A review of deep learning-based information fusion techniques for
multimodal medical image classification

A review of deep learning-based information fusion techniques for multimodal medical image classification

23 April 2024

Mostafa EL HABIB DAHO

Pierre-Henri Conze

Rachid Zeghlache

Papers citing "A review of deep learning-based information fusion techniques for multimodal medical image classification"

16 / 16 papers shown

Title
Multi-modal and Multi-view Fundus Image Fusion for Retinopathy Diagnosis via Multi-scale Cross-attention and Shifted Window Self-attention Yonghao Huang Leiting Chen Chuan Zhou 19 0 0 12 Apr 2025
MedM-VL: What Makes a Good Medical LVLM? Yiming Shi Shaoshuai Yang Xun Zhu Haoyu Wang Miao Li Ji Wu VLM 40 1 0 06 Apr 2025
Leveraging Vision Capabilities of Multimodal LLMs for Automated Data Extraction from Plots Maciej P. Polak Dane Morgan 39 0 0 16 Mar 2025
Triple-Stream Deep Feature Selection with Metaheuristic Optimization and Machine Learning for Multi-Stage Hypertensive Retinopathy Diagnosis Suleyman Burcin Suyun Mustafa Yurdakul Şakir Tasdemir Serkan Bilic 65 0 0 03 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 54 0 0 23 Oct 2024
A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks Jiaqi Wang Hanqi Jiang Yi-Hsueh Liu Chong Ma Xu-Yao Zhang ... Xin Zhang Wei Zhang Dinggang Shen Tianming Liu Shu Zhang VLM AI4TS 51 30 0 02 Aug 2024
Neural Architecture Search with Multimodal Fusion Methods for Diagnosing Dementia Michail Chatzianastasis Loukas Ilias D. Askounis Michalis Vazirgiannis 31 3 0 12 Feb 2023
Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data Huy Hoang Nguyen Matthew B. Blaschko S. Saarakkala A. Tiulpin MedIm AI4CE 48 15 0 25 Oct 2022
Cascaded Multi-Modal Mixing Transformers for Alzheimer's Disease Classification with Incomplete Data Linfeng Liu Siyu Liu Lu Zhang X. To F. Nasrallah Shekhar S. Chandra MedIm 34 52 0 01 Oct 2022
OLIVES Dataset: Ophthalmic Labels for Investigating Visual Eye Semantics Mohit Prabhushankar Kiran Kokilepersaud Yash-yee Logan Stephanie Trejo Corona Ghassan AlRegib C. Wykoff 57 30 0 22 Sep 2022
Input Agnostic Deep Learning for Alzheimer's Disease Classification Using Multimodal MRI Images Aidana Massalimova H. A. Varol OOD MedIm 27 14 0 19 Jul 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 248 577 0 22 Apr 2021
BM-NAS: Bilevel Multimodal Neural Architecture Search Yihang Yin Siyu Huang Xiang Zhang 32 27 0 19 Apr 2021
AI Choreographer: Music Conditioned 3D Dance Generation with AIST++ Ruilong Li Sha Yang David A. Ross Angjoo Kanazawa ViT 219 479 0 21 Jan 2021
MRI Tumor Segmentation with Densely Connected 3D CNN Lele Chen Yue Wu Adora M. DSouza A. Abidin A. Wismüller Chenliang Xu 39 119 0 18 Jan 2018
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 261 36,371 0 25 Aug 2016