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Models/PA-ResGCN

PA-ResGCN

Reported on 24 benchmarks across 8 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision9 results

VideoonNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
VideoonNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
VideoonNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Temporal Action LocalizationonNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Temporal Action LocalizationonNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Temporal Action LocalizationonNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action LocalizationonNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action LocalizationonNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action LocalizationonNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529

Time Series6 results

Action DetectiononNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action DetectiononNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action DetectiononNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action RecognitiononNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action RecognitiononNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Action RecognitiononNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529

Methodology3 results

Zero-Shot LearningonNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Zero-Shot LearningonNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Zero-Shot LearningonNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529

Robots3 results

Activity RecognitiononNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Activity RecognitiononNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
Activity RecognitiononNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529

Natural Language Processing3 results

3D Action RecognitiononNTU60-X
Accuracy (Body + Fingers + Face joints)· 2021-01-27
89.79
best: 91.12 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
3D Action RecognitiononNTU60-X
Accuracy (Body + Fingers joints)· 2021-01-27
91.64
best: 91.78 (4s-ShiftGCN)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529
3D Action RecognitiononNTU60-X
Accuracy (Body joints)· 2021-01-27
89.98
best: 91.26 (MS-G3D)
NTU-X: An Enhanced Large-scale Dataset for Improving Pose-based Recognition of Subtle Human Actions arXiv:2101.11529