A dual‐module 3D fusion framework for multi‐modal MRI segmentation in anal fistulae

The dual-module framework, combined with the selection mechanism and residual techniques, along with the innovative OPDL, offers a significant advancement in the segmentation of anal fistulae in MRI images. This approach not only improves accuracy by effectively distinguishing between lesions and normal tissues but also reduces computational complexity, making it a promising tool for clinical applications.

Authors

Institutions

Publication Details

Journal
Medical Physics
Published
2025-10-31
DOI
https://doi.org/10.1002/mp.70102
Primary Topic
Anorectal Disease Treatments and Outcomes
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A dual‐module 3D fusion framework for multi‐modal MRI segmentation in anal fistulae

Genlang Chen, Jiajian Zhang, Xianyun Meng, Ping Cai et al.
Medical Physics
Anorectal Disease Treatments and Outcomes
article

A dual‐module 3D fusion framework for multi‐modal MRI segmentation in anal fistulae

Genlang Chen, Jiajian Zhang, Xianyun Meng, Ping Cai, Yang Zhou
article en

Abstract

The dual-module framework, combined with the selection mechanism and residual techniques, along with the innovative OPDL, offers a significant advancement in the segmentation of anal fistulae in MRI images. This approach not only improves accuracy by effectively distinguishing between lesions and normal tissues but also reduces computational complexity, making it a promising tool for clinical applications.

Medical PhysicsVol. 52(11)
Ningbo University of Technology (CN), Ningbo No. 2 Hospital (CN), Zhejiang University (CN)
Openalex Percentile: Top 50%
Anorectal Disease Treatments and Outcomes
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.