Hybrid deep learning framework MedFusionNet assists multilabel biomedical risk stratification from imaging and tabular data

MedFusionNet provides an effective and scalable solution for multi-label medical image classification and cancer risk stratification. By integrating multi-modal information and advanced architectural components, it improves predictive performance while maintaining high interpretability, making it well-suited for real-world clinical applications.

Authors

Institutions

Publication Details

Journal
Communications Medicine
Published
2026-01-23
DOI
https://doi.org/10.1038/s43856-025-01334-3
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Hybrid deep learning framework MedFusionNet assists multilabel biomedical risk stratification from imaging and tabular data

Sergey V. Gorbachev, Ashish Mani, Zhijian Wang, Abhishek Dixit
Communications Medicine
AI in cancer detection
article

Hybrid deep learning framework MedFusionNet assists multilabel biomedical risk stratification from imaging and tabular data

Sergey V. Gorbachev, Ashish Mani, Zhijian Wang, Abhishek Dixit
article en

Abstract

MedFusionNet provides an effective and scalable solution for multi-label medical image classification and cancer risk stratification. By integrating multi-modal information and advanced architectural components, it improves predictive performance while maintaining high interpretability, making it well-suited for real-world clinical applications.

Communications MedicineVol. 6(1)
Chongqing University (CN), Chongqing University of Education (CN), Robotics Research (United States) (US), Shanghai Huayi Group (China) (CN)
Chongqing University, Chongqing University of Education
Openalex Percentile: Top 81%
AI in cancer detection
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.