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Light Field Spatial Resolution Enhancement Framework
May 7, 2024, 4:47 a.m. | Javeria Shabbir, Muhammad Zeshan. Alam, M. Umair Mukati
cs.CV updates on arXiv.org arxiv.org
Abstract: Light field (LF) imaging captures both angular and spatial light distributions, enabling advanced photographic techniques. However, micro-lens array (MLA)- based cameras face a spatial-angular resolution tradeoff due to a single shared sensor. We propose a novel light field framework for resolution enhancement, employing a modular approach. The first module generates a high-resolution, all-in-focus image. The second module, a texture transformer network, enhances the resolution of each light field perspective independently using the output of the …
abstract advanced angular array arxiv cameras cs.cv enabling face framework however imaging lens light micro modular novel resolution sensor spatial type
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