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Maria Vakalopoulou

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

Dec 22, 2023
Saarthak Kapse, Pushpak Pati, Srijan Das, Jingwei Zhang, Chao Chen, Maria Vakalopoulou, Joel Saltz, Dimitris Samaras, Rajarsi R. Gupta, Prateek Prasanna

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Data-Centric Machine Learning for Geospatial Remote Sensing Data

Dec 08, 2023
Ribana Roscher, Marc Rußwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia

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Certification of Deep Learning Models for Medical Image Segmentation

Oct 05, 2023
Othmane Laousy, Alexandre Araujo, Guillaume Chassagnon, Nikos Paragios, Marie-Pierre Revel, Maria Vakalopoulou

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

Sep 11, 2023
Loïc Le Bescond, Maria Vakalopoulou, Stergios Christodoulidis, Fabrice André, Hugues Talbot

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Spatio-Temporal Analysis of Patient-Derived Organoid Videos Using Deep Learning for the Prediction of Drug Efficacy

Aug 28, 2023
Leo Fillioux, Emilie Gontran, Jérôme Cartry, Jacques RR Mathieu, Sabrina Bedja, Alice Boilève, Paul-Henry Cournède, Fanny Jaulin, Stergios Christodoulidis, Maria Vakalopoulou

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

Jul 12, 2023
Jingwei Zhang, Ke Ma, Saarthak Kapse, Joel Saltz, Maria Vakalopoulou, Prateek Prasanna, Dimitris Samaras

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Structured State Space Models for Multiple Instance Learning in Digital Pathology

Jun 27, 2023
Leo Fillioux, Joseph Boyd, Maria Vakalopoulou, Paul-Henry Cournède, Stergios Christodoulidis

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Towards Better Certified Segmentation via Diffusion Models

Jun 16, 2023
Othmane Laousy, Alexandre Araujo, Guillaume Chassagnon, Marie-Pierre Revel, Siddharth Garg, Farshad Khorrami, Maria Vakalopoulou

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MEDIMP: Medical Images and Prompts for renal transplant representation learning

Mar 22, 2023
Leo Milecki, Vicky Kalogeiton, Sylvain Bodard, Dany Anglicheau, Jean-Michel Correas, Marc-Olivier Timsit, Maria Vakalopoulou

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Prompt-MIL: Boosting Multi-Instance Learning Schemes via Task-specific Prompt Tuning

Mar 21, 2023
Jingwei Zhang, Saarthak Kapse, Ke Ma, Prateek Prasanna, Joel Saltz, Maria Vakalopoulou, Dimitris Samaras

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