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Partial Coherence for Object Recognition and Depth Sensing

2023/11/14 by Zichen Xie, Xie, Zichen, Ken Xingze Wang +1
Engineering · Medicine · Physics and Astronomy · #Advanced Optical Sensing Technologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Ocular and Laser Science Research #Optical Coherence Tomography Applications #Optics (physics.optics)

paper · pdf · doi:10.48550/arxiv.2401.02432

openalex publication_date 2023/11/14 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

We show a monotonic relationship between performances of various computer vision tasks versus degrees of coherence of illumination. We simulate partially coherent illumination using computational methods, propagate the lightwave to form images, and subsequently employ a deep neural network to perform object recognition and depth sensing tasks. In each controlled experiment, we discover that, increased coherent length leads to improved image entropy, as well as enhanced object recognition and depth sensing performance.

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