Action Localization on NTU RGB+D

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	MSA-GCN	6	No	-	-	-
3	MMCL	6	Yes	Multi-Modality Co-Learning for Efficient Skeleto...	2024-07-22	Code
4	LA-GCN	6	Yes	Language Knowledge-Assisted Representation Learn...	2023-05-21	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	SkateFormer	4	No	SkateFormer: Skeletal-Temporal Transformer for H...	2024-03-14	Code
9	DG-STGCN	4	No	DG-STGCN: Dynamic Spatial-Temporal Modeling for ...	2022-10-12	Code
10	STEP-CATFormer	4	Yes	STEP CATFormer: Spatial-Temporal Effective Body-...	2023-12-06	Code
11	JPFormer	4	No	-	-	Code
12	SkeletonGCL (based on CTR-GCN)	4	No	Graph Contrastive Learning for Skeleton-based Ac...	2023-01-26	Code
13	LST	4	Yes	Generative Action Description Prompts for Skelet...	2022-08-10	Code
14	Hyperformer	4	No	Hypergraph Transformer for Skeleton-based Action...	2022-11-17	Code
15	STGAT	4	No	Spatial Temporal Graph Attention Network for Ske...	2022-08-18	Code
16	TCA-GCN	4	No	Skeleton-based Action Recognition via Temporal-C...	2022-05-31	Code
17	TD-GCN	4	No	-	-	Code
18	DSTSA-GCN	4	No	DSTSA-GCN: Advancing Skeleton-Based Gesture Reco...	2025-01-21	Code
19	ST-GCN++ [PYSKL, 3D Skeleton]	4	No	PYSKL: Towards Good Practices for Skeleton Actio...	2022-05-19	Code
20	CTR-GCN	4	No	Channel-wise Topology Refinement Graph Convoluti...	2021-07-26	Code
21	Skeletal GNN	4	Yes	Learning Skeletal Graph Neural Networks for Hard...	2021-08-16	-
22	ST-GCN [PYSKL, 2D Skeleton]	4	No	PYSKL: Towards Good Practices for Skeleton Actio...	2022-05-19	Code
23	4s Shift-GCN	4	Yes	-	-	Code
24	Skeleton Visualization	4	No	-	-	-
25	PoseC3D [3D Heatmap]	2	Yes	Revisiting Skeleton-based Action Recognition	2021-04-28	Code

#1ProtoGCN
6
Ensembled Modalities· 2024-11-28
Revealing Key Details to See Differences: A Novel Prototypical Perspective for Skeleton-based Action Recognition Code
#2MSA-GCN
6
Ensembled Modalities
No paper
#3MMCL
6
Ensembled Modalities· Extra Data· 2024-07-22
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition Code
#4LA-GCN
6
Ensembled Modalities· Extra Data· 2023-05-21
Language Knowledge-Assisted Representation Learning for 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
#8SkateFormer
4
Ensembled Modalities· 2024-03-14
SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition Code
#9DG-STGCN
4
Ensembled Modalities· 2022-10-12
DG-STGCN: Dynamic Spatial-Temporal Modeling for Skeleton-based Action Recognition 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
#11JPFormer
4
Ensembled Modalities
No paperCode
#12SkeletonGCL (based on CTR-GCN)
4
Ensembled Modalities· 2023-01-26
Graph Contrastive Learning for Skeleton-based Action Recognition Code
#13LST
4
Ensembled Modalities· Extra Data· 2022-08-10
Generative Action Description Prompts for Skeleton-based Action Recognition Code
#14Hyperformer
4
Ensembled Modalities· 2022-11-17
Hypergraph Transformer for Skeleton-based Action Recognition Code
#15STGAT
4
Ensembled Modalities· 2022-08-18
Spatial Temporal Graph Attention Network for Skeleton-Based Action Recognition Code
#16TCA-GCN
4
Ensembled Modalities· 2022-05-31
Skeleton-based Action Recognition via Temporal-Channel Aggregation Code
#17TD-GCN
4
Ensembled Modalities
No paperCode
#18DSTSA-GCN
4
Ensembled Modalities· 2025-01-21
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling Code
#19ST-GCN++ [PYSKL, 3D Skeleton]
4
Ensembled Modalities· 2022-05-19
PYSKL: Towards Good Practices for Skeleton Action Recognition Code
#20CTR-GCNSOTA
4
Ensembled Modalities· 2021-07-26
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition Code
#21Skeletal GNN
4
Ensembled Modalities· Extra Data· 2021-08-16
Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation
#22ST-GCN [PYSKL, 2D Skeleton]
4
Ensembled Modalities· 2022-05-19
PYSKL: Towards Good Practices for Skeleton Action Recognition Code
#234s Shift-GCN
4
Ensembled Modalities· Extra Data
No paperCode
#24Skeleton Visualization
4
Ensembled Modalities
No paper
#25PoseC3D [3D Heatmap]SOTA
2
Ensembled Modalities· Extra Data· 2021-04-28
Revisiting Skeleton-based Action Recognition Code