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
Hulk(Finetune, ViT-L)	Accuracy (CS) 94.3	Hulk: A Universal Knowledge Translator for Human-Centric Tasks 2023-12-04	코드 1 · 코드 2
PoseC3D [3D Heatmap]	Accuracy (CV) 97.1 Accuracy (CS) 94.1 Ensembled Modalities 2	Revisiting Skeleton-based Action Recognition 2021-04-28	코드 1 · 코드 2 · 코드 3 · 코드 4
Hulk(Finetune, ViT-B)	Accuracy (CS) 94	Hulk: A Universal Knowledge Translator for Human-Centric Tasks 2023-12-04	코드 1 · 코드 2
MaskCLR	Accuracy (CV) 97.3 Accuracy (CS) 93.9	MaskCLR: Attention-Guided Contrastive Learning for Robust Action Representation Learning 2024-01-01	연결 없음
ProtoGCN	Accuracy (CV) 97.8 Accuracy (CS) 93.8 Ensembled Modalities 6	Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition 2024-11-28	코드 1
JMDA (based on Skeleton MixFormer)	Accuracy (CV) 97.2 Accuracy (CS) 93.7	Joint Mixing Data Augmentation for Skeleton-based Action Recognition 2024-10-13	코드 1
Shap-Mix	Accuracy (CV) 97.1 Accuracy (CS) 93.7 Ensembled Modalities 4	Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition 2024-07-17	코드 1
MSA-GCN	Accuracy (CV) 97.4 Accuracy (CS) 93.6 Ensembled Modalities 6	MSA-GCN: Exploiting Multi-Scale Temporal Dynamics With Adaptive Graph Convolution for Skeleton-Based Action Recognition 2024-12-19	연결 없음
DeGCN	Accuracy (CV) 97.4 Accuracy (CS) 93.6	DeGCN: Deformable Graph Convolutional Networks for Skeleton-Based Action Recognition 2024-03-25	코드 1
FreqMixFormer	Accuracy (CS) 93.6	Frequency Guidance Matters: Skeletal Action Recognition by Frequency-Aware Mixed Transformer 2024-07-17	코드 1
SkateFormer	Accuracy (CV) 97.8 Accuracy (CS) 93.5 Ensembled Modalities 4	SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition 2024-03-14	코드 1
MMCL	Accuracy (CV) 97.4 Accuracy (CS) 93.5 Ensembled Modalities 6	Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition 2024-07-22	코드 1
LA-GCN	Accuracy (CV) 97.2 Accuracy (CS) 93.5 Ensembled Modalities 6	Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition 2023-05-21	코드 1
HD-GCN	Accuracy (CV) 97.2 Accuracy (CS) 93.4 Ensembled Modalities 6	Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition 2022-08-23	코드 1
DG-STGCN	Accuracy (CV) 97.5 Accuracy (CS) 93.2 Ensembled Modalities 4	DG-STGCN: Dynamic Spatial-Temporal Modeling for Skeleton-based Action Recognition 2022-10-12	코드 1 · 코드 2 · 코드 3
STEP-CATFormer	Accuracy (CV) 97.3 Accuracy (CS) 93.2 Ensembled Modalities 4	STEP CATFormer: Spatial-Temporal Effective Body-Part Cross Attention Transformer for Skeleton-based Action Recognition 2023-12-06	코드 1
JPFormer	Accuracy (CV) 96.9 Accuracy (CS) 93.2 Ensembled Modalities 4	Joint-Partition Group Attention for skeleton-based action recognition 2024-07-30	코드 1
MAMP	Accuracy (CV) 97.5 Accuracy (CS) 93.1	Masked Motion Predictors are Strong 3D Action Representation Learners 2023-08-14	코드 1
SkeletonGCL (based on CTR-GCN)	Accuracy (CV) 97.0 Accuracy (CS) 93.1 Ensembled Modalities 4	Graph Contrastive Learning for Skeleton-based Action Recognition 2023-01-26	코드 1
BlockGCN	Accuracy (CV) 97.0 Accuracy (CS) 93.1	BlockGCN: Redefine Topology Awareness for Skeleton-Based Action Recognition 2024-01-01	코드 1
MotionBert (finetune)	Accuracy (CV) 97.2 Accuracy (CS) 93.0	MotionBERT: A Unified Perspective on Learning Human Motion Representations 2022-10-12	코드 1
InfoGCN	Accuracy (CV) 97.1 Accuracy (CS) 93.0 Ensembled Modalities 6	InfoGCN: Representation Learning for Human Skeleton-Based Action Recognition 2022-01-01	코드 1
LST	Accuracy (CV) 97 Accuracy (CS) 92.9 Ensembled Modalities 4	Generative Action Description Prompts for Skeleton-based Action Recognition 2022-08-10	코드 1 · 코드 2 · 코드 3
Stream-GCN	Accuracy (CV) 96.9 Accuracy (CS) 92.9	Action Recognition with Multi-stream Motion Modeling and Mutual Information Maximization 2023-06-13	연결 없음
PSUMNet	Accuracy (CV) 96.7 Accuracy (CS) 92.9	PSUMNet: Unified Modality Part Streams are All You Need for Efficient Pose-based Action Recognition 2022-08-11	코드 1
Hyperformer	Accuracy (CV) 96.5 Accuracy (CS) 92.9 Ensembled Modalities 4	Hypergraph Transformer for Skeleton-based Action Recognition 2022-11-17	코드 1
STGAT	Accuracy (CV) 97.3 Accuracy (CS) 92.8 Ensembled Modalities 4	Spatial Temporal Graph Attention Network for Skeleton-Based Action Recognition 2022-08-18	코드 1
TCA-GCN	Accuracy (CV) 97.0 Accuracy (CS) 92.8 Ensembled Modalities 4	Skeleton-based Action Recognition via Temporal-Channel Aggregation 2022-05-31	코드 1
TD-GCN	Accuracy (CV) 96.8 Accuracy (CS) 92.8 Ensembled Modalities 4	Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture Recognition 2023-05-01	코드 1
DSTSA-GCN	Accuracy (CV) 97.03 Accuracy (CS) 92.78 Ensembled Modalities 4	DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling 2025-01-21	코드 1