Coded Illumination for Improved Lensless Imaging

被引:1
|
作者
Zheng, Yucheng [1 ]
Asif, M. Salman [1 ]
机构
[1] Univ Calif, Dept Elect & Comp Engn, Riverside, CA 92521 USA
基金
美国国家科学基金会;
关键词
Lighting; Imaging; Cameras; Image reconstruction; Robot sensing systems; Microscopy; Multiplexing; Coded illumination; image reconstruction; lensless imaging; STABLE SIGNAL RECOVERY; RESOLUTION; PTYCHOGRAPHY; MICROSCOPY; NOISE;
D O I
10.1109/TCI.2023.3234898
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Mask-based lensless cameras can be flat, thin, and light-weight, which makes them suitable for novel designs of computational imaging systems with large surface areas and arbitrary shapes. Despite recent progress in lensless cameras, the quality of images recovered from the lensless cameras is often poor due to the ill-conditioning of the underlying measurement system. In this paper, we propose to use coded illumination to improve the quality of images reconstructed with lensless cameras. In our imaging model, the scene/object is illuminated by multiple coded illumination patterns as the lensless camera records sensor measurements. We designed and tested a number of illumination patterns and observed that shifting dots (and related orthogonal) patterns provide the best overall performance. We propose a fast and low-complexity recovery algorithm that exploits the separability and block-diagonal structure in our system. We present simulation results and hardware experiment results to demonstrate that our proposed method can significantly improve the reconstruction quality.
引用
收藏
页码:172 / 184
页数:13
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