notesum.ai

Published at November 19

Topological Symmetry Enhanced Graph Convolution for Skeleton-Based Action Recognition

cs.CV

cs.AI

Released Date: November 19, 2024

Authors: Zeyu Liang¹, Hailun Xia¹, Naichuan Zheng¹, Huan Xu¹

Aff.: ¹Beijing University of Posts and Telecommunications

Arxiv: http://arxiv.org/abs/2411.12560v1

Methods	Publication	Modalities	Params(M)	FLOPs(G)	NTU RGB+D 60		NTU RGB+D 120		NW-UCLA
Methods	Publication	Modalities	Params(M)	FLOPs(G)	X-Sub(%)	X-View(%)	X-Sub(%)	X-Set(%)	NW-UCLA
ST-GCN[37]	AAAI 2018	J	3.1^*	3.48^*	81.5	88.3	70.7	73.2	-
2S-AGCN[28]	CVPR 2019	J+B	6.8^*	7.96^*	88.5	95.1	82.5	84.2	-
DC-GCN+ADG[8]	ECCV 2020	J+B+JM+BM	19.6	7.32	90.8	96.6	86.5	88.1	95.3
Shift-GCN[9]	CVPR 2020	J+B+JM+BM	-	-	90.7	96.5	85.9	87.6	94.6
MS-G3D[22]	CVPR 2020	J+B	12.8^*	28.24^*	91.5	96.2	86.9	88.4	-
MST-GCN[6]	AAAI 2021	J+B+JM+BM	12.0	-	91.5	96.6	87.5	88.8	-
CTR-GCN[5]	ICCV 2021	J+B+JM+BM	5.6^*	7.88^*	92.4	96.4	88.9	90.4	96.5
EfficientGCN-B4[30]	TPAMI 2022	J+B+JM+BM	8.0	-	91.7	95.7	88.3	89.1	-
Info-GCN[10]	CVPR 2022	J+B+JM+BM	6.3	6.72	92.3	96.7	89.2	90.7	96.6
FR-Head[43]	CVPR 2023	J+B+JM+BM	8.0	-	92.8	96.8	89.5	90.9	96.8
BlockGCN[44]	CVPR 2024	J+B+JM+BM	5.2^*	8.20^*	93.1	97.0	90.3	91.5	96.9
Info-GCN^†[10]	CVPR 2022	-	9.4	10.08	93.0	97.1	89.8	91.2	97.0
HD-GCN^†[18]	ICCV 2023	-	10.1	9.60	93.4	97.2	90.1	91.6	97.2
Shap-Mix^†[40]	CVPR 2024	J+B+JM+BM	-	-	93.7	97.1	90.4	91.7	-
TSE-GCN(Ours)		J	1.1	1.38	90.8	95.3	86.6	88.2	95.3
TSE-GCN(Ours)		J+B+JM+BM	4.4	5.52	92.9	96.8	90.0	91.1	96.9