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Machine learning methods for histopathological image analysis

4 September 2017

Papers citing "Machine learning methods for histopathological image analysis"

41 / 91 papers shown

Title
Multi-scale Deep Learning Architecture for Nucleus Detection in Renal Cell Carcinoma Microscopy Image Shiba Kuanar V. Athitsos Dwarikanath Mahapatra A. Rajan MedIm 38 8 0 28 Apr 2021
A State-of-the-art Survey of Artificial Neural Networks for Whole-slide Image Analysis:from Popular Convolutional Neural Networks to Potential Visual Transformers Xintong Li Xirong Li Chen Li M. Rahaman Jian Wu Xiaoqi Li Yudong Yao M. Grzegorzek ViT MedIm 72 45 0 13 Apr 2021
Prediction of lung and colon cancer through analysis of histopathological images by utilizing Pre-trained CNN models with visualization of class activation and saliency maps Satvik Garg Somya Garg 60 63 0 22 Mar 2021
Hierarchical Graph Representations in Digital Pathology Pushpak Pati Guillaume Jaume A. Foncubierta Florinda Feroce A. Anniciello ... G. Botti Jean-Philippe Thiran Maria Frucci O. Goksel M. Gabrani 70 125 0 22 Feb 2021
A Comprehensive Review of Computer-aided Whole-slide Image Analysis: from Datasets to Feature Extraction, Segmentation, Classification, and Detection Approaches Chen Li Xintong Li M. Rahaman Xirong Li Hongzan Sun ... Yong Zhang Xiaoqi Li Jian Wu Yudong Yao M. Grzegorzek 108 202 0 21 Feb 2021
Machine Learning Methods for Histopathological Image Analysis: A Review Jonathan de Matos S. Ataky A. Britto L. S. Oliveira Alessandro Lameiras Koerich 92 54 0 07 Feb 2021
Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation R. Yamashita J. Long Snikitha Banda Jeanne Shen D. Rubin OOD MedIm 70 51 0 02 Feb 2021
Synthetic Generation of Three-Dimensional Cancer Cell Models from Histopathological Images Yoav Alon Xiang Yu Huiyu Zhou DiffM 3DV MedIm 49 1 0 26 Jan 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 331 1,452 0 14 Dec 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 171 318 0 27 Nov 2020
Deep learning models for gastric signet ring cell carcinoma classification in whole slide images F. Kanavati Shin Ichihara Michael Rambeau O. Iizuka K. Arihiro M. Tsuneki MedIm 52 24 0 18 Nov 2020
Deep Interpretable Classification and Weakly-Supervised Segmentation of Histology Images via Max-Min Uncertainty Soufiane Belharbi Jérôme Rony Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 89 54 0 14 Nov 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 84 20 0 10 Nov 2020
A Comprehensive Review for MRF and CRF Approaches in Pathology Image Analysis Yixin Li Chen Li Xiaoyan Li Kai Wang M. Rahaman Changhao Sun Hao Chen Xinran Wu Hong-Yu Zhang Qian Wang MedIm 45 51 0 29 Sep 2020
Siloed Federated Learning for Multi-Centric Histopathology Datasets M. Andreux Jean Ogier du Terrail C. Béguier Eric W. Tramel FedML OOD AI4CE 89 117 0 17 Aug 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 75 56 0 14 Aug 2020
Interpreting Spatially Infinite Generative Models Chaochao Lu Richard Turner Yingzhen Li Nate Kushman GAN 45 5 0 24 Jul 2020
Self-similarity Student for Partial Label Histopathology Image Segmentation Hsien-Tzu Cheng Chun-Fu Yeh Po-Chen Kuo Andy Wei Keng-Chi Liu Mong-Chi Ko Kuan-Hua Chao Yu-Ching Peng Tyng-Luh Liu 120 20 0 19 Jul 2020
C2G-Net: Exploiting Morphological Properties for Image Classification L. Herbsthofer B. Prietl M. Tomberger Thomas W. Pieber P. López-García MedIm 24 1 0 07 Jul 2020
Unsupervised Learning of Deep-Learned Features from Breast Cancer Images Sanghoon Lee Colton Farley Simon Shim Yanjun Zhao Woo-Sik Choi Wook-Sung Yoo OOD 15 2 0 21 Jun 2020
Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study Milad Sikaroudi Amir Safarpoor Benyamin Ghojogh Sobhan Shafiei Mark Crowley H. R. Tizhoosh SSL OOD 43 10 0 10 May 2020
Multi-task pre-training of deep neural networks for digital pathology Romain Mormont Pierre Geurts R. Marée 30 52 0 05 May 2020
Representation Learning of Histopathology Images using Graph Neural Networks Mohammed Adnan Shivam Kalra Hamid R. Tizhoosh OOD 49 100 0 16 Apr 2020
Automated Diabetic Retinopathy Grading using Deep Convolutional Neural Network Saket S. Chaturvedi K. Gupta Vaishali Ninawe Prakash S. Prasad 41 25 0 14 Apr 2020
Deep Feature Fusion for Mitosis Counting R. Yancey 38 2 0 01 Feb 2020
Yottixel -- An Image Search Engine for Large Archives of Histopathology Whole Slide Images Shivam Kalra C. Choi S. Shah Liron Pantanowitz H. R. Tizhoosh 57 72 0 20 Nov 2019
Pan-Cancer Diagnostic Consensus Through Searching Archival Histopathology Images Using Artificial Intelligence Shivam Kalra H. R. Tizhoosh Sultaan Shah C. Choi S. Damaskinos ... Sobhan Shafiei Morteza Babaie P. Diamandis Clinton J. V. Campbell Liron Pantanowitz MedIm 94 102 0 20 Nov 2019
Learning Permutation Invariant Representations using Memory Networks Shivam Kalra Mohammed Adnan Graham W. Taylor Hamid Tizhoosh 71 24 0 18 Nov 2019
Detecting cutaneous basal cell carcinomas in ultra-high resolution and weakly labelled histopathological images S. Kimeswenger Elisabeth Rumetshofer M. Hofmarcher P. Tschandl Harald Kittler Sepp Hochreiter W. Hötzenecker Günter Klambauer MedIm 43 5 0 14 Nov 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 82 48 0 10 Oct 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 159 74 0 08 Sep 2019
Deep Learning for Estimating Synaptic Health of Primary Neuronal Cell Culture Andrey Kormilitzin Xinyu Yang William H. Stone Caroline Woffindale Francesca Nicholls E. Ribe A. Nevado-Holgado N. Buckley 35 0 0 29 Aug 2019
Breast Tumor Cellularity Assessment using Deep Neural Networks Alexander Rakhlin A. Tiulpin Alexey A. Shvets Alexandr A Kalinin V. Iglovikov Sergey I. Nikolenko 60 20 0 05 May 2019
Computer-aided diagnosis in histopathological images of the endometrium using a convolutional neural network and attention mechanisms Hao Sun Xianxu Zeng Tao Xu G. Peng Yutao Ma 61 96 0 24 Apr 2019
Histopathologic Image Processing: A Review Jonathan de Matos A. Britto L. S. Oliveira Alessandro Lameiras Koerich 54 25 0 16 Apr 2019
Automated Classification of Histopathology Images Using Transfer Learning Muhammed Talo MedIm 73 126 0 24 Mar 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 64 490 0 18 Feb 2019
Unsupervised shape and motion analysis of 3822 cardiac 4D MRIs of UK Biobank Q. Zheng H. Delingette K. Fung S. Petersen N. Ayache 25 5 0 15 Feb 2019
Highly Efficient Follicular Segmentation in Thyroid Cytopathological Whole Slide Image Siyan Tao Yao Guo Chuang Zhu Huang Chen Yue Zhang Jie Yang Jun Liu 39 15 0 13 Feb 2019
Attention-Based Deep Neural Networks for Detection of Cancerous and Precancerous Esophagus Tissue on Histopathological Slides Naofumi Tomita B. Abdollahi Jason W. Wei Bing Ren A. Suriawinata Saeed Hassanpour MedIm 82 171 0 20 Nov 2018
Deep Semi Supervised Generative Learning for Automated PD-L1 Tumor Cell Scoring on NSCLC Tissue Needle Biopsies A. Kapil A. Meier A. Zuraw K. Steele Marlon Rebelatto Gunter Schmidt N. Brieu 57 93 0 28 Jun 2018