abs/1904.10681v1
Accuracy (AV I)
57%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
VS-CNN
http://arxiv.org/abs/1904.10681v1
Accuracy (AV II)
75%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
ST-GCN
http://arxiv.org/abs/1801.07455v2
Accuracy (CS)
71%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
ST-GCN
http://arxiv.org/abs/1801.07455v2
Accuracy (CV I)
25%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
ST-GCN
http://arxiv.org/abs/1801.07455v2
Accuracy (CV II)
56%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
ST-GCN
http://arxiv.org/abs/1801.07455v2
Accuracy (AV I)
53%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
ST-GCN
http://arxiv.org/abs/1801.07455v2
Accuracy (AV II)
43%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
Res-TCN
http://arxiv.org/abs/1704.04516v1
Accuracy (CS)
63%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
Res-TCN
http://arxiv.org/abs/1704.04516v1
Accuracy (CV I)
14%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
Res-TCN
http://arxiv.org/abs/1704.04516v1
Accuracy (CV II)
48%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
Res-TCN
http://arxiv.org/abs/1704.04516v1
Accuracy (AV I)
48%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
Res-TCN
http://arxiv.org/abs/1704.04516v1
Accuracy (AV II)
68%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
P-LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CS)
60%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
P-LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CV I)
13%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
P-LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CV II)
33%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
P-LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (AV I)
33%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
P-LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (AV II)
50%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
SK-CNN
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy (CS)
59%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
SK-CNN
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy (CV I)
26%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
SK-CNN
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy (CV II)
68%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
SK-CNN
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy (AV I)
43%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
SK-CNN
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy (AV II)
77%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
TCN
http://arxiv.org/abs/1611.05267v1
Accuracy (CS)
56%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
TCN
http://arxiv.org/abs/1611.05267v1
Accuracy (CV I)
16%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
TCN
http://arxiv.org/abs/1611.05267v1
Accuracy (CV II)
43%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
TCN
http://arxiv.org/abs/1611.05267v1
Accuracy (AV I)
43%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
TCN
http://arxiv.org/abs/1611.05267v1
Accuracy (AV II)
64%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CS)
56%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CV I)
16%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (CV II)
31%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (AV I)
31%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Varying-view RGB-D Action-Skeleton
LSTM
http://arxiv.org/abs/1604.02808v1
Accuracy (AV II)
68%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
HT-ConvNet
https://www.researchgate.net/publication/387230107_Hierarchical_Temporal_Convolution_Network_Towards_Privacy-Centric_Activity_Recognition
Accuracy
86.1
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
HT-ConvNet
https://www.researchgate.net/publication/387230107_Hierarchical_Temporal_Convolution_Network_Towards_Privacy-Centric_Activity_Recognition
Average accuracy of 3 splits
86.1
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
HT-ConvNet
https://www.researchgate.net/publication/387230107_Hierarchical_Temporal_Convolution_Network_Towards_Privacy-Centric_Activity_Recognition
No. parameters
1.75
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
DD-Net
https://arxiv.org/abs/1907.09658v8
Accuracy
78.0 (average of 3 split train/test)
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
DD-Net
https://arxiv.org/abs/1907.09658v8
Average accuracy of 3 splits
77.2
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
DD-Net
https://arxiv.org/abs/1907.09658v8
No. parameters
1.82 M
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
JMRN (No GT pose)
https://arxiv.org/abs/2010.08164v2
Average accuracy of 3 splits
68.55
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
PoTion
http://openaccess.thecvf.com/content_cvpr_2018/html/Choutas_PoTion_Pose_MoTion_CVPR_2018_paper.html
Average accuracy of 3 splits
67.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
PoTion
http://openaccess.thecvf.com/content_cvpr_2018/html/Choutas_PoTion_Pose_MoTion_CVPR_2018_paper.html
No. parameters
-
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
EHPI
http://arxiv.org/abs/1904.09140v1
Average accuracy of 3 splits
65.5
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
JHMDB (2D poses only)
Chained
http://arxiv.org/abs/1704.00616v2
Average accuracy of 3 splits
56.8
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
HDM05
Temporal Subspace Clustering
https://arxiv.org/abs/2006.11812v1
Accuracy
89.80%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
UWA3D
VA-fusion (aug.)
https://arxiv.org/abs/1804.07453v3
Accuracy
81.4%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
UWA3D
ESV (Synthesized + Pre-trained)
https://doi.org/10.1016/j.patcog.2017.02.030
Accuracy
73.8%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
UWA3D
HOJ3D
https://doi.org/10.1109/CVPRW.2012.6239233
Accuracy
17.7%
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-400
STGAT
https://arxiv.org/abs/2208.08599v2
Actions Top-1 (S1)
39.2
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
Structured Keypoint Pooling (PPNv2 skeletons+objects)
https://arxiv.org/abs/2303.15270v1
Accuracy
52.3
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
ProtoGCN
https://arxiv.org/abs/2411.18941v1
Accuracy
51.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
Structured Keypoint Pooling (HRNet skeletons)
https://arxiv.org/abs/2303.15270v1
Accuracy
50.3
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
PoseC3D (SlowOnly-346)
https://arxiv.org/abs/2104.13586v2
Accuracy
49.1
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
PoseC3D
https://arxiv.org/abs/2104.13586v2
Accuracy
47.7
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
Structured Keypoint Pooling (PPNv2 skeletons)
https://arxiv.org/abs/2303.15270v1
Accuracy
43.1
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
HD-GCN
https://arxiv.org/abs/2208.10741v3
Accuracy
40.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
2s-AGCN+TEM
https://arxiv.org/abs/2003.08951v2
Accuracy
38.6
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
DualHead-Net
https://arxiv.org/abs/2108.04536v1
Accuracy
38.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
MS-G3D
https://arxiv.org/abs/2003.14111v2
Accuracy
38.0
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
Dynamic GCN
https://arxiv.org/abs/2007.14690v1
Accuracy
37.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
MS-AAGCN
https://arxiv.org/abs/1912.06971v1
Accuracy
37.8
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
CGCN
https://arxiv.org/abs/2003.03007v2
Accuracy
37.5
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
JB-AAGCN
https://arxiv.org/abs/1912.06971v1
Accuracy
37.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
ST-TR-agcn
https://arxiv.org/abs/2008.07404v4
Accuracy
37.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
GCN-NAS
https://arxiv.org/abs/1911.04131v1
Accuracy
37.1
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
AGCN (2-stream)
https://arxiv.org/abs/2203.11009v2
Accuracy
36.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
AGCN (2-stream)
https://arxiv.org/abs/2203.11009v2
GFLOPS per prediction
26.91
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
DGNN
http://openaccess.thecvf.com/content_CVPR_2019/html/Shi_Skeleton-Based_Action_Recognition_With_Directed_Graph_Neural_Networks_CVPR_2019_paper.html
Accuracy
36.9
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
SLnL-rFA
https://arxiv.org/abs/1811.04237v3
Accuracy
36.6
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
AGCN (1-stream)
https://arxiv.org/abs/2203.11009v2
Accuracy
35
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
AGCN (1-stream)
https://arxiv.org/abs/2203.11009v2
GFLOPS per prediction
13.45
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
AS-GCN
http://arxiv.org/abs/1904.12659v1
Accuracy
34.8
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
PeGCN
https://arxiv.org/abs/2003.07514v1
Accuracy
34.8
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
S-TR (2-stream)
https://arxiv.org/abs/2203.11009v2
Accuracy
34.7
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
S-TR (2-stream)
https://arxiv.org/abs/2203.11009v2
GFLOPS per prediction
23.24
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
ST-GCN (2-stream)
https://arxiv.org/abs/2203.11009v2
Accuracy
34.4
Video > Temporal Action Localization > 3D Action Recognition > Skeleton Based Action Recognition
Kinetics-Skeleton dataset
ST-GCN (2-stream)
https://arxiv.org/abs/2203.11009v2
GFLOPS per prediction
24.09