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MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning

MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning

29 March 2025
M. R. Verdelho
Alexandre Bernardino
Catarina Barata
ArXivPDFHTML

Papers citing "MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning"

8 / 8 papers shown
Title
The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers
The Role of Graph-based MIL and Interventional Training in the Generalization of WSI Classifiers
Rita Pereira
M. R. Verdelho
Catarina Barata
Carlos Santiago
56
1
0
31 Jan 2025
Gigapixel Whole-Slide Images Classification using Locally Supervised
  Learning
Gigapixel Whole-Slide Images Classification using Locally Supervised Learning
Jingwei Zhang
Xin Zhang
Ke Ma
Rajarsi R. Gupta
Joel H. Saltz
Maria Vakalopoulou
Dimitris Samaras
65
24
0
17 Jul 2022
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels
  using Tissue Graphs
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs
Valentin Anklin
Pushpak Pati
Guillaume Jaume
Behzad Bozorgtabar
Antonio Foncubierta-Rodríguez
Jean-Philippe Thiran
M. Sibony
M. Gabrani
O. Goksel
88
38
0
04 Mar 2021
Dual-stream Multiple Instance Learning Network for Whole Slide Image
  Classification with Self-supervised Contrastive Learning
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning
Bin Li
Yin Li
K. Eliceiri
70
615
0
17 Nov 2020
CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal
  Cancer Histology Images
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
71
173
0
03 Sep 2019
Graph Attention Networks
Graph Attention Networks
Petar Velickovic
Guillem Cucurull
Arantxa Casanova
Adriana Romero
Pietro Lio
Yoshua Bengio
GNN
426
20,089
0
30 Oct 2017
Inductive Representation Learning on Large Graphs
Inductive Representation Learning on Large Graphs
William L. Hamilton
Z. Ying
J. Leskovec
452
15,179
0
07 Jun 2017
Semi-Supervised Classification with Graph Convolutional Networks
Semi-Supervised Classification with Graph Convolutional Networks
Thomas Kipf
Max Welling
GNN
SSL
577
28,999
0
09 Sep 2016
1