Unleashing the Potential of On-Chip AI-Powered Hyperspectral Hardware Computing - A Tutorial.

IEEE Trans. Circuits Syst. II Express Briefs(2024)

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摘要
In recent years, hyperspectral image processing has expanded beyond traditional remote sensing and military applications to include civilian domains like industrial quality control and medical image diagnosis. These new areas demand on-chip HSI computing for improved throughput, energy efficiency, and reduced latency. This tutorial provides a comprehensive guide to building hyperspectral cameras with on-chip processing capabilities. It focuses on AI-powered hardware-software co-design strategies, emphasizing deep learning’s role in hyperspectral imaging. The tutorial also explores prospective hyperspectral image computation methodologies aligned with evolving AI paradigms.
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关键词
Hyperspectral imaging,neural network,hardware,compressed sensing,image classification,computer vision
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