A Lightweight Ultrasound Image Denoiser Using Parallel Attention Modules and Capsule Generative Adversarial Network

A Lightweight Ultrasound Image Denoiser Using Parallel Attention Modules and Capsule Generative Adversarial Network

The quality of ultrasound (US) imaging has been constrained by its limited contrast and resolution, inherent speckle noise, and the presence of other artifacts. Existing traditional and deep learning-based US denoising approaches have many limitations, such as reliance on manual parameter configurat...

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Bibliographic Details
Main Authors: Anparasy Sivaanpu, Kumaradevan Punithakumar, Kokul Thanikasalam, Michelle Noga, Rui Zheng, Dean Ta, Edmond H.M. Lou, Lawrence H. Le
Format: Article
Language:English
Published: Elsevier 2024-01-01
Series:Informatics in Medicine Unlocked
Subjects:
Capsule Network
Generative Adversarial Network
Image denoising
Semi-supervision
Ultrasound image
Online Access:http://www.sciencedirect.com/science/article/pii/S2352914824001254
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