Action Recognition on NTU RGB+D (Cross-subject)
96.1AccuracyRNX3D101+MS-AAGCN-C
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RNX3D101+MS-AAGCN-CPose modality=true, RGB modality=true, Pose-guided cropping strategy=true2019.12 | 96.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RNX3D101+MS-AAGCNPose modality=true, RGB modality=true, Pose-guided cropping strategy=false2019.12 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RNX3D101-CPose modality=true, RGB modality=true, Pose-guided cropping strategy=true2019.12 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Action MachinePose=false, RGB=true2018.12 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTN(CAPF)Modality=RGB+Depth2021.12 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAPFModality=RGB+Depth2021.12 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=RGB+Depth, Fusion=Addition2021.12 | 93.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=RGB+Depth, Fusion=Multiplication2021.12 | 93.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SkateFormer (4 ensemble)Mod.=All, Param. (M)=2.03, FLOPs (G)=14.48, Architecture paradigm=ANN-Trans.2026.03 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DVANetModality=RGB2023.12 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DG-STGCNModality=Skeleton2023.12 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRENet2026.06 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRENet2026.06 | 93.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| I3D+RNN+AttentionPose modality=false, RGB modality=true, Pose-guided cropping strategy=false2019.12 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Chi et al.Modality=Skeleton2023.12 | 93 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAPMode=4 ensemble2022.08 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Trivedi and SarvadevabhatlaModality=Skeleton2023.12 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hyperformer (4 ensemble)Mod.=All, Param. (M)=2.60, FLOPs (G)=59.20, Architecture paradigm=ANN-Trans.2026.03 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=Depth2021.12 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=Depth2021.12 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Info-GCNMode=4 ensemble2022.08 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Duan et al.Modality=Skeleton2023.12 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SkateFormerMod.=J, Param. (M)=2.03, FLOPs (G)=3.62, Architecture paradigm=ANN-Trans.2026.03 | 92.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CTR-GCNModality=Skeleton2021.12 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CTR-GCNMode=4 ensemble2022.08 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Chen et al.Modality=Skeleton2023.12 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CTR-GCNMod.=All, Param. (M)=1.46, FLOPs (G)=7.88, Architecture paradigm=ANN-GCN2026.03 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IIP-TransformerEvaluation protocol=Pretrain + Finetune2023.02 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Kinet2023.05 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Kinet2026.06 | 92.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSAFRGB Model=I3D2020.12 | 92.24 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientGCNModality=Skeleton2023.12 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMTM (Ours)Input Modalities=RGB+Pose2019.11 | 91.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMTMRGB Model=I3D2020.12 | 91.99 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMTMModality=RGB+Pose2021.12 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SDS-CLEvaluation protocol=Pretrain + Finetune, Modality=3-stream2023.02 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cheng et al.Modality=RGB2023.12 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PoseMapInput Modalities=RGB+Pose2019.11 | 91.71 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PoseMap2020.12 | 91.71 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PoseMapPose=true, RGB=false2018.12 | 91.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientGCN-B4Mode=4 ensemble2022.08 | 91.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FUSION - CPAPose=true, IR=true2020.02 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| KAN-HyperpointNet2026.06 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Late Fusion (I3D + HCN_ours)Input Modalities=RGB+Pose2019.11 | 91.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCK ⊕Modality=3D body-joints + RGB frames + optical flow, Backbone=ResNet-1522020.12 | 91.56 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MS-G3DEvaluation protocol=Pretrain + Finetune2023.02 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSTAEvaluation protocol=Pretrain + Finetune2023.02 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Dynamic GCNMode=4 ensemble2022.08 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MS-G3DMode=2 ensemble2022.08 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSTAMode=4 ensemble2022.08 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MST-GCNMode=4 ensemble2022.08 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Liu et al.Modality=Skeleton2023.12 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MS-G3DMod.=J+B, Param. (M)=3.19, FLOPs (G)=48.88, Architecture paradigm=ANN-GCN2026.03 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSTNet++2023.05 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Shah et al.Modality=RGB2023.12 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSTNet++2026.06 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PEMPose modality=true, RGB modality=true, Pose-guided cropping strategy=false2019.12 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAPMode=Bone2022.08 | 91.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PST-Transformer2023.05 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PST-Transformer2026.06 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PRG-Net2026.06 | 91 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PA-ResGCN-B19Mode=4 ensemble2022.08 | 90.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DC-GCN+ADGModality=Skeleton2021.12 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DC-GCN+ADGMode=4 ensemble2022.08 | 90.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCK ⊕Modality=3D body-joints + RGB frames, Backbone=ResNet-1522020.12 | 90.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Shift-GCNModality=Skeleton2021.12 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Shift-GCNEvaluation protocol=Pretrain + Finetune2023.02 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| 4S-Shift-GCNMode=4 ensemble2022.08 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Shift-GCNMod.=All, FLOPs (G)=10.00, Architecture paradigm=ANN-GCN2026.03 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HyperformerMod.=J, Param. (M)=2.60, FLOPs (G)=14.80, Architecture paradigm=ANN-Trans.2026.03 | 90.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSAFRGB Model=Inf. ResNet502020.12 | 90.63 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSTNet2023.05 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSTNet2026.06 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TA-CNNMode=4 ensemble2022.08 | 90.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Zhang, Lin, and LiuModality=Skeleton2023.12 | 90.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=RGB2021.12 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DTNModality=RGB2021.12 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SequentialPointNet2026.06 | 90.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4TransformerModality=point2021.12 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4Transformer2023.05 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAPMode=Joint2022.08 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| P4Transformer2026.06 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMTMRGB Model=Inf. ResNet502020.12 | 90.11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCK ⊕Modality=RGB frames, Backbone=ResNet-1522020.12 | 90.11 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sym-GNNvariant=Complete model2019.10 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MFASRGB Model=Inf. ResNet502020.12 | 90.04 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MS-AAGCNPose modality=true, RGB modality=false, Pose-guided cropping strategy=false2019.12 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MS-AAGCNmodality=multi-stream2019.12 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGNN2019.10 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGNNPose=true2020.02 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Directed-GNNModality=Skeleton2021.12 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ST-TRMode=4 ensemble2022.08 | 89.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IR module - CPAIR=true2020.02 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours-MArchitecture=Mix-Dimension2020.07 | 89.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Das and RyooModality=RGB2023.12 | 89.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAS-GCN2020.07 | 89.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CentralNetRGB Model=Inf. ResNet502020.12 | 89.36 | — | — | — | — | — | — | — | — | — | — | — | — | |
| I3DInput Modalities=RGB2019.11 | 89.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGC-LSTMInput Type=Joint & Part2019.02 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGC-LSTM2019.10 | 89.2 | — | — | — | — | — | — | — | — | — | — | — | — |