Advanced gastrointestinal tract organ differentiation using an integrated swin transformer U-Net model for cancer care

Advanced gastrointestinal tract organ differentiation using an integrated swin transformer U-Net model for cancer care

The segmentation of gastrointestinal (GI) organs, including the stomach, small intestine, and large intestine, is crucial for radio oncologists to plan effective cancer therapy. This study presents an innovative semantic segmentation approach that integrates the Swin Transformer Block with the U-Net...

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Bibliographic Details
Main Authors: Neha Sharma, Sheifali Gupta, Ahmad Almogren, Salil Bharany, Ayman Altameem, Ateeq Ur Rehman
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Physics
Subjects:
swin transformer
U-Net model
segmentation
gastrointestinal tract
radiation therapy
UW madison GI tract dataset
Online Access:https://www.frontiersin.org/articles/10.3389/fphy.2024.1478750/full
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