CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images

3 September 2019

Yanning Zhou

S. Graham

Navid Alemi Koohbanani

Pheng-Ann Heng

Papers citing "CGC-Net: Cell Graph Convolutional Network for Grading of Colorectal Cancer Histology Images"

50 / 56 papers shown

Title
MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning M. R. Verdelho Alexandre Bernardino Catarina Barata 72 0 0 29 Mar 2025
Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image Fusion Daiki Nishiyama H. Miyoshi Noriaki Hashimoto K. Ohshima H. Hontani I. Takeuchi Jun Sakuma 70 0 0 02 Mar 2025
xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer Marvin Sextro Gabriel Dernbach Kai Standvoss S. Schallenberg Frederick Klauschen Klaus-Robert Müller Maximilian Alber Lukas Ruff 58 0 0 12 Nov 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 65 0 0 15 Oct 2024
HistoGym: A Reinforcement Learning Environment for Histopathological Image Analysis Zhi-Bo Liu Xiaobo Pang Jizhao Wang Shuai Liu Chen Li 91 1 0 16 Aug 2024
Focus on Focus: Focus-oriented Representation Learning and Multi-view Cross-modal Alignment for Glioma Grading Li Pan Yupei Zhang Qiushi Yang Tan Li Xiaohan Xing Maximus C. F. Yeung Zhen Chen 52 1 0 16 Aug 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 92 1 0 26 Jul 2024
DIOR-ViT: Differential Ordinal Learning Vision Transformer for Cancer Classification in Pathology Images Ju Cheon Lee Keunho Byeon Boram Song Kyungeun Kim Jin Tae Kwak MedIm 73 0 0 10 Jul 2024
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 153 11 0 18 Jun 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis Jiawen Li Yuxuan Chen Hongbo Chu Qiehe Sun Tian Guan Anjia Han Yonghong He 95 35 0 12 Mar 2024
Cross-domain and Cross-dimension Learning for Image-to-Graph Transformers Alexander H. Berger Laurin Lux Suprosanna Shit Ivan Ezhov Georgios Kaissis Martin J. Menten Daniel Rueckert Johannes C. Paetzold ViT 67 0 0 11 Mar 2024
C2P-GCN: Cell-to-Patch Graph Convolutional Network for Colorectal Cancer Grading Sudipta Paul Bulent Yener Amanda W. Lund GNN 41 0 0 08 Mar 2024
Graph Theory and GNNs to Unravel the Topographical Organization of Brain Lesions in Variants of Alzheimer's Disease Progression Gabriel Jimenez Leopold Hebert-Stevens Benoît Delatour L. Stimmer Daniel Racoceanu 31 0 0 01 Mar 2024
Cell Graph Transformer for Nuclei Classification Wei Lou Guanbin Li Xiang Wan Haofeng Li ViT MedIm 111 5 0 20 Feb 2024
HistoSegCap: Capsules for Weakly-Supervised Semantic Segmentation of Histological Tissue Type in Whole Slide Images Mobina Mansoori Sajjad Shahabodini J. Abouei Arash Mohammadi Konstantinos N. Plataniotis 45 0 0 16 Feb 2024
GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation Ali Khajegili Mirabadi Graham Archibald Amirali Darbandsari A. Contreras-Sanz Ramin Nakhli ... C. Gilks Peter C Black Gang Wang H. Farahani A. Bashashati 109 5 0 06 Feb 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 96 150 0 13 Dec 2023
Asymmetric Co-Training with Explainable Cell Graph Ensembling for Histopathological Image Classification Ziqi Yang Zhongyu Li Chen Liu Xiangde Luo Xingguang Wang Dou Xu Chao-Ting Li Xiaoying Qin Meng Yang Long Jin 74 1 0 24 Aug 2023
Heterogeneous graphs model spatial relationships between biological entities for breast cancer diagnosis K. AkhilaKrishna Ravish Gupta Nikhil Cherian Kurian Pranav Jeevan A. Sethi 26 2 0 16 Jul 2023
A Fully Automated and Explainable Algorithm for the Prediction of Malignant Transformation in Oral Epithelial Dysplasia A. Shephard R. M. S. Bashir H. Mahmood Mostafa Jahanifar F. Minhas ... Jill M Brooks P. Nankivell H. Mehanna S. Khurram Nasir M. Rajpoot 63 3 0 06 Jul 2023
Multi-scale Efficient Graph-Transformer for Whole Slide Image Classification Saisai Ding Juncheng Li Jun Wang Shihui Ying Jun Shi ViT MedIm 65 10 0 25 May 2023
OCELOT: Overlapped Cell on Tissue Dataset for Histopathology Jeongun Ryu Aaron Valero Puche Jaewoong Shin Seonwook Park Biagio Brattoli ... S. Cho K. Paeng C-Y. Ock D. Yoo Sérgio Pereira 99 25 0 23 Mar 2023
Multimodal Data Integration for Oncology in the Era of Deep Neural Networks: A Review Asim Waqas Aakash Tripathi Ravichandran Ramachandran Paul Stewart Ghulam Rasool AI4CE 118 37 0 11 Mar 2023
VOLTA: an Environment-Aware Contrastive Cell Representation Learning for Histopathology Ramin Nakhli Allen W. Zhang Katherine Rich Amirali Darbandsari Elahe Shenasa ... K. Milne J. McAlpine B. Nelson C. Gilks A. Bashashati 47 7 0 08 Mar 2023
Structure Embedded Nucleus Classification for Histopathology Images Wei Lou Xiang Wan Guanbin Li X. Lou Chenghang Li Feng Gao Haofeng Li 74 10 0 22 Feb 2023
Machine Learning Methods for Cancer Classification Using Gene Expression Data: A Review F. Alharbi Aleksandar Vakanski 57 109 0 28 Jan 2023
Graph Neural Networks in Computer Vision -- Architectures, Datasets and Common Approaches Maciej Krzywda S. Lukasik Amir H. Gandomi GNN 105 10 0 20 Dec 2022
A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs Claudia Vanea Jonathan Campbell Omri Dodi L. Salumäe K. Meir ... H. Hochner T. Laisk L. Ernst C. Lindgren C. Nellåker 52 3 0 11 Nov 2022
An Aggregation of Aggregation Methods in Computational Pathology M. Bilal R. Jewsbury Ruoyu Wang Hammam M. AlGhamdi Amina Asif Mark Eastwood Nasir M. Rajpoot 83 29 0 02 Nov 2022
A Survey of Trustworthy Graph Learning: Reliability, Explainability, and Privacy Protection Bingzhe Wu Jintang Li Junchi Yu Yatao Bian Hengtong Zhang ... Guangyu Sun Peng Cui Zibin Zheng Zhe Liu P. Zhao OOD 111 28 0 20 May 2022
A graph-transformer for whole slide image classification Yi Zheng R. Gindra Emily J. Green E. Burks Margrit Betke J. Beane V. Kolachalama MedIm 110 131 0 19 May 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 73 63 0 29 Mar 2022
GCNET: graph-based prediction of stock price movement using graph convolutional network Alireza Jafari Saman Haratizadeh GNN AIFin AI4TS 71 34 0 19 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 103 12 0 17 Feb 2022
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification Thomas Stegmüller Behzad Bozorgtabar A. Spahr Jean-Philippe Thiran ViT MedIm 99 43 0 15 Feb 2022
Towards the Explanation of Graph Neural Networks in Digital Pathology with Information Flows Junchi Yu Tingyang Xu Ran He 81 6 0 18 Dec 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 85 168 0 27 Jul 2021
HistoCartography: A Toolkit for Graph Analytics in Digital Pathology Guillaume Jaume Pushpak Pati Valentin Anklin A. Foncubierta M. Gabrani 95 46 0 21 Jul 2021
Hybrid Supervision Learning for Pathology Whole Slide Image Classification Jiahui Li Wen Chen Xiaodi Huang Zhiqiang Hu Qi Duan Hongsheng Li Dimitris N. Metaxas Shaoting Zhang 107 20 0 02 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 85 112 0 01 Jul 2021
Hierarchical Phenotyping and Graph Modeling of Spatial Architecture in Lymphoid Neoplasms Pingjun Chen M. Aminu Siba El Hussein J. Khoury Jia Wu 53 4 0 30 Jun 2021
Cells are Actors: Social Network Analysis with Classical ML for SOTA Histology Image Classification Neda Zamanitajeddin Mostafa Jahanifar Nasir M. Rajpoot MedIm 56 9 0 29 Jun 2021
Deep Multi-Resolution Dictionary Learning for Histopathology Image Analysis Nima Hatami M. Bilal Nasir M. Rajpoot 69 9 0 01 Apr 2021
KANDINSKYPatterns -- An experimental exploration environment for Pattern Analysis and Machine Intelligence Andreas Holzinger Anna Saranti Heimo Mueller 114 10 0 28 Feb 2021
Hierarchical Graph Representations in Digital Pathology Pushpak Pati Guillaume Jaume A. Foncubierta Florinda Feroce A. Anniciello ... G. Botti Jean-Philippe Thiran Maria Frucci O. Goksel M. Gabrani 70 124 0 22 Feb 2021
MS-GWNN:multi-scale graph wavelet neural network for breast cancer diagnosis Mo Zhang Quanzheng Li 74 15 0 29 Dec 2020
Quantifying Explainers of Graph Neural Networks in Computational Pathology Guillaume Jaume Pushpak Pati Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Florinda Feroce A. Anniciello T. Rau Jean-Philippe Thiran M. Gabrani O. Goksel FAtt 102 78 0 25 Nov 2020
Efficient Colon Cancer Grading with Graph Neural Networks Franziska Lippoldt GNN MedIm 28 2 0 02 Oct 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 118 177 0 21 Sep 2020
SAFRON: Stitching Across the Frontier for Generating Colorectal Cancer Histology Images Srijay Deshpande F. Minhas S. Graham Nasir M. Rajpoot MedIm 46 8 0 11 Aug 2020