Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks

22 December 2020

Papers citing "Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks"

25 / 25 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 85 30,021 0 01 Mar 2022
Virtual staining for mitosis detection in Breast Histopathology Caner Mercan Germonda Reijnen-Mooij David Tellez Martin J. Lotz Nick Weiss Marcel van Gerven F. Ciompi MedIm 12 37 0 17 Mar 2020
Cross-stained Segmentation from Renal Biopsy Images Using Multi-level Adversarial Learning Ke Mei Chuang Zhu Lei Jiang Jun Liu Yuanyuan Qiao GAN MedIm 21 10 0 20 Feb 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 71 573 0 28 Dec 2019
StarGAN v2: Diverse Image Synthesis for Multiple Domains Yunjey Choi Youngjung Uh Jaejun Yoo Jung-Woo Ha 3DH 75 1,732 0 04 Dec 2019
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation Xianxu Hou Jingxin Liu Bolei Xu Bozhi Liu Xin Chen M. Ilyas I. Ellis J. Garibaldi Guoping Qiu 27 19 0 25 Sep 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 83 759 0 27 Aug 2019
Adversarial Self-Defense for Cycle-Consistent GANs D. Bashkirova Ben Usman Kate Saenko GAN 21 43 0 05 Aug 2019
Domain Adaptation-based Augmentation for Weakly Supervised Nuclei Detection N. Brieu A. Meier A. Kapil Ralf Schoenmeyer Christoc G Gavriel P. Caie G. Schmidt 36 23 0 10 Jul 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 22 478 0 18 Feb 2019
GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis Zhaoyang Xu Xingru Huang C. F. Moro B. Bozóky Qianni Zhang 31 82 0 13 Jan 2019
Computational Histological Staining and Destaining of Prostate Core Biopsy RGB Images with Generative Adversarial Neural Networks Zefang Zong J. Feng A. Lowe Hongzhi Shi MedIm 22 52 0 26 Oct 2018
Strategies for Training Stain Invariant CNNs T. Lampert Odyssée Merveille J. Schmitz Germain Forestier Friedrich Feuerhake Cédric Wemmert 16 21 0 17 Oct 2018
Virtualization of tissue staining in digital pathology using an unsupervised deep learning approach Amal Lahiani J. Gildenblat I. Klaman Shadi Albarqouni Nassir Navab Eldad Klaiman 35 25 0 15 Oct 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 30 243 0 17 Aug 2018
StainGAN: Stain Style Transfer for Digital Histological Images M. Shaban Christoph Baur Nassir Navab Shadi Albarqouni MedIm 28 271 0 04 Apr 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 65 1,470 0 04 Jan 2018
CycleGAN, a Master of Steganography Casey Chu A. Zhmoginov Mark Sandler GAN 34 212 0 08 Dec 2017
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 89 3,547 0 24 Nov 2017
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium M. Heusel Hubert Ramsauer Thomas Unterthiner Bernhard Nessler Sepp Hochreiter 54 464 0 26 Jun 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 77 5,556 0 30 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 517 10,699 0 19 Feb 2017
Learning from Simulated and Unsupervised Images through Adversarial Training A. Shrivastava Tomas Pfister Oncel Tuzel J. Susskind Wenda Wang Russ Webb GAN 62 1,800 0 22 Dec 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 172 19,796 0 07 Oct 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 865 76,547 0 18 May 2015