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ResearchFormerly WizWand

3D Action Recognition on NTU-120 (X-set)

92.3Top-1 AccSBFConv3D
76.59680.67384.7588.827Aug 14, 2023Jan 21, 2024Jun 30, 2024Dec 8, 2024May 17, 2025Oct 25, 2025Apr 4, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=102026.0492.3
SBFConv3DCategory=Skl+SBF(J+L), Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=32.4, Clips=12026.0492.2
SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=102026.0491.7
SBFConv3DCategory=Skl+SBF(J), Add. Anno.=✗, Params (M)=2.0, FLOPs (G)=16.2, Clips=12026.0491.5
MAMPBackbone=Transformer, Evaluation Protocol=fine-tuned2023.0891.3
MAMPEvaluation Protocol=fully supervised, Multi-stream ensembling=false2023.0891.3
InfoGCNEvaluation Protocol=fully supervised2023.0891.2
MS-G3DCategory=Skeleton, Add. Anno.=✗, Params (M)=11.8, FLOPs (G)=27.4, Clips=102026.0490.9
ProtoGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=24.9, FLOPs (G)=36.9, Clips=102026.0490.9
BlockGCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.2, FLOPs (G)=8.4, Clips=102026.0490.7
CTR-CGNEvaluation Protocol=fully supervised2023.0890.6
ST-GCN++Category=Skeleton, Add. Anno.=✗, Params (M)=5.6, FLOPs (G)=11.2, Clips=102026.0490.3
PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=102026.0490.3
CTR-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=5.7, FLOPs (G)=7.8, Clips=102026.0490.1
AA-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=15.0, FLOPs (G)=17.4, Clips=102026.0489.9
PoseConv3DCategory=Skeleton, Add. Anno.=✗, Params (M)=4.0, FLOPs (G)=31.6, Clips=12026.0489.9
PoseC3DEvaluation Protocol=fully supervised2023.0889.6
MSICategory=Skl+Obj, Add. Anno.=✓2026.0489.4
ST-GCNCategory=Skeleton, Add. Anno.=✗, Params (M)=12.3, FLOPs (G)=15.3, Clips=102026.0489
SkeletonMAE*Backbone=Transformer, Evaluation Protocol=fine-tuned2023.0888.9
Hi-TRSBackbone=3s-Transformer, Evaluation Protocol=fine-tuned2023.0887.4
ViABackbone=2s-UINK, Evaluation Protocol=fine-tuned2023.0886.5
MCCBackbone=2s-AGCN, Evaluation Protocol=fine-tuned2023.0883.3
AimCLRBackbone=3s-ST-GCN, Evaluation Protocol=fine-tuned2023.0880.9
CrosSCLRBackbone=3s-ST-GCN, Evaluation Protocol=fine-tuned2023.0880.4
W/o pre-trainingBackbone=Transformer, Evaluation Protocol=fine-tuned2023.0879.7
SkeletonMAEBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.0879.1
CPMBackbone=ST-GCN, Evaluation Protocol=fine-tuned2023.0878.9
CrosSCLRBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.0877.9
AimCLRBackbone=STTFormer, Evaluation Protocol=fine-tuned2023.0877.2