Activity Recognition on Kinetics-Skeleton dataset

Metric: Accuracy (higher is better)

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Results

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Structured Keypoint Pooling (PPNv2 skeletons+objects)	52.3	Yes	Unified Keypoint-based Action Recognition Framew...	2023-03-27	-
2	ProtoGCN	51.9	Yes	Revealing Key Details to See Differences: A Nove...	2024-11-28	Code
3	Structured Keypoint Pooling (HRNet skeletons)	50.3	Yes	Unified Keypoint-based Action Recognition Framew...	2023-03-27	-
4	PoseC3D (SlowOnly-346)	49.1	Yes	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
5	PoseC3D	47.7	Yes	Revisiting Skeleton-based Action Recognition	2021-04-28	Code
6	Structured Keypoint Pooling (PPNv2 skeletons)	43.1	Yes	Unified Keypoint-based Action Recognition Framew...	2023-03-27	-
7	HD-GCN	40.9	No	Hierarchically Decomposed Graph Convolutional Ne...	2022-08-23	Code
8	2s-AGCN+TEM	38.6	No	Temporal Extension Module for Skeleton-Based Act...	2020-03-19	-
9	DualHead-Net	38.4	No	Learning Multi-Granular Spatio-Temporal Graph Ne...	2021-08-10	Code
10	MS-G3D	38	No	Disentangling and Unifying Graph Convolutions fo...	2020-03-31	Code
11	Dynamic GCN	37.9	No	Dynamic GCN: Context-enriched Topology Learning ...	2020-07-29	Code
12	MS-AAGCN	37.8	No	Skeleton-Based Action Recognition with Multi-Str...	2019-12-15	Code
13	CGCN	37.5	No	Unifying Graph Embedding Features with Graph Con...	2020-03-06	-
14	JB-AAGCN	37.4	No	Skeleton-Based Action Recognition with Multi-Str...	2019-12-15	Code
15	ST-TR-agcn	37.4	No	Skeleton-based Action Recognition via Spatial an...	2020-08-17	Code
16	GCN-NAS	37.1	No	Learning Graph Convolutional Network for Skeleto...	2019-11-11	Code
17	AGCN (2-stream)	36.9	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
18	DGNN	36.9	No	-	-	Code
19	SLnL-rFA	36.6	No	Skeleton-Based Action Recognition with Synchrono...	2018-11-10	-
20	AGCN (1-stream)	35	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
21	AS-GCN	34.8	No	Actional-Structural Graph Convolutional Networks...	2019-04-26	Code
22	PeGCN	34.8	No	Predictively Encoded Graph Convolutional Network...	2020-03-17	Code
23	S-TR (2-stream)	34.7	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
24	ST-GCN (2-stream)	34.4	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
25	PR-GCN	33.7	No	Pose Refinement Graph Convolutional Network for ...	2020-10-14	-
26	ST-GR	33.6	No	-	-	-
27	AR-GCN	33.5	No	-	-	-
28	ST-GCN (1-stream)	33.4	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
29	CoST-GCN (2-stream)	33.1	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
30	CoAGCN (1-stream)	33	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
31	CoS-TR (2-stream)	32.7	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
32	CoST-GCN* (2-stream)	32.2	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
33	S-TR (1-stream)	32	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
34	CoST-GCN (1-stream)	31.8	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
35	Ours-Conv-Chiral	30.9	No	Chirality Nets for Human Pose Regression	2019-10-31	Code
36	CoST-GCN* (1-stream)	30.2	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
37	CoS-TR* (2-stream)	29.9	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
38	CoS-TR (1-stream)	29.7	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
39	CoAGCN* (2-stream)	27.5	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
40	CoS-TR* (1-stream)	27.4	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code
41	CoAGCN* (1-stream)	23.3	No	Continual Spatio-Temporal Graph Convolutional Ne...	2022-03-21	Code