List your company
ResearchFormerly WizWand

Action Recognition on NW-UCLA

98.3Top-1 AccSkateFormer
92.78894.21995.6597.081Aug 10, 2022Mar 25, 2023Nov 8, 2023Jun 23, 2024Feb 6, 2025Sep 22, 2025May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SkateFormerParams (M)=2.0, Flops (G)=3.62026.0398.3
SkateFormer (4 ensemble)Mod.=All, Param. (M)=2.03, FLOPs (G)=14.48, Architecture paradigm=ANN-Trans.2026.0398.3
SkateFormerCategory=Trans., Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0598.3
REASON+LLMCategory=LLM, Mod.=J, Two-stage=N, Interpret.=Y2026.0598.1
REASONCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=Y2026.0597.9
LA-GCN2023.0597.6
Hyper-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0597.6
MMCLTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.0797.5
SkeMixFormerParams (M)=2.1, Flops (G)=4.82026.0397.4
FreqMixFormerParams (M)=2.0, Flops (G)=64.42026.0397.4
HocSLM2026.0397.4
KGS-GCNParams (M)=1.4, Flops (G)=1.32026.0397.3
GAPMode=4 ensemble2022.0897.2
LSTTraining Modality=Multi-modality, Inference Modality=Pose, Multi-stream ensemble=true2024.0797.2
DeGCNParams (M)=5.62026.0397.2
UGSTM2026.0397.2
GAPCategory=LLM, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0597.2
InfoGCN2023.0597
InfoGCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0797
KoopmanTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0797
Info-GCN2026.0397
BlockGCNParams (M)=1.3, Flops (G)=1.62026.0396.9
BlockGCN2026.0396.9
HD-GCN*Category=GCN, Mod.=J+B+J'+B', Two-stage=N, Interpret.=N2026.0596.9
BlockGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0596.9
InfoGCN* w/SkeletonGCLModality=4-Stream (4S)2023.0196.8
FR-HeadTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0796.8
SkeletonGCLTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0796.8
Stream-GCN2023.0696.8
FRHeadParams (M)=2.02026.0396.8
SAN-GCN2026.0396.8
FR HeadCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0596.8
HyperformerParams (M)=2.7, Flops (G)=9.62026.0396.7
Hyperformer (4 ensemble)Mod.=All, Param. (M)=2.60, FLOPs (G)=59.20, Architecture paradigm=ANN-Trans.2026.0396.7
InfoGCNModality=Joint+Bone (J+B), Implementation=Original paper2023.0196.6
Info-GCNMode=4 ensemble2022.0896.6
InfoGCNParams (M)=1.6, Flops (G)=1.82026.0396.6
S3T-Former (D=384, Ensemble)Mod.=All, T=16, Param. (M)=10.73, FLOPs (G)=17.14, Architecture paradigm=SNN-Trans.2026.0396.6
Info-GCN2026.0396.6
MSS-GCN2026.0396.6
InfoGCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0596.6
DST-HCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0596.6
CTR-GCN2023.0596.5
CTR-GCNModality=Joint+Bone (J+B), Implementation=Original paper2023.0196.5
CTR-GCN* w/SkeletonGCLModality=4-Stream (4S)2023.0196.5
CTR-GCNMode=4 ensemble2022.0896.5
CTR-GCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0796.5
CTR-GCNParams (M)=1.5, Flops (G)=2.02026.0396.5
CTR-GCNMod.=All, Param. (M)=1.46, FLOPs (G)=7.88, Architecture paradigm=ANN-GCN2026.0396.5
CTR-GCN2026.0396.5
CTR-GCNCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0596.5
2S-AGCN* w/SkeletonGCLModality=4-Stream (4S)2023.0196.3
CTR-GCNModality=4-Stream (4S), Implementation=Retrained (*)2023.0196.3
InfoGCNModality=4-Stream (4S), Implementation=Retrained (*)2023.0196.1
InfoGCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.0196.1
TA-CNNMode=4 ensemble2022.0896.1
Ta-CNN2023.0696.1
CTR-GCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.0195.9
Signal-SGN (4 ensemble)Mod.=All, T=16, Param. (M)=1.74, FLOPs (G)=6.48, Architecture paradigm=SNN-GCN2026.0395.9
S3T-Former (D=384)Mod.=J+B, T=16, Param. (M)=10.73, FLOPs (G)=8.574, Architecture paradigm=SNN-Trans.2026.0395.8
2S-AGCN* w/SkeletonGCLModality=Joint+Bone (J+B)2023.0195.7
2S-AGCNModality=4-Stream (4S), Implementation=Retrained (*)2023.0195.5
InfoGCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.0195.5
DC-GCN+ADG2023.0595.3
DC-GCN+ADGModality=Joint+Bone (J+B)2023.0195.3
2S-AGCNModality=Joint+Bone (J+B), Implementation=Original paper2023.0195.3
DC-GCN+ADGMode=4 ensemble2022.0895.3
DC-GCN+ADG2023.0695.3
DC-GCN+ADGCategory=GCN, Mod.=J+B+JM+BM, Two-stage=N, Interpret.=N2026.0595.3
CTR-GCN* w/SkeletonGCLModality=Joint (J)2023.0195.1
S3T-Former (D=384)Mod.=J, T=32, Param. (M)=10.73, FLOPs (G)=8.574, Architecture paradigm=SNN-Trans.2026.0395.1
2S-AGCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.0195
CTR-GCN* w/SkeletonGCLModality=Bone (B)2023.0195
InfoGCN* w/SkeletonGCLModality=Joint (J)2023.0194.8
S3T-Former (D=384)Mod.=J, T=16, Param. (M)=10.73, FLOPs (G)=4.287, Architecture paradigm=SNN-Trans.2026.0394.8
GSTLN2026.0394.8
Shift-GCNfusion=4-stream2023.0594.6
Shift-GCNModality=4-Stream (4S)2023.0194.6
CTR-GCNModality=Joint (J), Implementation=Retrained (*)2023.0194.6
InfoGCN* w/SkeletonGCLModality=Bone (B)2023.0194.6
4S-Shift-GCNMode=4 ensemble2022.0894.6
Shift-GCNTraining Modality=Pose, Inference Modality=Pose, Multi-stream ensemble=true2024.0794.6
4s Shift-GCNStreams=42023.0694.6
Shift-GCNMod.=All, FLOPs (G)=10.00, Architecture paradigm=ANN-GCN2026.0394.6
Shift-GCN2026.0394.6
S3T-Former (D=256)Mod.=J, T=32, Param. (M)=4.80, FLOPs (G)=3.829, Architecture paradigm=SNN-Trans.2026.0394.3
Shift-GCNModality=Joint+Bone (J+B)2023.0194.2
CTR-GCNModality=Joint+Bone (J+B), Implementation=Retrained (*)2023.0194.2
InfoGCNModality=Bone (B), Implementation=Retrained (*)2023.0194.2
Force NetworkModality=Kinematics + Force2025.1293.97
InfoGCNModality=Joint (J), Implementation=Retrained (*)2023.0193.8
S3T-Former (D=256)Mod.=J, T=16, Param. (M)=4.80, FLOPs (G)=1.914, Architecture paradigm=SNN-Trans.2026.0393.8
VPNTraining Modality=Multi-modality, Inference Modality=Multi-modality, Multi-stream ensemble=true2024.0793.5
AGC-LSTM2023.0593.3
AGC-LSTMModality=Joint (J)2023.0193.3
2S-AGC-LSTMMode=2 ensemble2022.0893.3
Signal-SGNMod.=J+B, T=16, Param. (M)=1.74, FLOPs (G)=3.24, Architecture paradigm=SNN-GCN2026.0393.1
S3T-Former (D=256)Mod.=J, T=8, Param. (M)=4.80, FLOPs (G)=0.957, Architecture paradigm=SNN-Trans.2026.0393.1
2S-AGCN* w/SkeletonGCLModality=Bone (B)2023.0193
BaselineModality=Kinematics-Only2025.1293