De-speckling of medical ultrasound image using metric-optimized knowledge distillation

Abstract Ultrasound imaging provides real-time views of internal organs, which are essential for accurate diagnosis and treatment. However, speckle noise, caused by wave interactions with tissues, creates a grainy texture that hides crucial details. This noise varies with image intensity, which limi...

Full description

Saved in:
Bibliographic Details
Main Authors: Mostafa Khalifa, Hanaa M. Hamza, Khalid M. Hosny
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-07115-1
Tags: Add Tag
No Tags, Be the first to tag this record!