Papers with Code · CC BY-SA 4.0

N-UCLA

아카이브 평가 25건 · 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
DSCNet (RGB + Pose)	Accuracy 99.1	A Dense-Sparse Complementary Network for Human Action Recognition based on RGB and Skeleton Modalities 2023-12-28	코드 1
SkateFormer	Accuracy 98.3	SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition 2024-03-14	코드 1
LA-GCN	Accuracy 97.6	Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition 2023-05-21	코드 1
MMCL	Accuracy 97.5	Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition 2024-07-22	코드 1
TD-GCN	Accuracy 97.4	Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture Recognition 2023-05-01	코드 1
Action Capsules	Accuracy 97.3	Action Capsules: Human Skeleton Action Recognition 2023-01-30	연결 없음
LST	Accuracy 97.2	Generative Action Description Prompts for Skeleton-based Action Recognition 2022-08-10	코드 1 · 코드 2 · 코드 3
HD-GCN	Accuracy 97.2	Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition 2022-08-23	코드 1
InfoGCN	Accuracy 97.0	InfoGCN: Representation Learning for Human Skeleton-Based Action Recognition 2022-01-01	코드 1
TCA-GCN	Accuracy 97.0	Skeleton-based Action Recognition via Temporal-Channel Aggregation 2022-05-31	코드 1
DSTSA-GCN	Accuracy 96.98	DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling 2025-01-21	코드 1
JPFormer	Accuracy 96.7	Joint-Partition Group Attention for skeleton-based action recognition 2024-07-30	코드 1
CTR-GCN	Accuracy 96.5	Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition 2021-07-26	코드 1 · 코드 2
RE-TCN	Accuracy 96.34% Data Modality (Joint, Bone, Motion) Joint	Action Recognition in Real-World Ambient Assisted Living Environment 2025-03-29	코드 1
TD-GDSCN	Accuracy 95.69 Data Modality (Joint, Bone, Motion) Joint	Action Recognition for Privacy-Preserving Ambient Assisted Living 2024-08-15	코드 1
MSSTNet	Accuracy 95.3	Multi-scale spatial–temporal convolutional neural network for skeleton-based action recognition 2023-05-12	코드 1
Hierarchical Action Classification (RGB + Pose)	Accuracy 93.99	Hierarchical Action Classification with Network Pruning 2020-07-30	연결 없음
MMNet (RGB + Pose)	Accuracy 93.7	MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos 2022-05-26	코드 1
VPN (RGB + Pose)	Accuracy 93.5	VPN: Learning Video-Pose Embedding for Activities of Daily Living 2020-07-06	코드 1
VPN++ (RGB + Pose)	Accuracy 93.5	VPN++: Rethinking Video-Pose embeddings for understanding Activities of Daily Living 2021-05-17	코드 1
SGN	Accuracy 92.5%	Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition 2019-04-02	코드 1 · 코드 2
Action Machine	Accuracy 92.3%	Action Machine: Rethinking Action Recognition in Trimmed Videos 2018-12-14	연결 없음
EleAtt-GRU (aug.)	Accuracy 90.7%	EleAtt-RNN: Adding Attentiveness to Neurons in Recurrent Neural Networks 2019-09-03	연결 없음
VA-fusion (aug.)	Accuracy 88.1%	View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognition 2018-04-20	코드 1 · 코드 2
Glimpse Clouds	Accuracy 87.6%	Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points 2018-02-22	코드 1