Action Detection on NTU RGB+D 120

Metric: Ensembled Modalities (higher is better)

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#	Model↕	Ensembled Modalities▼	Extra Data	Paper	Date↕	Code
1	ProtoGCN	6	No	Revealing Key Details to See Differences: A Nove...	2024-11-28	Code
2	LA-GCN	6	Yes	Language Knowledge-Assisted Representation Learn...	2023-05-21	Code
3	MSA-GCN	6	No	-	-	-
4	MMCL	6	Yes	Multi-Modality Co-Learning for Efficient Skeleto...	2024-07-22	Code
5	HD-GCN	6	No	Hierarchically Decomposed Graph Convolutional Ne...	2022-08-23	Code
6	InfoGCN	6	No	-	-	Code
7	Shap-Mix	4	No	Shap-Mix: Shapley Value Guided Mixing for Long-T...	2024-07-17	Code
8	BlockGCN	4	No	-	-	Code
9	TSGCNeXt	4	No	TSGCNeXt: Dynamic-Static Multi-Graph Convolution...	2023-04-23	Code
10	STEP-CATFormer	4	Yes	STEP CATFormer: Spatial-Temporal Effective Body-...	2023-12-06	Code
11	Hyperformer	4	No	Hypergraph Transformer for Skeleton-based Action...	2022-11-17	Code
12	LST	4	Yes	Generative Action Description Prompts for Skelet...	2022-08-10	Code
13	SkateFormer	4	No	SkateFormer: Skeletal-Temporal Transformer for H...	2024-03-14	Code
14	DG-STGCN	4	No	DG-STGCN: Dynamic Spatial-Temporal Modeling for ...	2022-10-12	Code
15	SkeletonGCL (based on CTR-GCN)	4	No	Graph Contrastive Learning for Skeleton-based Ac...	2023-01-26	Code
16	JPFormer	4	No	-	-	Code
17	TCA-GCN	4	No	Skeleton-based Action Recognition via Temporal-C...	2022-05-31	Code
18	DSTSA-GCN	4	No	DSTSA-GCN: Advancing Skeleton-Based Gesture Reco...	2025-01-21	Code
19	TSGCNeXT	4	No	TSGCNeXt: Dynamic-Static Multi-Graph Convolution...	2023-04-23	Code
20	CTR-GCN	4	No	Channel-wise Topology Refinement Graph Convoluti...	2021-07-26	Code
21	STGAT	4	No	Spatial Temporal Graph Attention Network for Ske...	2022-08-18	Code
22	ST-GCN++ [PYSKL, 3D Skeleton]	4	No	PYSKL: Towards Good Practices for Skeleton Actio...	2022-05-19	Code
23	DualHead-Net	4	No	Learning Multi-Granular Spatio-Temporal Graph Ne...	2021-08-10	Code
24	AngNet-JA + BA + JBA + VJBA	4	No	Fusing Higher-order Features in Graph Neural Net...	2021-05-04	Code
25	Skeletal GNN	4	No	Learning Skeletal Graph Neural Networks for Hard...	2021-08-16	-
26	4s Shift-GCN	4	No	-	-	Code

#1ProtoGCN
6
Ensembled Modalities· 2024-11-28
Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition Code
#2LA-GCN
6
Ensembled Modalities· Extra Data· 2023-05-21
Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition Code
#3MSA-GCN
6
Ensembled Modalities
No paper
#4MMCL
6
Ensembled Modalities· Extra Data· 2024-07-22
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition Code
#5HD-GCNSOTA
6
Ensembled Modalities· 2022-08-23
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition Code
#6InfoGCN
6
Ensembled Modalities
No paperCode
#7Shap-Mix
4
Ensembled Modalities· 2024-07-17
Shap-Mix: Shapley Value Guided Mixing for Long-Tailed Skeleton Based Action Recognition Code
#8BlockGCN
4
Ensembled Modalities
No paperCode
#9TSGCNeXt
4
Ensembled Modalities· 2023-04-23
TSGCNeXt: Dynamic-Static Multi-Graph Convolution for Efficient Skeleton-Based Action Recognition with Long-term Learning Potential Code
#10STEP-CATFormer
4
Ensembled Modalities· Extra Data· 2023-12-06
STEP CATFormer: Spatial-Temporal Effective Body-Part Cross Attention Transformer for Skeleton-based Action Recognition Code
#11Hyperformer
4
Ensembled Modalities· 2022-11-17
Hypergraph Transformer for Skeleton-based Action Recognition Code
#12LST
4
Ensembled Modalities· Extra Data· 2022-08-10
Generative Action Description Prompts for Skeleton-based Action Recognition Code
#13SkateFormer
4
Ensembled Modalities· 2024-03-14
SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition Code
#14DG-STGCN
4
Ensembled Modalities· 2022-10-12
DG-STGCN: Dynamic Spatial-Temporal Modeling for Skeleton-based Action Recognition Code
#15SkeletonGCL (based on CTR-GCN)
4
Ensembled Modalities· 2023-01-26
Graph Contrastive Learning for Skeleton-based Action Recognition Code
#16JPFormer
4
Ensembled Modalities
No paperCode
#17TCA-GCN
4
Ensembled Modalities· 2022-05-31
Skeleton-based Action Recognition via Temporal-Channel Aggregation Code
#18DSTSA-GCN
4
Ensembled Modalities· 2025-01-21
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling Code
#19TSGCNeXT
4
Ensembled Modalities· 2023-04-23
TSGCNeXt: Dynamic-Static Multi-Graph Convolution for Efficient Skeleton-Based Action Recognition with Long-term Learning Potential Code
#20CTR-GCN
4
Ensembled Modalities· 2021-07-26
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition Code
#21STGAT
4
Ensembled Modalities· 2022-08-18
Spatial Temporal Graph Attention Network for Skeleton-Based Action Recognition Code
#22ST-GCN++ [PYSKL, 3D Skeleton]
4
Ensembled Modalities· 2022-05-19
PYSKL: Towards Good Practices for Skeleton Action Recognition Code
#23DualHead-Net
4
Ensembled Modalities· 2021-08-10
Learning Multi-Granular Spatio-Temporal Graph Network for Skeleton-based Action Recognition Code
#24AngNet-JA + BA + JBA + VJBASOTA
4
Ensembled Modalities· 2021-05-04
Fusing Higher-order Features in Graph Neural Networks for Skeleton-based Action Recognition Code
#25Skeletal GNN
4
Ensembled Modalities· 2021-08-16
Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation
#264s Shift-GCN
4
Ensembled Modalities
No paperCode