Objective Diagnosis for Histopathological Images Based on Machine Learning Techniques: Classical Approaches and New Trends

10 November 2020

Papers citing "Objective Diagnosis for Histopathological Images Based on Machine Learning Techniques: Classical Approaches and New Trends"

27 / 27 papers shown

Title
Generative Adversarial Networks in Digital Pathology: A Survey on Trends and Future Potential M. Tschuchnig G. Oostingh M. Gadermayr MedIm AI4CE GAN 69 90 0 30 Apr 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 97 577 0 28 Dec 2019
An attention-based multi-resolution model for prostate whole slide imageclassification and localization Jiayun Li Wenyuan Li Arkadiusz Gertych Beatrice Knudsen W. Speier C. Arnold 106 36 0 30 May 2019
PFA-ScanNet: Pyramidal Feature Aggregation with Synergistic Learning for Breast Cancer Metastasis Analysis Zixu Zhao Huangjing Lin Hao Chen Pheng-Ann Heng 46 27 0 03 May 2019
Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology David Tellez G. Litjens Péter Bándi W. Bulten J. Bokhorst F. Ciompi Jeroen van der Laak MedIm OOD 50 484 0 18 Feb 2019
Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks Jason W. Wei L. Tafe Yevgeniy A. Linnik L. Vaickus Naofumi Tomita Saeed Hassanpour MedIm 57 259 0 31 Jan 2019
Development and Validation of a Deep Learning Algorithm for Improving Gleason Scoring of Prostate Cancer K. Nagpal Davis Foote Yun-Hui Liu Po-Hsuan Cameron Chen Chen ... A. Evans A. Sangoi C. Mermel J. Hipp Martin C. Stumpe 44 410 0 15 Nov 2018
Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks David Tellez M. Balkenhol I. Otte-Höller Rob van de Loo R. Vogels ... S. Mol N. Karssemeijer G. Litjens J. A. van der Laak F. Ciompi 53 244 0 17 Aug 2018
Multi-Resolution Networks for Semantic Segmentation in Whole Slide Images Feng Gu Nikolay Burlutskiy Mats Andersson Lena Kajland Wilén SSeg 45 37 0 25 Jul 2018
Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations M. Gadermayr Laxmi Gupta B. Klinkhammer P. Boor Dorit Merhof GAN MedIm 50 21 0 25 May 2018
Unsupervised Prostate Cancer Detection on H&E using Convolutional Adversarial Autoencoders W. Bulten G. Litjens 44 25 0 19 Apr 2018
Replication study: Development and validation of deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs M. Voets Kajsa Møllersen L. A. Bongo 41 177 0 12 Mar 2018
Convolutional Neural Networks for Histopathology Image Classification: Training vs. Using Pre-Trained Networks Brady Kieffer Morteza Babaie Shivam Kalra H. R. Tizhoosh 38 124 0 11 Oct 2017
Machine learning methods for histopathological image analysis D. Komura S. Ishikawa 48 696 0 04 Sep 2017
Representation-Aggregation Networks for Segmentation of Multi-Gigapixel Histology Images Abhinav Agarwalla Muhammad Shaban Nasir M. Rajpoot 49 19 0 27 Jul 2017
Classification and Retrieval of Digital Pathology Scans: A New Dataset Morteza Babaie Shivam Kalra A. Sriram Christopher Mitcheltree Shujin Zhu Seyed Amin Khatami Shahryar Rahnamayan H. R. Tizhoosh 50 50 0 22 May 2017
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images B. Bejnordi G. Zuidhof M. Balkenhol M. Hermsen P. Bult Bram van Ginneken N. Karssemeijer G. Litjens Jeroen van der Laak 137 162 0 10 May 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 169 2,878 0 14 Mar 2017
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 604 10,759 0 19 Feb 2017
Visualizing Deep Neural Network Decisions: Prediction Difference Analysis L. Zintgraf Taco S. Cohen T. Adel Max Welling FAtt 132 707 0 15 Feb 2017
Automatic Lymphocyte Detection in H&E Images with Deep Neural Networks Jianxu Chen C. Srinivas 59 31 0 09 Dec 2016
Deep Learning Assessment of Tumor Proliferation in Breast Cancer Histological Images Manan A. Shah Christopher A. Rubadue D. Suster Dayong Wang 41 40 0 11 Oct 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 65 580 0 10 Apr 2016
Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest K. Sirinukunwattana J. Pluim Hao Chen Xiaojuan Qi Pheng-Ann Heng ... Philipp Kainz Michael Pfeiffer M. Urschler David R. J. Snead Nasir M. Rajpoot 88 794 0 01 Mar 2016
Texture measures combination for improved meningioma classification of histopathological images Omar Sultan Al-Kadi 33 101 0 25 Dec 2015
Evaluating the visualization of what a Deep Neural Network has learned Wojciech Samek Alexander Binder G. Montavon Sebastian Lapuschkin K. Müller XAI 132 1,191 0 21 Sep 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015