Multi-modal Graph Learning for Disease Prediction

1 July 2021

Papers citing "Multi-modal Graph Learning for Disease Prediction"

26 / 26 papers shown

Title
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis Alexander Weers Alexander H. Berger Laurin Lux Peter Schüffler Daniel Rueckert Johannes C. Paetzold 42 0 0 14 Mar 2025
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning Jun-En Ding Chien-Chin Hsu Feng Liu Shuqiang Wang Feng Liu 49 0 0 23 Oct 2024
Entropy Loss: An Interpretability Amplifier of 3D Object Detection Network for Intelligent Driving H. Yang Shiyan Zhang Zhuoyi Yang Xinyu Zhang Li Wang Yifan Tang Jilong Guo J. Li 24 0 0 01 Sep 2024
Completed Feature Disentanglement Learning for Multimodal MRIs Analysis Tianling Liu Hongying Liu Fanhua Shang Lequan Yu Tong Han Liang Wan 30 1 0 06 Jul 2024
MM-GTUNets: Unified Multi-Modal Graph Deep Learning for Brain Disorders Prediction Luhui Cai Weiming Zeng Hongyu Chen Hua Zhang Yueyang Li Hongjie Yan Lingbin Bian Lingbin Bian Wai Ting Siok Nizhuan Wang MedIm 45 3 0 20 Jun 2024
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 53 8 0 18 Jun 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 33 0 0 17 Jun 2024
Graph Neural Networks for Brain Graph Learning: A Survey Xuexiong Luo Jia Wu Jian Yang Shan Xue Amin Beheshti Quan Z. Sheng David Mcalpine Paul F. Sowman Alexis Giral Philip S. Yu AI4CE 16 4 0 01 Jun 2024
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications Hassan S. Al Khatib Subash Neupane Harish Kumar Manchukonda Noorbakhsh Amiri Golilarz Sudip Mittal Amin Amirlatifi Shahram Rahimi 35 2 0 20 Feb 2024
AdaMedGraph: Adaboosting Graph Neural Networks for Personalized Medicine Jie Lian Xufang Luo Caihua Shan Dongqi Han V. Vardhanabhuti Dongsheng Li 19 0 0 24 Nov 2023
Classification of developmental and brain disorders via graph convolutional aggregation Ibrahim Salim A. B. Hamza MedIm 11 11 0 13 Nov 2023
Dynamic Multimodal Information Bottleneck for Multimodality Classification Yingying Fang Shuang Wu Sheng Zhang Chao Huang Tieyong Zeng Xiaodan Xing Simon Walsh Guang Yang 19 7 0 02 Nov 2023
Unleashing the potential of GNNs via Bi-directional Knowledge Transfer Shuai Zheng Zhizhe Liu Zhenfeng Zhu Xingxing Zhang Jianxin Li Yao-Min Zhao 25 0 0 26 Oct 2023
Multi-Dimension-Embedding-Aware Modality Fusion Transformer for Psychiatric Disorder Clasification Guoxin Wang Xuyang Cao Shan An Fengmei Fan Chao Zhang Jinsong Wang Feng Yu Zhiren Wang MedIm 17 0 0 04 Oct 2023
RDGSL: Dynamic Graph Representation Learning with Structure Learning Siwei Zhang Yun Xiong Yao Zhang Yiheng Sun Xiangshan Chen Yizhu Jiao Yangyong Zhu NoLa 23 11 0 05 Sep 2023
MaxCorrMGNN: A Multi-Graph Neural Network Framework for Generalized Multimodal Fusion of Medical Data for Outcome Prediction N. S. D'Souza Hongzhi Wang Andrea Giovannini A. Foncubierta-Rodríguez Kristen L. Beck Orest Boyko T. Syeda-Mahmood 24 3 0 13 Jul 2023
Multimodal brain age estimation using interpretable adaptive population-graph learning Kyriaki-Margarita Bintsi V. Baltatzis Rolandos Alexandros Potamias A. Hammers Daniel Rueckert 19 7 0 10 Jul 2023
LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees Shangyuan Liu Lingling Zhu Anthony Man-Cho So 19 1 0 02 May 2023
Evidence-aware multi-modal data fusion and its application to total knee replacement prediction Xinwen Liu Jing Wang S. Kevin Zhou Craig B. Engstrom Shekhar S. Chandra MedIm 23 3 0 24 Mar 2023
Multi-modal Multi-kernel Graph Learning for Autism Prediction and Biomarker Discovery Junbin Mao Jin Liu Han Lin Hulin Kuang Shirui Pan Yi-Lun Pan Shan Xie Fei Liu Yi Pan 18 1 0 03 Mar 2023
Eloss in the way: A Sensitive Input Quality Metrics for Intelligent Driving Hao-Ting Yang Shiyan Zhang Zhuo Yang Xinyu Zhang 13 0 0 02 Feb 2023
Node-oriented Spectral Filtering for Graph Neural Networks Shuai Zheng Zhenfeng Zhu Zhizhe Liu Youru Li Yao-Min Zhao 20 15 0 07 Dec 2022
Multimodal learning with graphs Yasha Ektefaie George Dasoulas Ayush Noori Maha Farhat Marinka Zitnik 38 82 0 07 Sep 2022
Multimodal Brain Disease Classification with Functional Interaction Learning from Single fMRI Volume Weiming Dai Zi-Ke Zhang L. Tian Shengyuan Yu Shuhui Wang Zhao Dong Hairong Zheng MedIm 28 2 0 05 Aug 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang D. Shen ViT MedIm 18 254 0 24 Feb 2022
Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks Minjie Wang Da Zheng Zihao Ye Quan Gan Mufei Li ... J. Zhao Haotong Zhang Alex Smola Jinyang Li Zheng-Wei Zhang AI4CE GNN 189 744 0 03 Sep 2019