Program

Program

📍 Location: Curie B

08:00–08:05

Opening welcome

08:05–08:40

Keynote: Limited Resources, Unlimited Impact: Multimodal AI for Healthcare Keynote

Chen (Cherise) Chen, University of Sheffield

Oral Presentations — 5 min mini-talk, 3 min questions

08:40–10:00

1. Physiology-Aware Graph Attention for Early Ventricular Reentry Prediction
2. Physics-Informed Implicit Neural Representations for Improved Myocardial Perfusion MRI Quantification
3. Same Branches, Different Trees: A Bifurcation Connectedness Metric for Coronary Artery Segmentation and FFR-CT Decision Agreement
4. Continuous Volumetric Cardiac Motion Modelling for Analytical Derivatives from Cine MRI
5. Automated Detection and Shape Analysis of Mitral Valve Prolapse and Annular Disjunction in the UK Biobank
6. Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation
7. MoE-based Feature Adapter for Prompt-free Binary Coronary Artery Segmentation in X-ray Angiography Videos
8. Conditional 3D Shape Synthesis of the Left Atrial Appendage via Discrete Latent Diffusion
9. Multi-Stage Vascular Deformation Mapping in Extracranial Carotid Aneurysms
10. GRC-ProbNet: Uncertainty-aware feature extraction for cardiovascular disease classification
11. A Neural Implicit Cardiac Atlas with Clinically Readable Subject Embeddings
12. Bi-PT: Bidirectional Cross-Attention Point Transformers for Four-Chamber Heart Reconstruction from Sparse Cardiac MRI Data

10:00–10:30

Coffee break

10:30–10:40

Sponsorship presentation: HeartFlow Sponsor

Esther Puyol-Antón

10:40–11:15

Poster teasers

1 min each, 28 speakers

11:15–12:15

Poster session

See full list of accepted papers below

12:15–12:30

Closing remarks and Prizes

Poster session — full list of accepted papers

Your printed poster must be in PORTRAIT format and not exceed A0 size

1FDW-Net: Frequency-Decoupled Wavelet Network for Atrial Segmentation in Cardiac MRI

2MR-JEPA: A General Purpose Video Foundation Model for Cardiac MRI

3Generative Brownian Bridge Diffusion In Motion Space For Enhanced Myocardial Strain Analysis

4No Image, No Problem: End-to-End Multi-Task Cardiac Analysis from Undersampled k-Space

5MoE-based Feature Adapter for Prompt-free Binary Coronary Artery Segmentation in X-ray Angiography Videos

6Conditional 3D Shape Synthesis of the Left Atrial Appendage via Discrete Latent Diffusion

7Learning from Acquisition: Metadata-driven Multimodal Pre-training for Cardiac MRI

8Cardiac MRI Through-Plane Super-Resolution Guided by Reference and Memory

9IVUS Plaque Characterization Descriptors Carry FFR Information Beyond Morphology in Borderline Lesions

10Silent Failures of Right-Ventricular Ejection Fraction at High Segmentation Overlap: Evidence from Multi-Vendor Cardiac MRI

11TSPFN: A Temporal Tabular Foundation Model for Physiological Time Series Classification

12Automated Reconstruction of Patient-Specific 3D Bi-Atrial Meshes from Sparse 2D Cine CMR

13Beyond Volume Overlap: Surface Matching for Topology-Aware Coronary Artery Segmentation

14TT3D: Triangular Transport for 3D Left Ventricle Reconstruction.

15Same Branches, Different Trees: A Bifurcation Connectedness Metric for Coronary Artery Segmentation and FFR-CT Decision Agreement

16Beyond the Left Atrium: Joint Generative Modeling of Bi-Atrial Anatomy

17Physics-Informed Implicit Neural Representations for Improved Myocardial Perfusion MRI Quantification

18ORION-CMR: On-scanner Reporting with Integrated Foundation Model for End-to-End Cardiac MRI Analysis and Interpretation

19Bi-PT: Bidirectional Cross-Attention Point Transformers for Four-Chamber Heart Reconstruction from Sparse Cardiac MRI Data

20ECG-Based Prediction of Patient-Specific Myocardial Conduction Velocity with Electroanatomical Mapping Supervision

21SynSeq: End-to-End SYNTAX Score Prediction from Coronary Angiography Videos

22GeodVessel: A Geodesic Cost-Map Framework for Refining Coronary Vessel Connectivity

23Physiology-Aware Graph Attention for Early Ventricular Reentry Prediction

243D Left Ventricular Modelling and Quantification from 2D Echocardiography Using Automated View Positioning

25Beyond MSE: Rician Likelihood Denoising for Self-Supervised Cardiac T2 and T1ρ MRI

26A Neural Implicit Cardiac Atlas with Clinically Readable Subject Embeddings

27GRC-ProbNet: Uncertainty-aware feature extraction for cardiovascular disease classification

28Integrated CT-derived left atrial digital twins reveal complementary thrombogenic and arrhythmogenic substrates in atrial fibrillation

29Multi-Stage Vascular Deformation Mapping in Extracranial Carotid Aneurysms

30Myocardial Strain Drift Correction in Deep Learning Based Ultrasound Tracking

31MyoUV: Learning Canonical UV Surface Fields for Sparse SAX Myocardial Reconstruction

32Uncertainty Quantification in Cardiac Model Personalisation from Ultrafast Ultrasound

33Cardiac Shape-Derived Endophenotypes and Covariant Correction using Statistical Motion Atlases

34ViPS-FSL: Virtual-Patient Densification via Latent Space Co-Translation for Robust Few-Shot Cardiac MRI Segmentation

35Beyond In-Distribution Metrics: A Systematic Out-of-Distribution Evaluation of Congenital Heart Disease Segmentation

36Spatiotemporal Distillation via Recurrent Bottlenecks for Aortic Tracking

37Automated Detection and Shape Analysis of Mitral Valve Prolapse and Annular Disjunction in the UK Biobank

38Characterising cardiac tissue properties with graph neural networks

39Deep Learning Helix Angle Estimation via Rule-based Pre-training and cDTI Fine-tuning

40Continuous Volumetric Cardiac Motion Modelling for Analytical Derivatives from Cine MRI

Questions? Contact us at stacom@inria.fr