Papers with Code · CC BY-SA 4.0

NTU RGB+D

아카이브 평가 135건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
MSSTNet	Accuracy (CV) 97.8 Accuracy (CS) 92.6	Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition 2023-05-12	코드 1
ST-GCN++ [PYSKL, 3D Skeleton]	Accuracy (CV) 97.4 Accuracy (CS) 92.6 Ensembled Modalities 4	PYSKL: Towards Good Practices for Skeleton Action Recognition 2022-05-19	코드 1
CTR-GCN	Accuracy (CV) 96.8 Accuracy (CS) 92.4 Ensembled Modalities 4	Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition 2021-07-26	코드 1 · 코드 2
EfficientGCN-B4	Accuracy (CV) 96.1 Accuracy (CS) 92.1	Constructing Stronger and Faster Baselines for Skeleton-based Action Recognition 2021-06-29	코드 1 · 코드 2 · 코드 3 · 코드 4
DualHead-Net	Accuracy (CV) 96.6 Accuracy (CS) 92.0	Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition 2021-08-10	코드 1
AngNet-JA + BA + JBA + VJBA	Accuracy (CV) 96.4 Accuracy (CS) 91.7	Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition 2021-05-04	코드 1
Skeletal GNN	Accuracy (CV) 96.7 Accuracy (CS) 91.6 Ensembled Modalities 4	Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation 2021-08-16	연결 없음
SCK⊕	Accuracy (CV) 94.75 Accuracy (CS) 91.56	Tensor Representations for Action Recognition 2020-12-28	코드 1
DSTA-Net	Accuracy (CV) 96.4 Accuracy (CS) 91.5	Decoupled Spatial-Temporal Attention Network for Skeleton-Based Action Recognition 2020-07-07	코드 1
MS-G3D Net	Accuracy (CV) 96.2 Accuracy (CS) 91.5	Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition 2020-03-31	코드 1 · 코드 2 · 코드 3
Dynamic GCN	Accuracy (CV) 96.0 Accuracy (CS) 91.5	Dynamic GCN: Context-enriched Topology Learning for Skeleton-based Action Recognition 2020-07-29	코드 1
ST-GCN [PYSKL, 2D Skeleton]	Accuracy (CV) 98.3 Accuracy (CS) 91.4 Ensembled Modalities 4	PYSKL: Towards Good Practices for Skeleton Action Recognition 2022-05-19	코드 1
MS-AAGCN+TEM	Accuracy (CV) 96.5 Accuracy (CS) 91.0	Temporal Extension Module for Skeleton-Based Action Recognition 2020-03-19	연결 없음
PA-ResGCN-B19	Accuracy (CV) 96 Accuracy (CS) 90.9	Stronger, Faster and More Explainable: A Graph Convolutional Baseline for Skeleton-based Action Recognition 2020-10-20	코드 1
EfficientGCN-B2	Accuracy (CV) 95.5 Accuracy (CS) 90.9	Constructing Stronger and Faster Baselines for Skeleton-based Action Recognition 2021-06-29	코드 1 · 코드 2 · 코드 3 · 코드 4
4s Shift-GCN	Accuracy (CV) 96.5 Accuracy (CS) 90.7 Ensembled Modalities 4	Skeleton-Based Action Recognition With Shift Graph Convolutional Network 2020-06-01	코드 1
ST-GCN [PYSKL, 3D Skeleton]	Accuracy (CV) 96.5 Accuracy (CS) 90.7	Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition 2018-01-23	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18 · 코드 19 · 코드 20 · 코드 21 · 코드 22 · 코드 23 · 코드 24
CGCN	Accuracy (CV) 96.4 Accuracy (CS) 90.3	Unifying Graph Embedding Features with Graph Convolutional Networks for Skeleton-based Action Recognition 2020-03-06	연결 없음
BAGCN	Accuracy (CV) 96.3 Accuracy (CS) 90.3	Focusing and Diffusion: Bidirectional Attentive Graph Convolutional Networks for Skeleton-based Action Recognition 2019-12-24	연결 없음
FGCN-spatial+FGCN-motion	Accuracy (CV) 96.3 Accuracy (CS) 90.2	Feedback Graph Convolutional Network for Skeleton-based Action Recognition 2020-03-17	연결 없음
Sym-GNN	Accuracy (CV) 96.4 Accuracy (CS) 90.1	Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction 2019-10-05	연결 없음
ST-GCN [Vanilla, 2D Skeleton]	Accuracy (CV) 95.1 Accuracy (CS) 90.1	Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition 2018-01-23	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18 · 코드 19 · 코드 20 · 코드 21 · 코드 22 · 코드 23 · 코드 24
Action Capsules	Accuracy (CV) 96.3 Accuracy (CS) 90	Action Capsules: Human Skeleton Action Recognition 2023-01-30	연결 없음
MS-AAGCN	Accuracy (CV) 96.2 Accuracy (CS) 90.0	Skeleton-Based Action Recognition with Multi-Stream Adaptive Graph Convolutional Networks 2019-12-15	코드 1 · 코드 2
DGNN	Accuracy (CV) 96.1 Accuracy (CS) 89.9	Skeleton-Based Action Recognition With Directed Graph Neural Networks 2019-06-01	코드 1
ST-TR-agcn	Accuracy (CV) 96.1 Accuracy (CS) 89.9	Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks 2020-08-17	코드 1
EfficientGCN-B0	Accuracy (CV) 94.7 Accuracy (CS) 89.9	Constructing Stronger and Faster Baselines for Skeleton-based Action Recognition 2021-06-29	코드 1 · 코드 2 · 코드 3 · 코드 4
Mix-Dimension	Accuracy (CV) 96 Accuracy (CS) 89.7	Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition 2020-07-30	연결 없음
2s-SDGCN	Accuracy (CV) 95.74 Accuracy (CS) 89.58	Spatial Residual Layer and Dense Connection Block Enhanced Spatial Temporal Graph Convolutional Network for Skeleton-Based Action Recognition 2019-10-27	연결 없음
TD-GDSCN	Accuracy (CV) 94.90 Accuracy (CS) 89.57 Ensembled Modalities Only joint data	Action Recognition for Privacy-Preserving Ambient Assisted Living 2024-08-15	코드 1