Generative deep learning-enabled ultra-large field-of-view lens-free imaging

arXiv:2403.07786v2 Announce Type: replace-cross
Abstract: Advancements in high-throughput biomedical applications necessitate real-time, large field-of-view (FOV) imaging capabilities. Conventional lens-free imaging (LFI) systems, while addressing the limitations of physical lenses, have been constrained by dynamic, hard-to-model optical fields, resulting in a limited one-shot FOV of approximately 20 $mm^2$. This restriction has been a major bottleneck in applications like live-cell imaging and automation of microfluidic systems for biomedical research. Here, we present a deep-learning(DL)-based imaging framework - GenLFI - leveraging generative artificial …

abstract applications arxiv biomedical capabilities cs.cv deep learning dynamic fields free generative imaging limitations major optical physics.optics real-time systems type view