GAN-based Method for Synthesizing Multi-Focus Cell ImagesDownload PDF

12 Jul 2019 (modified: 05 May 2023)Submitted to COMPAY 2019Readers: Everyone
Keywords: Multi-focus pathological images, GAN, Image synthesis
TL;DR: This paper presents a method for synthesizing multi-focus cell images by using generative adversarial networks (GANs).
Abstract: This paper presents a method for synthesizing multi-focus cell images by using generative adversarial networks (GANs). The proposed method, called multi-focus image GAN (MI-GAN), consists of two generators. A base image generator synthesizes a 2D base cell image from random noise. Using the generated base image, a multi-focus cell image generator produces 11 realistic multi-focus images of the cell while considering the relationships between the images acquired at successive focus points.
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