Deep-Learning Generation of High-Resolution Images of Live Cells in Culture Using Tri-Frequency Acoustic Images

Ultrasound microscopy is the only technique that has the ability to monitor live-cell morphology over a long period of time without causing any damage to the cells, but its longer wavelength prevents one from obtaining high-resolution cell images. Here, we propose a deep-learning (DL) method for gen...

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Bibliographic Details
Main Authors: Natsumi Fujiwara, Midori Uno, Hiroki Fukuda, Akira Nagakubo, Shao Ying Tan, Masahiro Kino-oka, Hirotsugu Ogi
Format: Article
Language:English
Published: American Physical Society 2025-04-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.15.021015
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