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ResearchFormerly WizWand

Action Recognition on Skeleton-Kinetics (test)

38.4Top-1 AccuracyDualHead-Net
13.9620.30526.6532.995Dec 24, 2019Jun 30, 2020Jan 6, 2021Jul 15, 2021Jan 21, 2022Jul 30, 2022Feb 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DualHead-NetModality=4-stream2021.0838.461.3
DualHead-NetModality=2-stream2021.0838.361.1
MST-GCNPublisher=AAAI21, Modality=4-stream2021.0838.160.8
MS-G3D NetYear=20202020.073860.9
MS-G3DPublisher=CVPR20, Modality=2-stream2021.083860.9
Dynamic GCN2020.0737.961.3
STIGCNPublisher=ACMMM202021.0837.960.8
Dynamic-GCNPublisher=ACMMM20, Modality=4-stream2021.0837.961.3
MS-AAGCNYear=20202020.0737.861
BAGCN2019.1237.360.2
SDS-CLEvaluation Protocol=Pretrain + Finetune2023.0237.3—
GCN-NASEvaluation Protocol=Pretrain + Finetune2023.0237.1—
NAS-GCNPublisher=AAAI202021.0837.160.1
DGNN2019.1236.959.6
DGNNEvaluation Protocol=Pretrain + Finetune2023.0236.9—
DGNNPublisher=CVPR192021.0836.959.6
DualHead-NetModality=Joint stream2021.0836.659.5
2s-AGCN2019.1236.158.7
2s-AGCNYear=20192020.0736.158.7
2s-AGCNEvaluation Protocol=Pretrain + Finetune2023.0236.1—
AGCNPublisher=CVPR19, Modality=2-stream2021.0836.158.7
DualHead-NetModality=Bone stream2021.0835.758.7
AS-GCN2019.1234.856.5
AS-GCNYear=20192020.0734.856.5
AS-GCNEvaluation Protocol=Pretrain + Finetune2023.0234.8—
AS-GCNPublisher=CVPR192021.0834.856.5
STGR-GCNYear=20192020.0733.656.1
ST-GCN2019.1230.752.8
ST-GCNYear=20182020.0730.752.8
ST-GCNEvaluation Protocol=Pretrain + Finetune2023.0230.7—
ST-GCNPublisher=AAAI182021.0830.752.8
Temporal Conv2019.1220.340
TCNYear=20172020.0720.340
TCNEvaluation Protocol=Pretrain + Finetune2023.0220.3—
TCNPublisher=CVPRW172021.0820.340
Deep LSTM2019.1216.435.3
Deep LSTMYear=20162020.0716.435.3
Deep LSTMEvaluation Protocol=Pretrain + Finetune2023.0216.4—
PA-LSTMPublisher=CVPR162021.0816.435.3
Feature Enc.2019.1214.925.8