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Picture for Guillaume Jaume

Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images


Apr 30, 2022
Kevin Thandiackal, Boqi Chen, Pushpak Pati, Guillaume Jaume, Drew F. K. Williamson, Maria Gabrani, Orcun Goksel

* Typos corrected 

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BRACS: A Dataset for BReAst Carcinoma Subtyping in H&E Histology Images


Nov 08, 2021
Nadia Brancati, Anna Maria Anniciello, Pushpak Pati, Daniel Riccio, Giosuè Scognamiglio, Guillaume Jaume, Giuseppe De Pietro, Maurizio Di Bonito, Antonio Foncubierta, Gerardo Botti, Maria Gabrani, Florinda Feroce, Maria Frucci

* 10 pages, 3 figures, 8 tables, 30 references 

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HistoCartography: A Toolkit for Graph Analytics in Digital Pathology


Jul 21, 2021
Guillaume Jaume, Pushpak Pati, Valentin Anklin, Antonio Foncubierta, Maria Gabrani


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Hierarchical Graph Representations in Digital Pathology


Mar 17, 2021
Pushpak Pati, Guillaume Jaume, Antonio Foncubierta, Florinda Feroce, Anna Maria Anniciello, Giosuè Scognamiglio, Nadia Brancati, Maryse Fiche, Estelle Dubruc, Daniel Riccio, Maurizio Di Bonito, Giuseppe De Pietro, Gerardo Botti, Jean-Philippe Thiran, Maria Frucci, Orcun Goksel, Maria Gabrani


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Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs


Mar 04, 2021
Valentin Anklin, Pushpak Pati, Guillaume Jaume, Behzad Bozorgtabar, Antonio Foncubierta-RodrĂ­guez, Jean-Philippe Thiran, Mathilde Sibony, Maria Gabrani, Orcun Goksel

* 10 pages, 5 figures 

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Hierarchical Cell-to-Tissue Graph Representations for Breast Cancer Subtyping in Digital Pathology


Feb 22, 2021
Pushpak Pati, Guillaume Jaume, Antonio Foncubierta, Florinda Feroce, Anna Maria Anniciello, Giosuè Scognamiglio, Nadia Brancati, Maryse Fiche, Estelle Dubruc, Daniel Riccio, Maurizio Di Bonito, Giuseppe De Pietro, Gerardo Botti, Jean-Philippe Thiran, Maria Frucci, Orcun Goksel, Maria Gabrani


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Quantifying Explainers of Graph Neural Networks in Computational Pathology


Nov 25, 2020
Guillaume Jaume, Pushpak Pati, Behzad Bozorgtabar, Antonio Foncubierta-RodrĂ­guez, Florinda Feroce, Anna Maria Anniciello, Tilman Rau, Jean-Philippe Thiran, Maria Gabrani, Orcun Goksel


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HACT-Net: A Hierarchical Cell-to-Tissue Graph Neural Network for Histopathological Image Classification


Jul 01, 2020
Pushpak Pati, Guillaume Jaume, Lauren Alisha Fernandes, Antonio Foncubierta, Florinda Feroce, Anna Maria Anniciello, Giosue Scognamiglio, Nadia Brancati, Daniel Riccio, Maurizio Do Bonito, Giuseppe De Pietro, Gerardo Botti, Orcun Goksel, Jean-Philippe Thiran, Maria Frucci, Maria Gabrani


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Towards Explainable Graph Representations in Digital Pathology


Jul 01, 2020
Guillaume Jaume, Pushpak Pati, Antonio Foncubierta-Rodriguez, Florinda Feroce, Giosue Scognamiglio, Anna Maria Anniciello, Jean-Philippe Thiran, Orcun Goksel, Maria Gabrani

* ICML'20 workshop on Computational Biology 

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FUNSD: A Dataset for Form Understanding in Noisy Scanned Documents


May 27, 2019
Guillaume Jaume, Hazim Kemal Ekenel, Jean-Philippe Thiran

* Submitted to ICDAR-OST 

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edGNN: a Simple and Powerful GNN for Directed Labeled Graphs


Apr 18, 2019
Guillaume Jaume, An-phi Nguyen, MarĂ­a RodrĂ­guez MartĂ­nez, Jean-Philippe Thiran, Maria Gabrani

* Representation Learning on Graphs and Manifolds @ ICLR19 

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Image-Level Attentional Context Modeling Using Nested-Graph Neural Networks


Nov 12, 2018
Guillaume Jaume, Behzad Bozorgtabar, Hazim Kemal Ekenel, Jean-Philippe Thiran, Maria Gabrani

* NIPS 2018, Relational Representation Learning Workshop 

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