Clutter rejection in passive non-line-of-sight imaging via blind multispectral unmixing

杂乱 多光谱图像 计算机科学 人工智能 计算机视觉 盲信号分离 视线 图像质量 光学 遥感 雷达 图像(数学) 物理 电信 地质学 频道(广播) 天体物理学
作者
Connor Hashemi,Rafael Avelar,James R. Leger
出处
期刊:Optics Express [Optica Publishing Group]
卷期号:32 (2): 2132-2132 被引量:1
标识
DOI:10.1364/oe.508018
摘要

Passive non-line-of-sight imaging methods that utilize scattered light to “look around corners” are often hindered by unwanted sources that overwhelm the weaker desired signal. Recent approaches to mitigate these “clutter” sources have exploited dependencies in the spectral content , or color, of the scattered light. A particularly successful method utilized blind source separation methods to isolate the desired imaging signal with minimal prior information. This current paper quantifies the efficacy of several preconditioning and unmixing algorithms when blind source separation methods are employed for passive multispectral non-line-of-sight imaging. Using an OLED television monitor as the source of both the desired signals and clutter, we conducted multiple controlled experiments to test these methods under a variety of scene conditions. We conclude that the preconditioner is a vital component as it greatly decreases the power and correlation of the clutter. Additionally, the choice of unmixing algorithm significantly impacts the reconstruction quality. By optimizing these two components, we find that effective image retrieval can be obtained even when the clutter signals are as much as 670 times stronger than the desired image.
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