Multi-brightness layers with a genetic optimization algorithm for stereo matching under dramatic illumination changes | |
Yang, Tao2,3; Yang, Rui1; Qiu, Yuehong3 | |
刊名 | APPLIED OPTICS |
2021-08-20 | |
卷号 | 60期号:24页码:7371-7380 |
ISSN号 | 1559-128X;2155-3165 |
DOI | 10.1364/AO.432015 |
产权排序 | 1 |
英文摘要 | Stereo matching under dramatic illumination changes is a big challenge in imbalanced binocular vision, self-driving cars, and the remote sensing image field. A novel, to the best of our knowledge, multi-brightness layer mechanism with a genetic optimization algorithm is proposed in this paper. The mechanism of multi-brightness layers transforms the two images with dramatic illumination changes into a series of matched pairs with similar brightness by the stretching function and histogram matching principle. Therefore, the large illumination variations are reduced greatly. Moreover, the initial disparities as first generation of genetic optimization approach are generated from matched pairs using fast segmentation local stereo matching to increase the efficiency and accuracy. For further improving the accuracy of disparity, an enhanced genetic optimization algorithm for stereo matching is designed to have more inliers and continuity. The experimental results comparing with state-of-the-art stereo matching methods demonstrate that the proposed method has better performance in accuracy and stability. (C) 2021 Optical Society of America |
语种 | 英语 |
出版者 | OPTICAL SOC AMER |
WOS记录号 | WOS:000687563200039 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/95017] |
专题 | 西安光学精密机械研究所_空间光学应用研究室 |
通讯作者 | Yang, Rui |
作者单位 | 1.Putian Univ, 1133 Xueyuan Rd, Putian 351100, Fujian, Peoples R China 2.Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, 17 Xinxi Rd, Xian 710119, Shaanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Yang, Tao,Yang, Rui,Qiu, Yuehong. Multi-brightness layers with a genetic optimization algorithm for stereo matching under dramatic illumination changes[J]. APPLIED OPTICS,2021,60(24):7371-7380. |
APA | Yang, Tao,Yang, Rui,&Qiu, Yuehong.(2021).Multi-brightness layers with a genetic optimization algorithm for stereo matching under dramatic illumination changes.APPLIED OPTICS,60(24),7371-7380. |
MLA | Yang, Tao,et al."Multi-brightness layers with a genetic optimization algorithm for stereo matching under dramatic illumination changes".APPLIED OPTICS 60.24(2021):7371-7380. |
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