GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI

13 May 2025

Papers citing "GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI"

15 / 15 papers shown

Title
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Wenhui Zhu Xiwen Chen Peijie Qiu Mohammad Farazi Aristeidis Sotiras Abolfazl Razi Yalin Wang SSeg SSL 64 11 0 21 Jun 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 81 145 0 13 Dec 2023
A Weakly Supervised Segmentation Network Embedding Cross-scale Attention Guidance and Noise-sensitive Constraint for Detecting Tertiary Lymphoid Structures of Pancreatic Tumors Bin Wang Liwen Zou Jun Chen Yingying Cao Z. Cai ... L. Mao Zhongqiu Wang Jingya Chen Luying Gui Xiaoping Yang 41 5 0 27 Jul 2023
SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer Wenqi Lu M. Toss E. Rakha Nasir M. Rajpoot F. Minhas 83 104 0 12 Oct 2021
Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks Richard J. Chen Ming Y. Lu Muhammad Shaban Chengkuan Chen Tiffany Y. Chen Drew F. K. Williamson Faisal Mahmood 3DPC MedIm 78 165 0 27 Jul 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 141 2,914 0 12 May 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,497 0 08 Feb 2021
HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images Mart van Rijthoven M. Balkenhol Karina Silina Jeroen van der Laak F. Ciompi SSeg 58 159 0 22 Jun 2020
Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images Ming Y. Lu Drew F. K. Williamson Tiffany Y. Chen Richard J. Chen Matteo Barbieri Faisal Mahmood 118 1,325 0 20 Apr 2020
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation D. J. Ho D. V. K. Yarlagadda Timothy D’alfonso M. Hanna Anne Grabenstetter Peter Ntiamoah E. Brogi L. Tan Thomas J. Fuchs 55 107 0 29 Oct 2019
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture Rüdiger Schmitz F. Madesta M. Nielsen Jenny Krause R. Werner T. Rösch MedIm AI4CE 53 86 0 24 Sep 2019
Multi-Resolution Networks for Semantic Segmentation in Whole Slide Images Feng Gu Nikolay Burlutskiy Mats Andersson Lena Kajland Wilén SSeg 53 37 0 25 Jul 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 161 5,063 0 11 Apr 2018
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015