v1v2 (latest)

Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis

2 February 2018

ArXiv (abs)PDF HTML Github (193★)

Papers citing "Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis"

45 / 45 papers shown

Title
An Artificial Intelligence Model for Early Stage Breast Cancer Detection from Biopsy Images Neil Chaudhary Zaynah Dhunny 33 0 0 24 May 2025
Comparative Analysis and Ensemble Enhancement of Leading CNN Architectures for Breast Cancer Classification Gary Murphy Raghubir Singh 37 3 0 04 Oct 2024
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification Kexue Fu Xiaoyuan Luo Linhao Qu Shuo Wang Ying Xiong Ilias Maglogiannis Longxiang Gao Manning Wang 67 2 0 29 Sep 2024
Joint Stream: Malignant Region Learning for Breast Cancer Diagnosis Abdul Rehman Sarfaraz Hussein Waqas Sultani 49 2 0 26 Jun 2024
Improved Breast Cancer Diagnosis through Transfer Learning on Hematoxylin and Eosin Stained Histology Images Fahad Ahmed Reem Abdel-Salam Leon Hamnett M. Adewunmi T. Ayano 72 3 0 15 Sep 2023
The Performance of Transferability Metrics does not Translate to Medical Tasks Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 89 4 0 14 Aug 2023
Image Classification of Stroke Blood Clot Origin using Deep Convolutional Neural Networks and Visual Transformers David Azatyan MedIm 60 0 0 25 May 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 121 88 0 13 Mar 2023
Deep Learning Provides Rapid Screen for Breast Cancer Metastasis with Sentinel Lymph Nodes Kareem Allam X. Wang Songlin Zhang Jianmin Ding K. Chiu K. Saluja Amer Wahed Hongxia Sun A. Nguyen MedIm 53 1 0 14 Jan 2023
Receptive Field Refinement for Convolutional Neural Networks Reliably Improves Predictive Performance Mats L. Richter C. Pal 72 3 0 26 Nov 2022
A review of machine learning approaches, challenges and prospects for computational tumor pathology Liangrui Pan Zhichao Feng Shaoliang Peng AI4CE 81 7 0 31 May 2022
Classification of Microscopy Images of Breast Tissue: Region Duplication based Self-Supervision vs. Off-the Shelf Deep Representations Aravind Ravi 28 0 0 12 Feb 2022
Towards Relatable Explainable AI with the Perceptual Process Wencan Zhang Brian Y. Lim AAML XAI 97 66 0 28 Dec 2021
Gram Barcodes for Histopathology Tissue Texture Retrieval Shalev Lifshitz Abtin Riasatian H. R. Tizhoosh 99 0 0 28 Nov 2021
BCNet: A Deep Convolutional Neural Network for Breast Cancer Grading Pouya Hallaj Zavareh Atefeh Safayari Hamidreza Bolhasani 62 9 0 11 Jul 2021
An Attention-based Weakly Supervised framework for Spitzoid Melanocytic Lesion Diagnosis in WSI Rocío del Amor Laetitia Launet Adrián Colomer Anais Moscardó Andrés Mosquera-Zamudio C. Monteagudo Valery Naranjo MedIm 60 2 0 20 Apr 2021
Boosted EfficientNet: Detection of Lymph Node Metastases in Breast Cancer Using Convolutional Neural Network Jun Wang Qianying Liu Haotian Xie Zhaogang Yang Hefeng Zhou MedIm 70 79 0 10 Oct 2020
Microscopic fine-grained instance classification through deep attention Mengran Fan Tapabrata (Rohan) Chakraborty E. Chang Yan Xu J. Rittscher MedIm 60 16 0 06 Oct 2020
Improving Workflow Integration with xPath: Design and Evaluation of a Human-AI Diagnosis System in Pathology H. Gu Yuan Liang Yifan Xu Christopher Kazu Williams S. Magaki ... Wenzhong Yan X. R. Zhang Yang Li Mohammad Haeri Xiang Ánthony' Chen 97 31 0 23 Jun 2020
Diagnosis and Analysis of Celiac Disease and Environmental Enteropathy on Biopsy Images using Deep Learning Approaches Kamran Kowsari 109 2 0 11 Jun 2020
Deep Learning for Automatic Pneumonia Detection Tatiana Gabruseva D. Poplavskiy Alexandr A Kalinin 61 103 0 28 May 2020
Hierarchical Deep Convolutional Neural Networks for Multi-category Diagnosis of Gastrointestinal Disorders on Histopathological Images R. Sali Sodiq Adewole L. Ehsan L. Denson P. Kelly ... L. Holtz S. A. Ali S. Moore Sana Syed Donald E. Brown BDL 36 21 0 08 May 2020
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning-Based Approach Sara Hosseinzadeh Kassani P. H. Kassani M. Wesolowski Kevin A. Schneider Ralph Deters OOD 77 317 0 22 Apr 2020
A Comprehensive Review for Breast Histopathology Image Analysis Using Classical and Deep Neural Networks Xiaomin Zhou Chen Li M. Rahaman Yudong Yao Shiliang Ai Changhao Sun Xiaoyan Li Qian Wang Tao Jiang 127 138 0 27 Mar 2020
Diagnosis of Breast Cancer Based on Modern Mammography using Hybrid Transfer Learning Aditya Khamparia Subrato Bharati Prajoy Podder Deepak Gupta Ashish Khanna Thai Kim Phung Dang N. H. Thanh 3DH 36 1 0 23 Mar 2020
BoostTree and BoostForest for Ensemble Learning Changming Zhao Dongrui Wu Jian Huang Ye Yuan Hai-Tao Zhang Ruimin Peng Zhenhua Shi 67 37 0 21 Mar 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 86 184 0 06 Jan 2020
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding Ming Y. Lu Richard J. Chen Jingwen Wang Debora Dillon Faisal Mahmood SSL 114 99 0 23 Oct 2019
CeliacNet: Celiac Disease Severity Diagnosis on Duodenal Histopathological Images Using Deep Residual Networks R. Sali L. Ehsan Kamran Kowsari Marium N. Khan C. Moskaluk Sana Syed Donald E. Brown 105 31 0 07 Oct 2019
Breast Cancer Diagnosis with Transfer Learning and Global Pooling Sara Hosseinzadeh Kassani P. H. Kassani M. Wesolowski Kevin A. Schneider Ralph Deters 73 78 0 26 Sep 2019
Hydrocephalus verification on brain magnetic resonance images with deep convolutional neural networks and "transfer learning" technique A. Demyanchuk E. Pushkina N. Russkikh D. Shtokalo S. Mishinov MedIm 112 2 0 23 Sep 2019
General Purpose (GenP) Bioimage Ensemble of Handcrafted and Learned Features with Data Augmentation L. Nanni S. Brahnam S. Ghidoni Gianluca Maguolo 52 20 0 17 Apr 2019
Look, Investigate, and Classify: A Deep Hybrid Attention Method for Breast Cancer Classification Bolei Xu Jingxin Liu Xianxu Hou Bozhi Liu J. Garibaldi I. Ellis A. Green Linlin Shen Guoping Qiu 62 29 0 28 Feb 2019
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 83 83 0 30 Dec 2018
Camera Model Identification Using Convolutional Neural Networks A. Kuzin Artur Fattakhov I. Kibardin V. Iglovikov Ruslan Dautov 152 26 0 06 Oct 2018
Deep Learning Approaches for Understanding Simple Speech Commands R. Solovyev Maxim Vakhrushev Alexander Radionov Vladimir Aliev Alexey A. Shvets VLM 55 31 0 04 Oct 2018
Albumentations: fast and flexible image augmentations A. Buslaev Alex Parinov Eugene Khvedchenya V. Iglovikov Alexandr A Kalinin 238 2,012 0 18 Sep 2018
Improving Breast Cancer Detection using Symmetry Information with Deep Learning Y. Hagos A. Gubern-Mérida Jonas Teuwen 64 27 0 17 Aug 2018
BACH: Grand Challenge on Breast Cancer Histology Images Guilherme Aresta Teresa Araújo S. Kwok Sai Saketh Chennamsetty P. MohammedSafwanK. ... L. Boulmane A. Campilho C. Eloy A. Polónia Paulo Aguiar 418 575 0 13 Aug 2018
Improving High Resolution Histology Image Classification with Deep Spatial Fusion Network Y. Huang Albert C. S. Chung 39 20 0 27 Jul 2018
Angiodysplasia Detection and Localization Using Deep Convolutional Neural Networks Alexey A. Shvets V. Iglovikov Alexander Rakhlin Alexandr A Kalinin MedIm 97 74 0 21 Apr 2018
Towards Deep Cellular Phenotyping in Placental Histology Michael Ferlaino C. A. Glastonbury Carolina Motta-Mejia M. Vatish I. Granne S. Kennedy C. Lindgren C. Nellåker 79 20 0 09 Apr 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 147 345 0 03 Mar 2018
Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification Alexandr A Kalinin Gerald A. Higgins Narathip Reamaroon S. M. Reza Soroushmehr Ari Allyn-Feuer I. Dinov Kayvan Najarian B. Athey OOD 202 127 0 25 Jan 2018
Pediatric Bone Age Assessment Using Deep Convolutional Neural Networks V. Iglovikov Alexander Rakhlin Alexandr A Kalinin Alexey A. Shvets 98 127 0 13 Dec 2017