Multiscale attention network with structure guidance for colorectal polyp segmentation

The proposed MAN-SG framework, which leverages structural guidance via SEM and CSGA modules, proves to be both highly effective and robust for the challenging task of colorectal polyp segmentation.

Authors

Institutions

Publication Details

Journal
Journal of Medical Imaging
Published
2025-12-04
DOI
https://doi.org/10.1117/1.jmi.12.6.064004
Primary Topic
Advanced Neural Network Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Multiscale attention network with structure guidance for colorectal polyp segmentation

Xinyu Wang, Jie Gao, Lanling Zeng, Yang Yang et al.
Journal of Medical Imaging
Advanced Neural Network Applications
article

Multiscale attention network with structure guidance for colorectal polyp segmentation

Xinyu Wang, Jie Gao, Lanling Zeng, Yang Yang, Xinsheng Wang
article en

Abstract

The proposed MAN-SG framework, which leverages structural guidance via SEM and CSGA modules, proves to be both highly effective and robust for the challenging task of colorectal polyp segmentation.

Journal of Medical ImagingVol. 12(06)
Jiangsu University (CN)
Openalex Percentile: Top 60%
Advanced Neural Network Applications
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.