Zero-Shot Learning on NTU RGB+D 120

Metric: Accuracy (Cross-Setup) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy (Cross-Setup)▼	Augmentations	Paper	Date↕	Code
1	ProtoGCN	92.2	No	Revealing Key Details to See Differences: A Nove...	2024-11-28	Code
2	MSA-GCN	92.2	No	-	-	-
3	JMDA (based on Skeleton MixFormer)	91.9	No	-	-	Code
4	LA-GCN	91.8	Yes	Language Knowledge-Assisted Representation Learn...	2023-05-21	Code
5	Shap-Mix	91.7	No	Shap-Mix: Shapley Value Guided Mixing for Long-T...	2024-07-17	Code
6	MMCL	91.7	Yes	Multi-Modality Co-Learning for Efficient Skeleto...	2024-07-22	Code
7	TSGCNeXt	91.7	No	TSGCNeXt: Dynamic-Static Multi-Graph Convolution...	2023-04-23	Code
8	HD-GCN	91.6	No	Hierarchically Decomposed Graph Convolutional Ne...	2022-08-23	Code
9	BlockGCN	91.5	No	-	-	Code
10	Lit-llama	91.5	No	LLMs are Good Action Recognizers	2024-03-31	-
11	SkateFormer	91.4	No	SkateFormer: Skeletal-Temporal Transformer for H...	2024-03-14	Code
12	JPFormer	91.4	No	-	-	Code
13	MAMP	91.3	No	Masked Motion Predictors are Strong 3D Action Re...	2023-08-14	Code
14	Hyperformer	91.3	No	Hypergraph Transformer for Skeleton-based Action...	2022-11-17	Code
15	DG-STGCN	91.3	No	DG-STGCN: Dynamic Spatial-Temporal Modeling for ...	2022-10-12	Code
16	STEP-CATFormer	91.2	Yes	STEP CATFormer: Spatial-Temporal Effective Body-...	2023-12-06	Code
17	InfoGCN	91.2	No	-	-	Code
18	LST	91.1	Yes	Generative Action Description Prompts for Skelet...	2022-08-10	Code
19	Stream-GCN	91	No	Action Recognition with Multi-stream Motion Mode...	2023-06-13	-
20	SkeletonGCL (based on CTR-GCN)	91	No	Graph Contrastive Learning for Skeleton-based Ac...	2023-01-26	Code
21	DSTSA-GCN	90.97	No	DSTSA-GCN: Advancing Skeleton-Based Gesture Reco...	2025-01-21	Code
22	TCA-GCN	90.8	No	Skeleton-based Action Recognition via Temporal-C...	2022-05-31	Code
23	ST-GCN++ [PYSKL, 3D Skeleton]	90.8	No	PYSKL: Towards Good Practices for Skeleton Actio...	2022-05-19	Code
24	PSUMNet	90.6	No	PSUMNet: Unified Modality Part Streams are All Y...	2022-08-11	Code
25	CTR-GCN	90.6	No	Channel-wise Topology Refinement Graph Convoluti...	2021-07-26	Code
26	STGAT	90.4	No	Spatial Temporal Graph Attention Network for Ske...	2022-08-18	Code
27	TSGCNeXT	90.3	No	TSGCNeXt: Dynamic-Static Multi-Graph Convolution...	2023-04-23	Code
28	PoseC3D (w. HRNet 2D Skeleton)	90.3	No	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
29	MaskCLR	89.5	No	-	-	-
30	DualHead-Net	89.3	No	Learning Multi-Granular Spatio-Temporal Graph Ne...	2021-08-10	Code
31	Skeletal GNN	89.2	No	Learning Skeletal Graph Neural Networks for Hard...	2021-08-16	-
32	EfficientGCN-B4	89.1	No	Constructing Stronger and Faster Baselines for S...	2021-06-29	Code
33	ST-GCN [PYSKL, 2D Skeleton]	89	No	Spatial Temporal Graph Convolutional Networks fo...	2018-01-23	Code
34	ST-GCN [PYSKL, 3D Skeleton]	88.4	No	Spatial Temporal Graph Convolutional Networks fo...	2018-01-23	Code
35	MSSTNet	88.3	No	-	-	Code
36	PA-ResGCN-B19	88.3	No	Stronger, Faster and More Explainable: A Graph C...	2020-10-20	Code
37	EfficientGCN-B2	88	No	Constructing Stronger and Faster Baselines for S...	2021-06-29	Code
38	VPN	87.8	Yes	VPN: Learning Video-Pose Embedding for Activitie...	2020-07-06	Code
39	VA-CNN (ResNeXt-101)	86.9	No	-	-	-
40	3s-HYSP	86.3	No	HYperbolic Self-Paced Learning for Self-Supervis...	2023-03-10	Code
41	S-TR (2-stream)	86.2	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
42	CoS-TR* (2-stream)	86.1	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
43	CoST-GCN* (2-stream)	85.5	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
44	AGCN (2-stream)	85.4	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
45	ST-GCN (2-stream)	85.1	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
46	EfficientGCN-B0	84.3	No	Constructing Stronger and Faster Baselines for S...	2021-06-29	Code
47	HYSP	82	No	HYperbolic Self-Paced Learning for Self-Supervis...	2023-03-10	Code
48	CoAGCN* (2-stream)	82	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
49	S-TR (1-stream)	81.8	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
50	CoS-TR* (1-stream)	81.7	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
51	CoST-GCN* (1-stream)	81.6	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
52	AGCN (1-stream)	80.7	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
53	3s-USDRL (DSTE) This work	79.3	No	USDRL: Unified Skeleton-Based Dense Representati...	2024-12-12	Code
54	CoAGCN* (1-stream)	79.1	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code