Maria Vakalopoulou

Barbara Pistilli , Fernanda Mosele , Noemie Corcos , Livia Pierotti , Yoann Pradat , Magali Lacroix-Triki , Ghada Nachabeh , Alexia Alfaro , Cyril Catelain , Bastien Job , Fathia Mami-Chouaib , Severine Badel , Françoise Farace , Marianne Oulhen , Patricia Kannouche , Diep TN Tran , Nathalie Droin , Cecile Vicier , Jean Sebastien Frenel , Hugues Talbot , Maria Vakalopoulou , Stergios Christodoulidis

Article in a journal 17/06/2025

Multimodal CustOmics: A unified and interpretable multi-task deep learning framework for multimodal integrative data analysis in oncology

David Planchard , Julien Adam , Ken Olaussen , Stefan Michiels , Maria Vakalopoulou , Paul-Henry Cournede

Article in a journal 01/05/2025

Renal Transplant Survival Prediction From Unsupervised Deep Learning-Based Radiomics on Early Dynamic Contrast-Enhanced MRI

Sylvain Bodard , Vicky Kalogeiton , Florence Poinard , Anne-Marie Tissier , Idris Boudhabhay , Jean-Michel Correas , Dany Anglicheau , Marc-Olivier Timsit , Maria Vakalopoulou

Communication at a conference 10/12/2024

You Don't Need Domain-Specific Data Augmentations When Scaling Self-Supervised Learning

Théo Moutakanni , Maxime Oquab , Marc Szafraniec , Piotr Bojanowski , Maria Vakalopoulou

Communication at a conference 03/07/2024

ADAPT: Multimodal Learning for Detecting Physiological Changes under Missing Modalities

Julie Mordacq , Steve Oudot , Vicky Kalogeiton , Maria Vakalopoulou

Communication at a conference 02/07/2024

Counterfactual Analysis for Digital Histopathology Slides Using Human Interpretable Features

Stefan Michiels , William Lotter , Maria Vakalopoulou , Paul-Henry Cournede

Communication at a conference 17/06/2024

SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology

Saarthak Kapse , Pushpak Pati , Srijan Das , Jingwei Zhang , Chao Chen , Joel Saltz , Dimitris Samaras , Rajarsi R. Gupta , Prateek Prasanna , Maria Vakalopoulou

Communication at a conference 17/06/2024

Multimodal Learning for Detecting Stress under Missing Modalities

Julie Mordacq , Steve Oudot , Vicky Kalogeiton , Maria Vakalopoulou

27/02/2024

GHOST: Graph-based Higher-Order Similarity Transformation for Classification

Enzo Battistella , Nikos Paragios , Eric Deutsch , Maria Vakalopoulou

Article in a journal 01/01/2024

Prognostic value of automated assessment of interstitial lung disease on CT in systemic sclerosis

Aëlle Le Gall , Trieu-Nghi Hoang-Thi , Raphael Porcher , Bertrand Dunogué , Alice Berezné , Loic Guillevin , Veronique Le Guern , Pascal Cohen , Benjamin Chaigne , Jonathan London , Matthew Groh , Romain Paule , Guillaume Chassagnon , Anh-Tuan Dinh-Xuan , Marie Pierre Revel , Luc Mouthon , Alexis Regent , Maria Vakalopoulou

Communication at a conference 01/12/2023

SAM-Path: A Segment Anything Model for Semantic Segmentation in Digital Pathology

Jingwei Zhang , Ke Ma , Saarthak Kapse , Joel Saltz , Prateek Prasanna , Dimitris Samaras , Maria Vakalopoulou

Communication at a conference 08/10/2023

Structured State Space Models for Multiple Instance Learning in Digital Pathology

Joseph Boyd , Paul-Henry P.-H. Cournède , Maria Vakalopoulou , Paul-Henry Cournede , Stergios Christodoulidis

Communication at a conference 03/10/2023

On the detection of Out-Of-Distribution samples in Multiple Instance Learning

Fabrice André , Maria Vakalopoulou , Stergios Christodoulidis , Hugues Talbot

Communication at a conference 01/10/2023

Certification of Deep Learning Models for Medical Image Segmentation

Alexandre Araujo , Guillaume Chassagnon , Nikos Paragios , Marie Pierre Revel , Maria Vakalopoulou

Communication at a conference 01/10/2023

Prompt-MIL: Boosting Multi-instance Learning Schemes via Task-Specific Prompt Tuning

Jingwei Zhang , Saarthak Kapse , Ke Ma , Prateek Prasanna , Joel Saltz , Dimitris Samaras , Maria Vakalopoulou

Article in a journal 24/07/2023

Trastuzumab deruxtecan in metastatic breast cancer with variable HER2 expression: the phase 2 DAISY trial

Fernanda Mosele , Elise Deluche , Amelie Lusque , Thomas Filleron , Yoann Pradat , Agnes Ducoulombier , Barbara Pistilli , Thomas Bachelot , Frederic Viret , Christelle Levy , Nicolas Signolle , Alexia Alfaro , Diep TN Tran , Ingrid Judith Garberis , Nathalie Droin , Aurelie Stourm , Hugues Talbot , Stergios Christodoulidis , Maria Vakalopoulou

Chapter of the book 23/07/2023

Deep learning: basics and convolutional neural networks (CNN)

Ninon Burgos , Olivier Colliot , Vincent Lepetit , Maria Vakalopoulou , Stergios Christodoulidis

Communication at a conference 10/07/2023

MEDIMP: 3D Medical Images with clinical prompts from limited tabular data for renal transplantation

Vicky Kalogeiton , Sylvain Bodard , Dany Anglicheau , Jean-Michel Correas , Marc-Olivier Timsit , Maria Vakalopoulou

Communication at a conference 01/07/2023

Towards Better Certified Segmentation via Diffusion Models

Alexandre Araujo , Guillaume Chassagnon , Marie-Pierre Revel , Siddharth Garg , Farshad Khorrami , Maria Vakalopoulou

Communication at a conference 08/06/2023

Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation

Sonia Martinot , Nikos Komodakis , Norbert Bus , Charlotte Robert , Eric Deutsch , Nikos Paragios , Maria Vakalopoulou

Communication at a conference 31/05/2023

Have Foundational Models Seen Satellite Images?

Akash Panigrahi , Sagar Verma , Matthew Terris , Maria Vakalopoulou

Article in a journal 01/01/2023

Dosiomics-Based Prediction of Radiation-Induced Valvulopathy after Childhood Cancer

Stefania Chounta , Rodrigue S. Allodji , Mahmoud Bentriou , Duyen Thi Do , Florent De Vathaire , Ibrahima Sory Diallo , Brice C. Fresneau , Thibaud Charrier , Vincent Zossou , Veronique Letort The Knight , Maria Vakalopoulou , Stergios Christodoulidis , Sarah Lemler , Veronique Le Chevalier

Article in a journal 01/12/2022

Assessment of Functional and Nutritional Status and Skeletal Muscle Mass for the Prognosis of Critically Ill Solid Cancer Patients

Clara Vigneron , Guillaume Chassagnon , Julien Charpentier , Jerome Alexandre , Matthieu Jamme , Frédéric Pene , Maria Vakalopoulou

Communication at a conference 01/11/2022

Hyper-AdaC: Adaptive clustering-based hypergraph representation of whole slide images for survival analysis

Ingrid-Judith Garberis , Stefan Michiels , Maria Vakalopoulou , Stergios Christodoulidis , Paul-Henry Cournede

Article in a journal 09/10/2022

Artificial intelligence in lung cancer: current applications and perspectives

Guillaume Chassagnon , Constance de Margerie-Mellon , Rafael Marini , Trieu-Nghi Hoang-Thi , Marie-Pierre Revel , Philippe Soyer , Maria Vakalopoulou

Communication at a conference 17/09/2022

Contrastive Masked Transformers for Forecasting Renal Transplant Function

Vicky Kalogeiton , Sylvain Bodard , Dany Anglicheau , Jean-Michel Correas , Marc-Olivier Timsit , Maria Vakalopoulou