Title
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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 17 20 0 10 Nov 2020
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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 41 86 0 21 Aug 2020
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NuClick: A Deep Learning Framework for Interactive Segmentation of Microscopy Images Navid Alemi Koohbanani Mostafa Jahanifar Neda Zamani Tajadin Nasir M. Rajpoot 19 121 0 29 May 2020
Multi-task deep learning for image segmentation using recursive approximation tasks Rihuan Ke Aurélie Bugeau Nicolas Papadakis Mark Kirkland P. Schuetz Carola-Bibiane Schönlieb SSeg 33 17 0 26 May 2020
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images S. Graham David B. A. Epstein Nasir M. Rajpoot 24 88 0 06 Apr 2020
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A Comprehensive Analysis of Weakly-Supervised Semantic Segmentation in Different Image Domains Lyndon Chan Mahdi S. Hosseini Konstantinos N. Plataniotis 29 97 0 24 Dec 2019
Active Learning for Segmentation Based on Bayesian Sample Queries Firat Özdemir Z. Peng Philipp Fürnstahl C. Tanner O. Goksel 33 22 0 22 Dec 2019
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands H. Pinckaers G. Litjens SSeg MedIm 22 36 0 23 Oct 2019
Multi-Stage Pathological Image Classification using Semantic Segmentation Shusuke Takahama Y. Kurose Yusuke Mukuta Hiroyuki Abe M. Fukayama Akihiko Yoshizawa M. Kitagawa Tatsuya Harada 28 48 0 10 Oct 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 25 19 0 25 Sep 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 34 70 0 08 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 38 752 0 27 Aug 2019
SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation Yizhe Zhang Lin Yang Hao Zheng Peixian Liang Colleen A. Mangold R. Loreto David P. Hughes Danny Chen MedIm 27 13 0 28 Feb 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 31 200 0 15 Feb 2019
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation Suraj Mishra Peixian Liang A. Czajka Danny Chen X. S. Hu MedIm 21 27 0 06 Jan 2019
Neural Image Compression for Gigapixel Histopathology Image Analysis David Tellez G. Litjens Jeroen van der Laak F. Ciompi 35 206 0 07 Nov 2018
Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities Jose Dolz Ismail Ben Ayed Christian Desrosiers 17 100 0 16 Oct 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 36 1,373 0 19 Sep 2018
Active Learning for Segmentation by Optimizing Content Information for Maximal Entropy Firat Özdemir Z. Peng C. Tanner Philipp Fürnstahl O. Goksel 20 28 0 18 Jul 2018
Why rankings of biomedical image analysis competitions should be interpreted with care Lena Maier-Hein Matthias Eisenmann Annika Reinke Sinan Onogur Marko Stankovic ... Ching-Wei Wang M. Weber G. Zheng Pierre Jannin A. Kopp-Schneider 23 297 0 06 Jun 2018
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images S. Graham Hao Chen Jevgenij Gamper Qi Dou Pheng-Ann Heng David R. J. Snead Yee Wah Tsang Nasir M. Rajpoot MedIm 19 302 0 05 Jun 2018
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation Ling Yang Yizhe Zhang Zhuo Zhao Hao Zheng Peixian Liang M. Ying A. Ahuja Danny Chen 24 31 0 02 Jun 2018
Micro-Net: A unified model for segmentation of various objects in microscopy images S. Raza Linda Cheung Muhammad Shaban S. Graham David B. A. Epstein S. Pelengaris Michael Khan Nasir M. Rajpoot SSeg 19 236 0 22 Apr 2018
Segmentation of histological images and fibrosis identification with a convolutional neural network Xiaohang Fu Tong Liu Zhaohan Xiong B. Smaill M. Stiles Jichao Zhao 30 41 0 20 Mar 2018
Applications of Deep Learning and Reinforcement Learning to Biological Data M. S. M. Mahmud M. S. Kaiser Amir Hussain S. Vassanelli OffRL AI4CE 41 641 0 10 Nov 2017
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation Ling Yang Yizhe Zhang Jianxu Chen Siyuan Zhang Danny Chen MedIm 35 503 0 15 Jun 2017
Large scale digital prostate pathology image analysis combining feature extraction and deep neural network Naiyun Zhou Andrey Fedorov F. Fennessy Ron Kikinis Yi Gao MedIm 14 26 0 07 May 2017
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Gland Instance Segmentation by Deep Multichannel Side Supervision Yan Xu Yang Li Mingyuan Liu Yipei Wang M. Lai E. Chang MedIm 43 109 0 12 Jul 2016
DCAN: Deep Contour-Aware Networks for Accurate Gland Segmentation Hao Chen Xiaojuan Qi Lequan Yu Pheng-Ann Heng MedIm 33 578 0 10 Apr 2016