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MoCoPCI: Inter-frame motion correlation guided efficient 3D point cloud interpolation

delete2025-07-28
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PRE
AI
P
Pengfei Yang
F
Feng Wu
M
Minyang Liu
T
Ting Zhong
F
Fan Zhou
DOI:10.1016/j.patcog.2025.112199delete
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Abstract

Abstract

En 中文
• We propose a novel motion correlation-guided framework for point cloud sequence interpolation. • The proposed method leverages explicit motion representation, inter-frame motion correlation, and trajectory compensation to enhance interpolation quality. • The proposed framework employs a one-shot approach for point cloud sequence interpolation, achieving a 2× speedup compared to existing methods. • Extensive experiments show that our method significantly outperforms existing state-of-the-art methods in both interpolation quality and speed.
Keywords:
point cloud sequence interpolation
motion correlation
trajectory compensation
one-shot approach
speedup

Journal

Pattern Recognition cover
Pattern Recognition
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

U
university of electronic science and technology of china
Scholars:
1.3W
Papers: 4.7K
Citations: 4