Multimodal Clinical Data

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Period ending 2026-09-21

6 new papers

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Period ending 2026-09-14

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8 new papers

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252 papers

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A Quantitative Analysis of Multimodal Biomarkers in Alzheimer's Disease
Jun 16, 2026Antonio Scardace, Daniele RavìAlzheimer Biomarker
Vision-language models for chest radiography do not always need the image
Jun 16, 2026Mahshad Lotfinia, Sebastian Ziegelmayer, Lisa Adams +3Chest Radiography Medical Vision-Language Models
Revisiting LLM Adaptation for 3D CT Report Generation: A Study of Scaling and Diagnostic Priors
Jun 15, 2026Vanshali Sharma, Andrea M. Bejar, Halil Ertugrul Aktas +4Medical Vision-Language Models Large Language Model Adaptation
Unified Multimodal Model for Brain MRI Imputation and Understanding
Jun 15, 2026Zhiyun Song, Che Liu, Tian Xia +2Multimodal Clinical Data Magnetic Resonance Imaging
Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis
Jun 15, 2026Jingyu Hu, Giuseppe Tripodi, Reed Naidoo +2Pathology Foundation Models Multimodal Clinical Data
CAP: Towards PPG Universal Representation Learning with Patient-level Supervision
Jun 13, 2026Chenyang He, Xinyi Shao, Shun Huang +4Remote Photoplethysmography Multimodal Clinical Data
Fusion is not one-size-fits-all: Cross-Modal Representation Alignment for Time-to-Event Modeling
Jun 13, 2026Zhemin Zhang, Weijie Chen, David Le +7Multimodal Clinical Data Cross-Modal Alignment
ArogyaSutra: A Multi-Agent Framework for Multimodal Medical Reasoning in Indic Languages
Jun 11, 2026Tanmoy Kanti Halder, Akash Ghosh, Subhadip Baidya +2Multimodal Clinical Data Multi-Modal Large Language Models
Hallucination in Medical Imaging AI: A Cross-Modality Analytical Framework for Taxonomy, Detection, and Mitigation under Regulatory Constraints
Jun 11, 2026Omar Alshahrani, Muzammil BehzadHallucinations Medical Imaging
OpenMedQ: Broad Open Pretraining for Medical Vision-Language Models
Jun 11, 2026Ibrahim Gulluk, Max Van Puyvelde, Olivier GevaertMedical Vision-Language Models Multimodal Clinical Data
Unifying Acoustic Features and Text with Multimodal LLMs for Neurodegenerative Screening
Jun 10, 2026Qingfeng Zhang, Yuanxiong Guo, Yanmin GongAlzheimer Multimodal Clinical Data
Multimodal Ordinal Modeling of Alzheimer's Disease Severity Using Structural MRI and Clinical Data
Jun 10, 2026Boris-Stephan Rauchmann, Jonathan Laib, Buse Ercik +2Alzheimer Multimodal Clinical Data
MedCTA: A Benchmark for Clinical Tool Agents
Jun 10, 2026Tajamul Ashraf, Hyewon Jeong, Fida Mohammad Thoker +1Multimodal Clinical Data Artificial Intelligence Agents
Multimodal Brain Tumour Classification Using Feature Fusion
Jun 9, 2026Wajih ul Islam, Muhammad Yaqoob, Javed Ali Khan +1Brain Tumor Classification Radiomics
XMedFusion: A Knowledge-Guided Multimodal Perception and Reasoning Framework for Autonomous Medical Systems
Jun 8, 2026Hamza Riaz, Arham Haroon, Maha Baig +3Radiology Report Generation Multimodal Clinical Data
RespiraMFM: A Multimodal Foundation Model with Contrastive Audio-Language Alignment for Respiratory Disease Identification
Jun 8, 2026Shakhrul Iman Siam, Tiantian Feng, Jiankun Zhang +2Respiratory Sound Classification Multimodal Clinical Data
A multi-agent system for spine MRI report generation from multi-sequence imaging
Jun 8, 2026Zhiping Xiao, Junwei Yang, Gongbo Sun +12Magnetic Resonance Imaging Cervical Spine
A Multi-modal Agentic Co-pilot for Evidence Grounded Computational Pathology
Jun 6, 2026Zhe Xu, Zhengyu Zhang, Zhiyuan Cai +12Pathology Computational Pathology
LongMoE: Longitudinal Multimodal Learning via Trajectory-Aware Mixture-of-Experts
Jun 6, 2026Maxx Richard Rahman, Prakhar Kumar, Wolfgang MaassMultimodal Clinical Data Missing Modalities
Symb-xMIL: Symbolic Explanations for Multiple Instance Learning in Digital Pathology
Jun 4, 2026Yanqing Luo, Julius Hense, Niklas Prenißl +4Multiple Instance Learning Computational Pathology
LLM-Conditioned Synthesis of Pathological Gaits via Structured Gait-Language Representations
Jun 4, 2026Mritula Chandrasekaran, Sanket Kachole, Jarek Francik +1Single-Subject Gait Dataset Gait Recognition
BreastGPT: A Multimodal Large Language Model for the Full Spectrum of Breast Cancer Clinical Routine
Jun 3, 2026Yang Liu, Jiajin Zhang, Danyang Tu +8Mammography Multimodal Clinical Data
Beyond Symmetric Alignment: Spectral Diagnostics of Modality Imbalance in Vision-Language Models in the Medical Domain
Jun 3, 2026Alessandro Gambetti, Qiwei Han, Cláudia Soares +1Medical Vision-Language Models Modality Gap
D2MDT: Department-aware Multidisciplinary Team Consultation with Deliberation for Efficient Clinical Prediction
Jun 2, 2026Yongqi Liang, Qidong Liu, Chunze Yang +4Clinical Prediction Multimodal Clinical Data
A unified multi-task framework enables interpretable chest radiograph analysis
Jun 2, 2026Lijian Xu, Ziyu Ni, Xinglong Liu +3Radiology Report Generation Chest Radiography
Large AI Models in Dental Healthcare: From General-Purpose Systems to Domain-Specific Foundation Models
Jun 1, 2026Sema Helali, Lina Abu Nada, Sausan Al Kawas +3Medical Vision-Language Models Artificial Intelligence Models
Multi-Modal Machine Learning for Breast Cancer Recurrence Prediction
Jun 1, 2026Jiahao Shao, Xudong Wang, Anam Nawaz Khan +3Non-Small Cell Lung Cancer Multimodal Clinical Data
Cross-modal linkage risk in clinical vision-language models
Jun 1, 2026Soroosh Tayebi Arasteh, Mahshad Lotfinia, Sven Nebelung +1Medical Vision-Language Models Chest Radiography
RL-ACRGNet: Reinforcement Learning-Based Chest Radiology Report Generation Network
Jun 1, 2026Yogesh Kumar Meena, Saurabh Agarwal, K. V. AryaRadiology Report Generation Medical Vision-Language Models
PMC-InterCPT: Rethinking Biomedical Interleaved Data for Multimodal Continued Pretraining
May 31, 2026Guanghao Zhu, Zeyu Liu, Zhitian Hou +9Multimodal Clinical Data Multimodal Pretraining
When Are Multimodal Predictions Biologically Supported? A Diagnostic Evaluation Framework
May 29, 2026Dylan Steiner, Gustavo Arango-Argoty, Gerald Sun +1Multimodal Clinical Data Multimodal Classification
Cross-Modal Clinical Knowledge Integration for Mammography Report Generation
May 29, 2026Jiayi Zhu, Fuxiang Huang, Yu Xie +7Radiology Report Generation Mammography
SDM-Q: Cost-Aware Staged Decision-Making for Multi-Omics Classification with Deep Q-Learning
May 29, 2026Nan Mu, Yangfan Xiao, Ling Wang +3Multi-Omic Framework Multimodal Clinical Data
Genetically Aligned Patient Representations Improve Hematological Diagnosis
May 28, 2026Muhammed Furkan Dasdelen, Fatih Ozlugedik, Ilaria Looser +3Acute Myeloid Leukemia Multimodal Clinical Data
CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations
May 28, 2026Zixian Su, Hongkai Zhang, Fan Gao +12Cardiac Magnetic Resonance Imaging Medical Vision-Language Models
ClinicalEncoder26AM: A Multlilingual Diagnosable ColBERT Model; Evidences from the MultiClinNER Shared Task
May 27, 2026François RemyMedical Ontology Multimodal Clinical Data
MeniOmni: A Structured Multimodal Benchmark for Holistic Meniscus Injury Assessment
May 27, 2026Shurui Xu, Siqi Yang, Weiping Ding +4Knee Osteoarthritis Multimodal Clinical Data
OphIn-500K: Curating Web-Scale Visual Instructions for Scaling Ophthalmic Multimodal Large Language Models
May 27, 2026Xuanzhao Dong, Wenhui Zhu, Xiwen Chen +13Ophthalmology Multi-Modal Large Language Models
Prospective evaluation of multimodal respiratory failure prediction: Do chest X-rays improve performance beyond EHR signals?
May 25, 2026Xiaolei Lu, Shamim NematiMortality Chest X-Ray
Context-driven Missing-Modality Learning for Robust Medical Diagnosis with Image-Tabular Data
May 25, 2026Tianling Liu, Lequan Yu, Tong Han +1Multimodal Clinical Data Robust Multimodal Learning
Towards Reliable Fetal Ultrasound Interpretation with Multi-Agent Collaboration
May 25, 2026Xiaotian Hu, Mingxuan Liu, Junwei Huang +13Prenatal Ultrasound Ultrasound
Multimodality Stacking with Blockwise missing values and application to the PIONeeR biomarkers study for prediction of resistance to immunotherapy
May 24, 2026Mohamed Boussena, Florence Monville, Jacques Fieschi-Meric +8Survival Predictions Biomarker
MedicalRec: Medical recommender system for image classification without retraining
May 23, 2026Roghayeh Taghavi, Aysa Hasanazde Bashkandi, Amir Ali Bengari +5Medical Image Classification Image Classification
Structured Visual Evidence Decomposition for Evidence-Grounded Multimodal Screening of Obstructive Sleep Apnea-Hypopnea Syndrome
May 23, 2026Chen Zhan, Yingchen Wei, Xiaoyu Tan +2Screening Multimodal Clinical Data
ConceptM $^3$ oE: Concept-Guided Multimodal Mixture of Experts for Interpretable Computational Pathology
May 23, 2026Xuan Wang, Zhongling Xu, Gopi Kannedhara +13Pathology Foundation Models Multimodal Clinical Data
Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement
May 21, 2026Yiming Xu, Yixuan Liu, Yuhang Zhang +3Medical Image Classification Multimodal Clinical Data
ProtoPathway: Biologically Structured Prototype-Pathway Fusion for Multimodal Cancer Survival Prediction
May 20, 2026Amaya Gallagher-Syed, Costantino Pitzalis, Myles J. Lewis +2Cancer Genome Atlas Multimodal Clinical Data
HDMoE: A Hierarchical Decoupling-Fusion Mixture-of-Experts Framework for Multimodal Cancer Survival Prediction
May 20, 2026Huayi Wang, Haochao Ying, Yuyang Xu +5Multimodal Clinical Data Mixture-of-Experts Models
PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling
May 19, 2026Ying-Jia Lin, Tzu-Chin Lo, Ping-Chien Li +3Radiology Report Generation Multi-Label Classification
$M^3 QuestionIng$ : Multi-modal Multi-span Medical Question Answering
May 19, 2026Anisha Saha, Vaibhav Rathore, Abhisek Tiwari +3Medical Visual Question Answering Multimodal Query
CLIC: Contextual Language-Informed Cardiac Pathology Classification
May 18, 2026Giovani D. Lucafo, Rafael da Costa Silva, João Lucas Luz Lima Sarcinelli +2Electrocardiogram Classification Multimodal Clinical Data
Rad-VLSM: A Cross-Modal Framework with Semantics-Assisted Prompting for Medical Segmentation and Diagnosis
May 18, 2026Fengyi Zhang, Xujie Zeng, Mohan Liu +2Lesion Medical Image Segmentation
Bridging the Version Gap: Multi-version Training Improves ICD Code Prediction, Especially for Rare Codes
May 18, 2026Jinghui Liu, Anthony NguyenInternational Classification Of Disease Codes Multimodal Clinical Data
MedMIX: Modality-Internal Expert Fusion for Multimodal Medical Diagnosis
May 15, 2026Seungik Cho, Anqi Li, Wei QiuMultimodal Clinical Data Missing Modalities
BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation
May 15, 2026Huanyang Tong, Kai Liu, Fangjun Kuang +1Vision-Language Model Adaptation Multimodal Clinical Data
DermAgent: A Self-Reflective Agentic System for Dermatological Image Analysis with Multi-Tool Reasoning and Traceable Decision-Making
May 14, 2026Yize Liu, Siyuan Yan, Ming Hu +5Skin Lesion Classification Multimodal Clinical Data
ProtoMedAgent: Multimodal Clinical Interpretability via Privacy-Aware Agentic Workflows
May 13, 2026Alvaro Lopez Pellicer, Plamen Angelov, Marwan Bukhari +3Multimodal Clinical Data Mediation
MILM: Large Language Models for Multimodal Irregular Time Series with Informative Sampling
May 13, 2026Hsing-Huan Chung, Shijun Li, Yoav Wald +3Electronic Health Records Time-Series Classification
BrainAnytime: Anatomy-Aware Cross-Modal Pretraining for Brain Image Analysis with Arbitrary Modality Availability
May 13, 2026Guangqian Yang, Tong Ding, Wenlong Hou +4Neuroimaging Models Multimodal Pretraining
Overview of the MedHopQA track at BioCreative IX: track description, participation and evaluation of systems for multi-hop medical question answering
May 12, 2026Rezarta Islamaj, Joey Chan, Robert Leaman +13Multi-Hop Reasoning Multimodal Query

Jun 16, 2026 · cs.CVJ/K move · Enter open · S save

A Quantitative Analysis of Multimodal Biomarkers in Alzheimer's Disease

Antonio Scardace, Daniele Ravì

Despite increasing adoption of multimodal approaches in Alzheimer's Disease (AD) research -- aimed at integrating molecular, structural, clinical, and genetic biomarkers to enhance disease characterization -- the relationships among these modalities remain poorly understood. A systematic analysis of their dynamic interaction is essential for improving disease modeling, identifying redundant assessments, and reducing patient burden and acquisition costs. In this paper, we present a quantitative analysis of multimodal AD biomarkers by integrating tau-PET, structural MRI, cognitive scores (MMSE and CDR), and APOE4 data from 789 subjects drawn from the ADNI dataset. In our analyses, we (A) quantify cross-modal mutual information and explained variance to assess redundancy and predictive dependencies; (B) examine associations between tau topologies and structural atrophy across brain regions to select informative ROIs; (C) perform a statistical decomposition of the tau-cognition association into atrophy-related and atrophy-independent components; (D) and identify a dominant neurodegenerative trajectory that aligns with cognitive decline. This study provides a systematic characterization of cross-modal relationships, improving the interpretability and selection of biomarkers in AD. Code is publicly available at: https://github.com/antonioscardace/Multimodal-AD.

Alzheimer Biomarker Multimodal Clinical Data Quantifying Cognitive Science

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