Towards Explainable Graph Representations in Digital Pathology

Towards Explainable Graph Representations in Digital Pathology

1 July 2020

Guillaume Jaume

A. Foncubierta-Rodríguez

Florinda Feroce

G. Scognamiglio

Jean-Philippe Thiran

Papers citing "Towards Explainable Graph Representations in Digital Pathology"

16 / 16 papers shown

Title
HACT-Net: A Hierarchical Cell-to-Tissue Graph Neural Network for Histopathological Image Classification Pushpak Pati Guillaume Jaume Lauren Alisha Fernandes A. Foncubierta Florinda Feroce ... G. Botti O. Goksel Jean-Philippe Thiran Maria Frucci M. Gabrani 50 69 0 01 Jul 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 181 42,038 0 03 Dec 2019
Weakly Supervised Prostate TMA Classification via Graph Convolutional Networks Jingwen Wang Richard J. Chen Ming Y. Lu Alexander S. Baras Faisal Mahmood MedIm 75 57 0 29 Oct 2019
CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images Yanning Zhou S. Graham Navid Alemi Koohbanani Muhammad Shaban Pheng-Ann Heng Nasir M. Rajpoot MedIm 55 173 0 03 Sep 2019
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods Miriam Hagele P. Seegerer Sebastian Lapuschkin M. Bockmayr Wojciech Samek Frederick Klauschen K. Müller Alexander Binder 69 161 0 15 Aug 2019
Histographs: Graphs in Histopathology Shrey Gadiya Deepak Anand A. Sethi GNN 27 70 0 14 Aug 2019
Regression Concept Vectors for Bidirectional Explanations in Histopathology Mara Graziani Vincent Andrearczyk Henning Muller 56 80 0 09 Apr 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 109 1,300 0 10 Mar 2019
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images S. Graham Q. Vu S. Raza A. Azam Yee Wah Tsang J. T. Kwak Nasir M. Rajpoot 53 1,011 0 16 Dec 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 134 7,554 0 01 Oct 2018
Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology Andreas Holzinger Bernd Malle Peter Kieseberg P. Roth Heimo Muller Robert Reihs K. Zatloukal 28 91 0 18 Dec 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 292 19,902 0 30 Oct 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 252 7,388 0 04 Apr 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 414 28,795 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 235 7,622 0 30 Jun 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 175 19,448 0 09 Mar 2015