IEEE CBMS 2026: THE 39TH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS
SLIDES

Explainable Multimodal Deep Learning for Improved Diabetic Retinopathy Referral Decisions

Thiago Araújo, Arthur Da Silva, Cristiano Künas, Beatriz Schaan, Carla Freitas and Philippe Navaux

Multi-Scale Fractal Analysis and Bidirectional Temporal Graph Networks for Alzheimer’S and Frontotemporal Dementia Detection Using Electroencephalography

Suryansh Malhotra and Jyoti Yadav

Prompt-Based Adaptation of Vision Language Models for Clinical Pain Note Generation from Neonate Cry Sound

Anthony McCofie, Lawrence Hall, Yu Sun and Dmitry Goldgof

Vulnerability Audits for Connected Medical Devices

Diego Narciandi-Rodríguez, Jose Aveleira-Mata, Pablo de la Hera Martínez, Raúl González-Martínez, Miguel Martín-Redondo and Isaias Garcia-Rodríguez

Explainable Voxel-Level Spatio-Temporal Graph Learning for Resting-State fMRI-Based Diagnostic Classification in Parkinson’s Disease

Maitane Martinez-Eguiluz, Olatz Arbelaitz, Ibai Gurrutxaga, Javier Muguerza, Iñigo Gabilondo, Juan Carlos Gomez-Esteban, Elisenda Bueichekú and Jorge Sepulcre

SpineContextResUNet: a Computationally Efficient Residual UNet for Spine CT Segmentation

K S Nithurshen and Saurabh Shigwan

Real-World Validation of a Predictive Model for Length of Stay in Geriatric Settings

Chiara Dachena, Roberto Gatta, Carlotta Masciocchi, Stefania Orini, Stefano Patarnello, Nicola Acampora, Eleonora Meloni, Antonio Marchetti, Giovanni Arcuri, Francesco Landi, Graziano Onder and Christian Barillaro

An Energy-Efficient Wearable System for AF Detection: LLM-NAS Driven Lightweight Neural Network and Embedded Deployment

Mengyao Xu, Chengxin Guo and Hao Liu

Building eHealth Professional Profiles for Interoperable Digital Health Services in the EHDS Era: Evidence from Multi-Sector Interoperability Projects

Stergiani Spyrou, Vasiliki Mantiou and Panagiotis Bamidis

Active-CLIP: Zero-Shot Active Learning with Visual Pseudo-Label Propagation for Efficient Med-VQA

Willian Amorim, Gabriel Dias, Cid Santos and Priscila Saito

Segmentation-Driven Background Skin Extraction for Robust Skin Tone Estimation in Dermatological Images

Thiago Meneses Lopes, Gabriel Souto Ferrante, Gabriel Santos Martin Dias, Pedro Henrique Bugatti, Cid Santos and Priscila Tiemi Maeda Saito

From Concepts to Evidence: Literature-Grounded Skin Lesion Diagnosis with Vision–Language and Retrieval-Augmented Models

Martin Heckmann, Gabriel Santos Martins Dias, Willian Amorim, Pedro Henrique Bugatti, Cid Adinam Nogueira Santos and Priscila Tiemi Maeda Saito

In-Silico Validation of VesselVision: a Hybrid DL-Based Arterial Wall-Recognition from A-Mode Ultrasound Scans

Kasey Ann Britto, Amit K Gupta, Ajay C, Sujay Shanthakumar, Kiran V Raj and Jayaraj Joseph

Deep Learning–Based Hospital Admission Prediction from Spanish Psychiatric Electronic Health Records

Arturo Crespo-Álvaro, Sergio Rubio-Martín, María Teresa García-Ordás, Antonio Serrano-García, Clara Margarita Franch-Pato, Alicia Merayo-Corcoba and José Alberto Benítez-Andrades

Early Validation of a Force-Aware LfD Framework for Robotic Surgery

Juliana Manrique-Cordoba, Carlos Martorell-Llobregat, Marina Poveda-Perez, Sergio Lidon Calvo, Miguel Ángel de la Casa Lillo and Jose Maria Sabater-Navarro

Mixed Reality in Electronic Health Records: User Requirements and Evaluation

Silouanos Chaldoupis, Eirini Schizas and Andreas Aristidou

Brain3D: Brain Report Automation via Inflated Vision Transformers in 3D

Mariano Barone, Francesco Di Serio, Giuseppe Riccio, Antonio Romano, Marco Postiglione, Antonino Ferraro and Vincenzo Moscato

Evaluating a Multimodal Foundation Model for Glaucoma Classification from Fundus Images

Francesco Di Serio, Michela Gravina, Vincenzo Moscato, Carlo Sansone, Consuelo Gonzalo-Martin and Angel Garcia-Pedrero

Automated Ki-67 Proliferation Index Estimation for Deep Learning Applications in Histopathology

Martin Ján Kulich, Dominika Petríková and Ivan Cimrák

Automatic Detection of EEG Electrodes on T1-Weighted MR Images

Mathys Georgeais, Kieran Le Mouël, Pierre Maurel and Claire Cury

High Risk and Preventable Harm Groups Identified in Clustering of Older Patients on Features Associated with Adverse Drug Reactions

Volodymyr Chapman, Asra Aslam, Andrew Clegg, Mark Gabbay, Roy Ruddle, Maurice O'Connell, Matthew Sperrin, Eduard Shantsila, Tjeerd Van Staa, Frances Mair, Alan Woodall, Gary Leeming, Danushka Bollegala, Olusegun Popoola, Simon Maskell, Alan Griffiths, Iain Buchan, Lauren Walker and Samuel Relton

Multimodal Multitask Neural ODEs for Continuous-Time Alzheimer'S Disease Progression Forecasting

Akeem Temitope Otapo, Ghazaleh Khodabandelou, Zuheng Ming and Alice Othmani

Safety-Oriented Interpretable ECG Denoising with Regression Tsetlin Machines

Giulio Maselli, Roberto Puntorieri, Alessio Viticchié and Alessandro Aliberti

DataPrivScore: a Framework for Privacy Assessment in Healthcare Datasets

José Gameiro, José Luis Oliveira and João Almeida

Specializing Large Language Models for Hierarchy-Aware ICD-10 Mapping of Portuguese Cardiology Diagnoses

Gustavo Cruz, Yohan Gumiel, Carolina Montenegro, Carlo Bonasso Filho, Ramon Moreno, Marina Rebelo, José Krieger and Marco Gutierrez

Multi-Point Nonlinear Crosstalk Correction for Fluorescence Microscopy

Yongjian Yu and Jue Wang

AI-Assisted Secondary Use of Clinical Research Data: a Three-Dimensional Personalization Framework for Scientific Publication Drafting

Elisavet Persefoni Kanidou, Nikolaos Nikolaidis, Konstantina Tsimpita, Apostolos Ampatzoglou, Alexandros Chatzigeorgiou, Panagiotis Bamidis and Evdokimos Konstantinidis

Benchmarking Signal Reconstruction Pipelines Against Direct Visual Feature Extraction for Digitized ECGs

Jakub Antczak, Jakub Szafrański, Dzmitry Pihulski and Łukasz Jeleń

Characterization of a Computerized Method for Non-Invasive Measurement of Arterial Hyperelastic Properties: Potential for Decoding Vascular Ageing

Sharan Ram V S, Raj Kiran V, Nabeel P M, Mohanasankar Sivaprakasam and Jayaraj Joseph

Towards Mask-Free Multi-Threshold Segmentation of Liver Lesions in CT Images Using a Multi-Objective Evolutionary Approach

Luis Fernando Rosas-Ordaz, Saúl Zapotecas-Martínez, Leopoldo Altamirano-Robles, Raquel Díaz-Hernández and Diego Oliva

Trajectory-Based Anticipation of Hospital Crises via Decision-Oriented Neuro-Symbolic AI

Karine Al Khatib, Bilal Hussein, Patrice Caulier and Sondes Chaabane

Beyond Single-Beat Classification: Quantifying Arrhythmia in Long-Term ECG via Prevalence Estimation

José Gilberto Barbosa de Medeiros Júnior, Leonardo Rossi Luiz, Gabriele Souza Vilas Boas, Rafael da Costa Silva, Ricardo Marcondes Marcacini and Diego Furtado Silva

Explainable Machine Learning for Fall Risk and Post-Fall Mortality Prediction in Nursing Home Residents Using Autoencoder-Based Synthetic Data Augmentation

José Alberto Benítez-Andrades, Irene Aguado-Caballero, Arturo Crespo-Álvaro, Sergio Rubio-Martín, Alicia Merayo-Corcoba and María Teresa García-Ordás

Low-Effort and Error-Tolerant Eye-Gaze Communication Using Huffman and Max-Heap Encoding for ALS Patients

Alyssa Lee and Jungmin So

IndoClinNER: Overcoming Medical Prior Bias in Clinical de-Identification via Adversarial Surname Injection

Sayantan Mandal and Ashish Tiwari

Continuous Falls Prediction Among Care Home Residents

Niv Shifrin, Eldar Zosmanovich, Laurence Lovat and Robert Moskovitch

Deep Learning for Automated Quality Assessment of NK Cell Differentiation in iPSC Cultures

Kumari Akanksha, Yu-Fang Su, Hong-Wei Zhang, Yu-Tzu Liu, Lui Kirtan Deori Bharali, Chia Jui Yen and Ting-Yuan Tu

A Bi-Modal Knowledge Distillation Framework for Explainable Neonatal Jaundice Diagnosis

Fati Oiza Salami, Youssef Mourchid, Muhammad Muzammel, Abdulsalam Ibrahim Enesi, Suleiman Omeiza Hassan and Alice Othmani

From Heterogeneous Telemonitoring Streams to Weekly Care Decisions: a Phase-Aware Ensemble Framework for OSA

Yasaman Kakaei Siahkal, Nejib Moalla, Tao Wang, Olivier Grasset and Aicha Sekhari

Does Synthetic Image Generation Improve Explainability? a Concept-Based Case Study in Histopathology

Pedro A. Moreno-Sánchez, Itsaso Vitoria, Cristina López-Saratxaga, Leire Benito-Del-Valle and Adrian Galdran

Unified Vascular Score: a Data-Driven Framework for Personalized Cardiovascular Risk Stratification Using Arterial Stiffness

Mathew Cigi, Mohammed Raiyyan V, Amit K Gupta, P. M. Nabeel, Kiran V Raj and Jayaraj Joseph

Superpixel-Based Graph Representation for CESM Image Classification Using Graph Neural Networks

Federica Saldano, Chiara Zucco, Marianna Milano, Pietro Hiram Guzzi and Mario Cannataro

Attention U-Net with Algebraic Refinement for Sparse-View CT Reconstruction

Mónica Chillarón, Celia Tendero, Josep Arnal and Vicente Vidal

XAIqi and XAIci: Quantifying Explainability Quality and Task Complexity Across Predictive Models in Stroke Outcome Prediction

Luis Marte, Oier Segura, Judith Recober, Laura Rivera-Sanchez, Carlos A Molina and Carolina Migliorelli

Multimodal AI for Medical Image Classification: a Comprehensive Analysis of Image and Text Contributions

Semanto Mondal, Antonino Ferraro, Martina Iammarino, Fabiano Pecorelli and Giuseppe De Pietro

Temporal Latent Priors Improve Sequential Generative Modeling of Full-Length 12-Lead ECGs

Marko Miletic and Murat Sariyar

Comparative Evaluation of Deep Learning Architectures for Carotid Artery Segmentation in Cross-Sectional Ultrasound Images

Arash Saboori, Marko Nygård, Karolina Jonzén, Jakob Marklund, Göran Mannberg, Fredrik Öhberg, Nils Östlund and Christer Grönlund

A AI-Driven Document Builder for Standardized Clinical Studies

Alexandre Cotorobai, Raquel Paradinha, José Luis Oliveira and João Rafael Almeida

An MCP Server for OHDSI WebAPI Cohort Definition

Joaquim Rosa, Raquel Paradinha, João Rafael Almeida and José Luis Oliveira

Verbalized Uncertainty in Medical AI: Differential Diagnosis in Commercial LLMs

Yann Hombria Gawior, Steff Groefsema, Omer Tarik Ozyilmaz and Matias Valdenegro-Toro

Automatic Generation of Longitudinal Cardiology Timelines from Clinical Narratives Using LLM-Based Extraction and Interactive Visualization

Yohan Gumiel, Gustavo Cruz, Carolina Montenegro, Claudia Moro, Ramon Moreno, Marina Rebelo, José Krieger and Marco Gutierrez

A Simulated Federated Analysis of MS-Induced Brain Lesions

Evelyn Trautmann, Joël Federer-Gsponer, Markus C. Elze and José-Tomás Prieto

Hybrid Quantum Neural Network for Multivariate Clinical Time Series Forecasting

Irene Iele, Floriano Caprio, Paolo Soda and Matteo Tortora

Continuous Acute Kidney Injury Prediction in the Intensive Care Unit

Eldar Zosmanovich, Niv Shifrin, Yair Erell, Ami Mayo and Robert Moskovitch

Assessing Concept and Virtual Drift in a Deep Learning Model for Antibiotic Resistance Prediction

Laurent Vouriot, Stanislas Rebaudet, Feyrouz Sonia Sardi, Mélissa Lebsir, Jérémy Boussier, Laurence Armand-Lefevre, Jean Gaudart and Urena Raquel

Overcoming Small-Degree Cold-Start in Heterogeneous Biological Networks Through Latent Bridges

Ivana Milutinovic and Nemanja Milosevic

Understanding Chest X-Ray Vision Representations with DeViL

Isabel Rio-Torto, Bruno Coelho, Jaime Cardoso and Luís F. Teixeira

Your Health in Your Hand: Designing a Minimum Viable Product for Citizen Empowerment

Theodoros Solomou and Constantinos Pattichis

A Proof-of-Concept Framework for Structured Analysis of Multimodal Machine Learning Literature: a Case Study on Breast Cancer Literature Analysis

Valeria Popello, Maria Chiara Martinis, Ilaria Lazzaro, Chiara Zucco, Marianna Milano and Mario Cannataro

Asymmetric Cross-Cohort Generalization in Alzheimer’S Disease Classification: a Bidirectional External Validation Study

Elgun Hasanov, Ayman El Kadhi, Gulzar Safarli and Nahla El Kadhi

OHANA: Optimizing Heterogeneous Multi-Artifact Correction in Neuroimaging Analysis

Alícia Oliveira, Beatriz Cepa, António Sousa and Cláudia Brito

Evaluating Schema-Awareness in Transformer Models for Synthetic Electronic Health Records

Amanda Bertgren, Fredrik Öhberg, Paolo Soda, Ulf Näslund, Patrik Wennberg and Christer Grönlund

A Generative Pipeline for 3D Breast MRI: Diffusion Models Meet Super-Resolution GANs

Pedro Sousa, Tania Pereira, João Santinha and Hélder P. Oliveira

Exploratory GRU-Based Temporal Modeling of Longitudinal Multimodal Signals for Early Dropout in Psychotherapy

Samara Soares Leal, Stavros Ntalampiras, Antonio Trabacca, Marcella Bellani and Roberto Sassi

MicroClinic: an Ultra-Low-Parameter Neural Network for Medical Image Analysis

Felipe De Jesús Félix Arredondo, Javier De Golferichs García, Nezih Nieto Gutiérrez, Gustavo De Los Ríos Alatorre, Eduardo Enrique Gallareta Flores and Luis Alberto Muñoz Ubando

Multimodal Deep Learning for Tumor Site Classification: Integrating Histopathology and Gene Mutation Status

Andrea Espis, Ilaria Pace, Pietro Liò, Manuela Ferracin and Stefano Diciotti

Align-cDAE: Alzheimer’s Disease Progression Modeling with Attention-Aligned Conditional Diffusion Auto-Encoder

Ayantika Das, Varun Pandithurai, Keerthi Ram and Mohanasankar Sivaprakasam

A Modular, SOLID Based Hybrid Software Architecture for Medical Devices on Heterogeneous Edge Platforms

Varun Pandithurai, Preejith Sp and Mohanasankar Sivaprakasam

Size-Stratified Evaluation of Biomedical Language Models for ADE Sentence Classification in Regulated Pharmacovigilance Settings

Ryan Hara and Tomonari Masada

Between Aspiration and Reality – Datasets for Network Security in Healthcare

Jordi Doménech, Michael Pilgermann and Josep Pegueroles

Collaborative Intelligence in Mental Health: a Multi-Agent Framework for Personalized Treatment and Health Promotion Using next-Gen LLMs

Regina Silva, Luis Gomes, Carlos Sequeira and Goreti Marreiros

Deep Reinforcement Learning Training for Exoskeleton Exo-H3 Using ROS

Jorge Gomez Aguilar, Alvaro Gutierrez and Faraz Janan

Physics-Informed Neural Networks and Domain Decomposition for the Solution of Glioblastoma Invasion 2D Model

Edgar Martinez, Julio Cesar Perez and Gustavo Rodriguez

From Imbalanced Cohorts to Virtual Populations: Leakage-Aware Synthetic Data Augmentation for Heart Failure Diagnosis

Ioannis Kyprakis, Grigorios Kotoulas, Dimitris Manousos, Dimitrios Boucharas, Borut Flis, Matej Pičulin, Petar Vračar, Zoran Bosnić, Lazar Velicki, Anne Nelissen, Lars Maier, Iacopo Olivotto, Marta Jimenez-Blanco, Duncan Edwards, Sarah Charman, Djordje Jakovljevic, Nenad Filipovic, Dimitrios Fotiadis and Manolis Tsiknakis

AngleREG: Data-Free Angle-Aware Quantization for Efficient 3D Medical Image Registration

Stephen Bauer, Yunzheng Zhu, Luoting Zhuang, Ricky Savjani, Daniel Low, William Hsu and Sudhakar Pamarti

Temporal Drift in Action: Evaluating Strategies to Detect and Repair Drift Using Real-World Data on Stroke and Myocardial Infarctions

Zoe Hancox, Kate Best, Oliver Todd, Barbara Hartley, Ruth Evans and Samuel Relton

Automated Trachea Segmentation from CT Imaging Using AI Models

Evropi Toulkeridou, Elena Michaelides, Elmejrab Ziad, Panagiota Kosmidou and Andreas Panayides

Architecture of the New Domestic Ankle Brachial Index System Using Pulse Wave Velocity

Sergio Lidon Calvo, Juan David Romero Ante, Marta Nadal Herraiz, Esther Chicharro Luna, Alba Gracia Sanchez and Jose Maria Sabater-Navarro

Anatomy-Preserving Latent Diffusion for Generation of Brain Segmentation Masks with Ischemic Infarct

Lucia Borrego, Vajira Thambawita, Marco Ciuffreda, Inés del Val, Alejandro Dominguez and Josep Munuera

Network-Based Characterization of Synergistic Drug Combinations in Alzheimer’s Disease

Andrea Álvarez-Pérez, Lucía Prieto-Santamaría, Belén Ríos-Sánchez and Alejandro Rodriguez-González

Toward Auditable Neuro-Symbolic Reasoning in Pathology: SQL as an Explicit Trace of Evidence

Kewen Cao, Jianxu Chen, Yongbing Zhang, Ye Zhang and Hongxiao Wang
Total: 81 presentations.