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ResearchFormerly WizWand

Action Recognition on NTU RGB+D v1 (Cross-Subject (CS))

96.2AccuracyUMDR (CFCer)
36.29651.84867.482.952Apr 20, 2018Jan 23, 2019Oct 29, 2019Aug 2, 2020May 8, 2021Feb 10, 2022Nov 16, 2022
Updated 8mo ago

Evaluation results

MethodLinks
UMDR (CFCer)modality=RGB-D, #frames=642022.1196.2
UMDR (CFCer)modality=RGB-D, #frames=322022.1195.9
UMDR (CFCer)modality=RGB-D, #frames=162022.1195.6
UMDRmodality=Depth, #frames=642022.1195
UMDRmodality=Depth, #frames=322022.1194.8
UMDRmodality=Depth, #frames=162022.1194.5
Decouple+Recouplemodality=RGB-D, #frames=642022.1194.2
PoseC3Dmodality=RGB+Pose, #frames=16+322022.1194.1
UMDRmodality=RGB, #frames=642022.1192.9
Decouple+Recouplemodality=Depth, #frames=642022.1192.7
CTR-GCNmodality=Skeleton, #frames=642022.1192.4
UMDRmodality=RGB, #frames=322022.1192.2
UMDRmodality=RGB, #frames=162022.1192
MMTMmodality=RGB+Pose, #frames=322022.1191.9
DC-GCN+ADGmodality=Skeleton, #frames=3002022.1190.8
Shift-GCNmodality=Skeleton, #frames=3002022.1190.7
Decouple+Recouplemodality=RGB, #frames=642022.1190.3
P4Transformermodality=Point clouds2022.1190.2
Directed-GNNmodality=Skeleton, #frames=3002022.1189.9
HybridNetmodality=RGB-D, #frames=322022.1189.5
VA-fusionaugmentation=true2018.0489.4
VA-CNNaugmentation=true2018.0488.7
HybridNetmodality=Depth, #frames=322022.1187.7
PB-GCNYear=20182019.0587.5
DynamicMaps+CNNmodality=Depth2022.1187.1
HCNYear=20182019.0586.5
HybridNetmodality=RGB, #frames=322022.1186.5
c-ConvNetmodality=RGB-D, #frames=42022.1186.4
3s RA-GCNStreams=32019.0585.9
2s RA-GCNStreams=22019.0585.8
Deep Bilinearmodality=RGB-D-Pose, #frames=162022.1185.4
SR-TSLYear=20182019.0584.8
ST-GCN (baseline)Year=20182019.0581.5
Chained Multi-streammodality=RGB, #frames=162022.1180.8
ESVconfiguration=Synthesized + Pre-trained2018.0480
VA-RNNaugmentation=true2018.0479.8
Clips+CNN+MTLN2018.0479.6
VA-LSTMYear=20172019.0579.4
URNN-2L-T2018.0474.6
GCA-LSTM2018.0474.4
STA-LSTM2018.0473.4
ST-LSTM + Trust Gate2018.0469.2
Part-aware LSTM2018.0462.9
PA-LSTMYear=20162019.0562.9
Dynamic Skeletons2018.0460.2
HBRNN-L2018.0459.1
H-BRNNYear=20152019.0559.1
SLTEPmodality=Depth2022.1158.2
Lie Group2018.0450.1
Skeleton Quads2018.0438.6