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Multidimensional Compressed Sensing for Spectral Light Field Imaging
May 2, 2024, 4:42 a.m. | Wen Cao, Ehsan Miandji, Jonas Unger
cs.LG updates on arXiv.org arxiv.org
Abstract: This paper considers a compressive multi-spectral light field camera model that utilizes a one-hot spectralcoded mask and a microlens array to capture spatial, angular, and spectral information using a single monochrome sensor. We propose a model that employs compressed sensing techniques to reconstruct the complete multi-spectral light field from undersampled measurements. Unlike previous work where a light field is vectorized to a 1D signal, our method employs a 5D basis and a novel 5D measurement …
abstract angular array arxiv cs.cv cs.gr cs.lg eess.iv hot imaging information light multidimensional paper sensing sensor spatial type
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