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Published at December 10

Deep Non-rigid Structure-from-Motion Revisited: Canonicalization and Sequence Modeling

cs.CV

Released Date: December 10, 2024

Authors: Hui Deng¹, Jiawei Shi¹, Zhen Qin², Yiran Zhong³, Yuchao Dai¹

Aff.: ¹Northwestern Polytechnical University; ²TapTap; ³Shanghai AI Lab

Arxiv: http://arxiv.org/pdf/2412.07230v1

Refer to caption

Methods	GT-H36M		HR-H36M		I26M		3DPW
Methods	MPJPE	Stress	MPJPE	Stress	MPJPE	Stress	MPJPE	Stress
PRN(Park, Lee, and Kwak 2020)	86.4	-	-	-	-	-	-	-
PAUL(Wang and Lucey 2021)	88.3	-	-	-	-	-	-	-
ITES(Xu et al. 2021)	77.2	-	-	-	-	-	-	-
PoseDict(Xu et al. 2021)	85.7	-	-	-	-	-	-	-
C3dpo(Novotny et al. 2019)	95.6	41.5	110.8	56.3	9.8	6.2	77.5	35.4
DNRSfM(Kong and Lucey 2021)	109.9	35.9	121.4	72.4	13.8	8.5	184.5	288.1
Seq2Seq(Deng et al. 2022)	79.8	33.8	98.5	49.6	8.9	6.1	109.7	49.2
MHR(Zeng et al. 2022)	72.1	36.4	93.4	49.9	29.1	12.2	79.6	34.7
Ours	66.1	25.9	84.5	45.0	8.6	5.7	74.4	31.8