Deep neural network models for computational histopathology: A survey

28 December 2019

Papers citing "Deep neural network models for computational histopathology: A survey"

40 / 40 papers shown

Title
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 40 0 0 02 May 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation Shahad Albastaki Anabia Sohail I. I. Ganapathi B. Alawode Asim Khan Sajid Javed N. Werghi Mohammed Bennamoun Arif Mahmood 66 0 0 26 Apr 2025
Identifying regions of interest in whole slide images of renal cell carcinoma Mohammed Lamine Benomar Nesma Settouti Eric Debreuve Xavier Descombes Damien Ambrosetti 33 0 0 09 Apr 2025
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis Alexander Weers Alexander H. Berger Laurin Lux Peter Schüffler Daniel Rueckert Johannes C. Paetzold 42 0 0 14 Mar 2025
Long-tailed Medical Diagnosis with Relation-aware Representation Learning and Iterative Classifier Calibration Li Pan Yupei Zhang Qiushi Yang Tan Li Zhen Chen 49 0 0 05 Feb 2025
Domain and Content Adaptive Convolutions for Cross-Domain Adenocarcinoma Segmentation Frauke Wilm Mathias Öttl Marc Aubreville Katharina Breininger OOD MedIm 27 0 0 15 Sep 2024
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 26 17 0 30 Oct 2023
EndoNet: model for automatic calculation of H-score on histological slides E. Ushakov A. Naumov Vladislav Fomberg P. Vishnyakova A. Asaturova A. Badlaeva A. Tregubova E. Karpulevich G. Sukhikh T. Fatkhudinov 11 1 0 22 Aug 2023
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models Bilel Guetarni Féryal Windal H. Benhabiles Marianne Petit Romain Dubois Emmanuelle Leteurtre Dominique Collard DiffM 15 2 0 02 Aug 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 26 39 0 28 Jul 2023
OpenAL: An Efficient Deep Active Learning Framework for Open-Set Pathology Image Classification Linhao Qu Yingfan Ma Zhiwei Yang Manning Wang Zhijian Song VLM LM&MA 33 8 0 11 Jul 2023
Multi-Scale Prototypical Transformer for Whole Slide Image Classification Saisai Ding Jun Wang Juncheng Li Jun Shi MedIm 16 17 0 05 Jul 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need Linhao Qu Yingfan Ma Xiao-Zhuo Luo Manning Wang Zhijian Song VLM 19 18 0 05 Jul 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning Yi-Mou Lin Zhongchen Zhao Zhengjie Zhu Lisheng Wang Kwang-Ting Cheng Hao Chen VLM 10 1 0 23 Mar 2023
NeuroExplainer: Fine-Grained Attention Decoding to Uncover Cortical Development Patterns of Preterm Infants Chen Xue Fan Wang Yuanzhuo Zhu Hui Li Deyu Meng Dinggang Shen C. Lian 42 2 0 01 Jan 2023
HistoStarGAN: A Unified Approach to Stain Normalisation, Stain Transfer and Stain Invariant Segmentation in Renal Histopathology Jelica Vasiljević Friedrich Feuerhake Cédric Wemmert T. Lampert MedIm 35 3 0 18 Oct 2022
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 19 11 0 14 Oct 2022
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 26 57 0 07 Oct 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 15 56 0 18 Aug 2022
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 30 18 0 14 Jul 2022
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Shaolei Liu Manning Wang Zhijian Song VLM 25 53 0 17 Jun 2022
Towards Measuring Domain Shift in Histopathological Stain Translation in an Unsupervised Manner Zeeshan Nisar Jelica Vasiljević P. Gançarski T. Lampert MedIm 11 5 0 09 May 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 19 42 0 15 Feb 2022
REET: Robustness Evaluation and Enhancement Toolbox for Computational Pathology Alex Foote Amina Asif Nasir M. Rajpoot F. Minhas 11 7 0 28 Jan 2022
A Multi-modal Fusion Framework Based on Multi-task Correlation Learning for Cancer Prognosis Prediction Kaiwen Tan Weixian Huang Xiaofeng Liu Jinlong Hu Shoubin Dong 19 42 0 22 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in histopathology images Yoav Alon Huiyu Zhou GNN 22 3 0 10 Jan 2022
BRACS: A Dataset for BReAst Carcinoma Subtyping in H&E Histology Images N. Brancati A. Anniciello Pushpak Pati D. Riccio G. Scognamiglio ... A. Foncubierta G. Botti M. Gabrani Florinda Feroce Maria Frucci 41 121 0 08 Nov 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 24 88 0 14 Oct 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 13 105 0 01 Jul 2021
HistoTransfer: Understanding Transfer Learning for Histopathology Yash Sharma L. Ehsan Sana Syed Donald E. Brown MedIm 8 21 0 13 Jun 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 11 109 0 07 Feb 2021
Overcoming the limitations of patch-based learning to detect cancer in whole slide images Ozan Ciga Tony Xu S. Nofech-Mozes S. Noy F. Lu Anne L. Martel 11 37 0 01 Dec 2020
Objective Diagnosis for Histopathological Images Based on Machine Learning Techniques: Classical Approaches and New Trends Naira Elazab Hassan H. Soliman Shaker El-Sappagh S. Islam Mohammed M Elmogy 12 20 0 10 Nov 2020
Deep Learning Methods for Lung Cancer Segmentation in Whole-slide Histopathology Images -- the ACDC@LungHP Challenge 2019 Zhang Li Jiehua Zhang T. Tan Xichao Teng Xiaoliang Sun ... P. Schüffler Qifeng Yu Hui Chen Yuling Tang G. Litjens 30 86 0 21 Aug 2020
Gastric histopathology image segmentation using a hierarchical conditional random field Changhao Sun Chen Li Jinghua Zhang Muhammad Rahaman Shiliang Ai Hao Chen Frank Kulwa Yixin Li Xiaoyan Li Tao Jiang 29 46 0 03 Mar 2020
Learning to segment images with classification labels Ozan Ciga Anne L. Martel VLM 19 25 0 28 Dec 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 23 70 0 08 Sep 2019
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,608 0 19 Feb 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,189 0 30 Oct 2016
DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network Jared Katzman Uri Shaham Jonathan Bates A. Cloninger Tingting Jiang Y. Kluger BDL CML OOD 102 1,231 0 02 Jun 2016