H&E-adversarial network: a convolutional neural network to learn
stain-invariant features through Hematoxylin & Eosin regression

H&E-adversarial network: a convolutional neural network to learn stain-invariant features through Hematoxylin & Eosin regression

17 January 2022

Manfredo Atzori

Sebastian Otalora

Stéphane Marchand-Maillet

Papers citing "H&E-adversarial network: a convolutional neural network to learn stain-invariant features through Hematoxylin & Eosin regression"

14 / 14 papers shown

Title
Going Deeper through the Gleason Scoring Scale: An Automatic end-to-end System for Histology Prostate Grading and Cribriform Pattern Detection Julio Silva-Rodríguez Adrián Colomer M. A. Sales Rafael Molina Valery Naranjo 52 119 0 21 May 2021
DiagSet: a dataset for prostate cancer histopathological image classification Michał Koziarski B. Cyganek Przemysław Niedziela B. Olborski Z. Antosz ... B. Kwolek P. Wąsowicz Andrzej Bukala J. Swadźba Piotr Sitkowski 31 27 0 09 May 2021
UniToPatho, a labeled histopathological dataset for colorectal polyps classification and adenoma dysplasia grading C. Barbano Daniele Perlo Enzo Tartaglione Attilio Fiandrotti L. Bertero P. Cassoni Marco Grangetto 29 39 0 25 Jan 2021
StainNet: a fast and robust stain normalization network Hongtao Kang Die Luo Weihua Feng Junbo Hu Shaoqun Zeng Tingwei Quan Xiuli Liu OOD MedIm 36 80 0 23 Dec 2020
Towards Histopathological Stain Invariance by Unsupervised Domain Augmentation using Generative Adversarial Networks Jelica Vasiljević Friedrich Feuerhake Cédric Wemmert T. Lampert GAN OOD MedIm 26 40 0 22 Dec 2020
Multi-scale Domain-adversarial Multiple-instance CNN for Cancer Subtype Classification with Unannotated Histopathological Images Noriaki Hashimoto D. Fukushima R. Koga Yusuke Takagi Kaho Ko K. Kohno Masato Nakaguro S. Nakamura H. Hontani Ichiro Takeuchi MedIm 55 184 0 06 Jan 2020
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation Gang Xu Zhigang Song Zhuo Sun Calvin Ku Zhe Yang Cancheng Liu Shuhao Wang Jianpeng Ma Wenyuan Xu MedIm 56 146 0 28 Aug 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 50 486 0 18 Feb 2019
Albumentations: fast and flexible image augmentations A. Buslaev Alex Parinov Eugene Khvedchenya V. Iglovikov Alexandr A Kalinin 142 1,974 0 18 Sep 2018
StainGAN: Stain Style Transfer for Digital Histological Images M. Shaban Christoph Baur Nassir Navab Shadi Albarqouni MedIm 68 274 0 04 Apr 2018
Neural Stain-Style Transfer Learning using GAN for Histopathological Images H. Cho Sungbin Lim Gunho Choi Hyun-Seok Min GAN MedIm 47 91 0 23 Oct 2017
The importance of stain normalization in colorectal tissue classification with convolutional networks F. Ciompi Oscar G. F. Geessink B. Bejnordi Gabriel Silva de Souza A. Baidoshvili G. Litjens Bram van Ginneken Iris Nagtegaal Jeroen van der Laak MedIm 49 201 0 20 Feb 2017
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 372 9,486 0 28 May 2015
Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin Victor Lempitsky OOD 233 6,022 0 26 Sep 2014

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