Computer Vision and Pattern Recognition · Computer Science
Heterogeneous Graph Learning for Multi-modal Medical Data Analysis
Sein Kim, Namkyeong Lee, Junseok Lee, Dongmin Hyun +1
2023-03-16
Machine Learning · Computer Science
Integrating Medical Imaging and Clinical Reports Using Multimodal Deep Learning for Advanced Disease Analysis
Ziyan Yao, Fei Lin, Sheng Chai, Weijie He +2
2024-05-29
Computer Vision and Pattern Recognition · Computer Science
GraphMMP: A Graph Neural Network Model with Mutual Information and Global Fusion for Multimodal Medical Prognosis
Xuhao Shan, Ruiquan Ge, Jikui Liu, Linglong Wu +6
2025-08-26
Neurons and Cognition · Quantitative Biology
Joint Embedding of Structural and Functional Brain Networks with Graph Neural Networks for Mental Illness Diagnosis
Yanqiao Zhu, Hejie Cui, Lifang He, Lichao Sun +1
2022-05-25
Machine Learning · Computer Science
Deep Multi-modal Fusion of Image and Non-image Data in Disease Diagnosis and Prognosis: A Review
Can Cui, Haichun Yang, Yaohong Wang, Shilin Zhao +5
2023-01-30
Machine Learning · Computer Science
Challenges and proposed solutions in modeling multimodal data: A systematic review
Maryam Farhadizadeh, Maria Weymann, Michael Blaß, Johann Kraus +5
2025-10-21
Computer Vision and Pattern Recognition · Computer Science
Cross-Modal Information Maximization for Medical Imaging: CMIM
Tristan Sylvain, Francis Dutil, Tess Berthier, Lisa Di Jorio +3
2021-02-03
Machine Learning · Computer Science
Multi-modal Graph Learning for Disease Prediction
Shuai Zheng, Zhenfeng Zhu, Zhizhe Liu, Zhenyu Guo +2
2021-07-02
Computer Vision and Pattern Recognition · Computer Science
HyperFusion: A Hypernetwork Approach to Multimodal Integration of Tabular and Medical Imaging Data for Predictive Modeling
Daniel Duenias, Brennan Nichyporuk, Tal Arbel, Tammy Riklin Raviv
2025-04-22
Machine Learning · Computer Science
MaxCorrMGNN: A Multi-Graph Neural Network Framework for Generalized Multimodal Fusion of Medical Data for Outcome Prediction
Niharika S. D'Souza, Hongzhi Wang, Andrea Giovannini, Antonio Foncubierta-Rodriguez +3
2023-07-17
Computer Vision and Pattern Recognition · Computer Science
A Survey of Deep Learning-based Radiology Report Generation Using Multimodal Data
Xinyi Wang, Grazziela Figueredo, Ruizhe Li, Wei Emma Zhang +2
2025-03-07
Databases · Computer Science
Towards a Personal Health Knowledge Graph Framework for Patient Monitoring
Daniel Bloor, Nnamdi Ugwuoke, David Taylor, Keir Lewis +2
2023-11-14
Computer Vision and Pattern Recognition · Computer Science
SMFusion: Semantic-Preserving Fusion of Multimodal Medical Images for Enhanced Clinical Diagnosis
Haozhe Xiang, Han Zhang, Yu Cheng, Xiongwen Quan +1
2025-05-20
Computation and Language · Computer Science
Unlocking Electronic Health Records: A Hybrid Graph RAG Approach to Safe Clinical AI for Patient QA
Samuel Thio, Matthew Lewis, Spiros Denaxas, Richard JB Dobson
2026-03-17
Machine Learning · Computer Science
A Multimodal Data Processing Pipeline for MIMIC-IV Dataset
Farzana Islam Adiba, Varsha Danduri, Fahmida Liza Piya, Ali Abbasi +2
2026-01-21
Machine Learning · Computer Science
Multimodal Data Integration for Oncology in the Era of Deep Neural Networks: A Review
Asim Waqas, Aakash Tripathi, Ravi P. Ramachandran, Paul Stewart +1
2024-07-29
Artificial Intelligence · Computer Science
Toward a Unified Graph-Based Representation of Medical Data for Precision Oncology Medicine
Davide Belluomo, Tiziana Calamoneri, Giacomo Paesani, Ivano Salvo
2024-10-22
Computer Vision and Pattern Recognition · Computer Science
A review of deep learning-based information fusion techniques for multimodal medical image classification
Yihao Li, Mostafa El Habib Daho, Pierre-Henri Conze, Rachid Zeghlache +5
2024-04-24
Machine Learning · Computer Science
Multimodal Machine Learning in Precision Health
Adrienne Kline, Hanyin Wang, Yikuan Li, Saya Dennis +5
2022-04-12
Human-Computer Interaction · Computer Science
A Multi-scale Visual Analytics Approach for Exploring Biomedical Knowledge
Fahd Husain, Rosa Romero-Gomez, Emily Kuang, Dario Segura +4
2021-10-22
Computers and Society · Computer Science
Platform for generating medical datasets for machine learning in public health
Anna Andreychenko, Viktoriia Korzhuk, Stanislav Kondratenko, Polina Cheraneva
2023-10-13