Zero-Shot Learning on NTU RGB+D

Metric: Ensembled Modalities (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide augmentations

#	Model↕	Ensembled Modalities▼	Augmentations	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