TOF-assisted binocular vision accuracy improvement method for underwater fish size inspection

Author:

Xiu Lixin1,Yu Xinning2,Zhou Hongguang1,Zhang Lin1,Wu Shencheng1,Liang Ying1,Bi Yunfeng1

Affiliation:

1. Shandong University at Weihai

2. Qingdao West Coast New Area Experimental High School

Abstract

To address problems such as the lack of accuracy in acquiring depth maps for dynamic fish 3D measurements by usual binocular vision or a time-of-flight (TOF) depth camera, a TOF-assisted binocular vision depth acquisition algorithm is used to obtain high-quality depth maps. The TOF depth energy function is designed to guide the binocular stereo matching process, which improves the correct matching rate of binocular matching in low-texture regions; the TOF and binocular stereo matching confidence weighting functions are designed to achieve the fusion of the two at pixel level to improve the matching quality of fish in the occluded overlapping regions. The experimental results show that the TOF-assisted binocular vision system improves the accuracy of fish size measurement compared to single binocular vision while reducing the measurement error when the fish body has a significant inclination along the depth axis.

Funder

Shandong University

Publisher

Optica Publishing Group

Subject

Computer Vision and Pattern Recognition,Atomic and Molecular Physics, and Optics,Electronic, Optical and Magnetic Materials

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