Enhancing Tip Detection by Pre-Training with Synthetic Data for Ultrasound-Guided Intervention

Enhancing Tip Detection by Pre-Training with Synthetic Data for Ultrasound-Guided Intervention

<b>Objectives</b>: Automatic tip localization is critical in ultrasound (US)-guided interventions. Although deep learning (DL) has been widely used for precise tip detection, existing methods are limited by the availability of real puncture data and expert annotations. <b>Methods&l...

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Bibliographic Details
Main Authors: Ruixin Wang, Jinghang Wang, Wei Zhao, Xiaohui Liu, Guoping Tan, Jun Liu, Zhiyuan Wang
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Diagnostics
Subjects:
needle tip detection
ultrasound-guided interventions
data synthesis
generative deep learning
Online Access:https://www.mdpi.com/2075-4418/15/15/1926
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