Hybrid generative adversarial network based on frequency and spatial domain for histopathological image synthesis

Hybrid generative adversarial network based on frequency and spatial domain for histopathological image synthesis

Abstract Background Due to the complexity and cost of preparing histopathological slides, deep learning-based methods have been developed to generate high-quality histological images. However, existing approaches primarily focus on spatial domain information, neglecting the periodic information in t...

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Bibliographic Details
Main Authors: Qifeng Liu, Tao Zhou, Chi Cheng, Jin Ma, Marzia Hoque Tania
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Bioinformatics
Subjects:
Generative adversarial networks
Cross-attention mechanism
Spatial domain
Frequency domain
Histological slide images
Variable-window mixed attention
Online Access:https://doi.org/10.1186/s12859-025-06057-9
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https://doi.org/10.1186/s12859-025-06057-9

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