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Compute-first optical detection for noise-resilient visual perception
March 15, 2024, 4:42 a.m. | Jungmin Kim, Nanfang Yu, Zongfu Yu
cs.LG updates on arXiv.org arxiv.org
Abstract: In the context of visual perception, the optical signal from a scene is transferred into the electronic domain by detectors in the form of image data, which are then processed for the extraction of visual information. In noisy and weak-signal environments such as thermal imaging for night vision applications, however, the performance of neural computing tasks faces a significant bottleneck due to the inherent degradation of data quality upon noisy detection. Here, we propose a …
abstract arxiv compute context cs.lg data detection domain electronic environments extraction form image image data imaging information night vision noise optical perception physics.optics resilient signal type vision visual
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