A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

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Deeply supervised UNet for semantic segmentation to assist dermatopathological assessment of Basal Cell Carcinoma (BCC) Jean LeĆlerc Arrastia Nick Heilenkötter Daniel Otero Baguer Lena Hauberg-Lotte T. Boskamp Sonja Hetzer Nicole Duschner Jörg Schaller Peter Maass 24 44 0 05 Mar 2021
FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation Cosmin I. Bercea Benedikt Wiestler Daniel Rueckert Shadi Albarqouni FedML OOD 28 38 0 05 Mar 2021
Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images Yu Tian Guansong Pang Fengbei Liu Yuanhong Chen Seon Ho Shin Johan Verjans Rajvinder Singh G. Carneiro 41 70 0 05 Mar 2021
Learning With Context Feedback Loop for Robust Medical Image Segmentation K. Girum G. Créhange A. Lalande MedIm 22 39 0 04 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 19 58 0 28 Feb 2021
Semi-supervised Learning for COVID-19 Image Classification via ResNet Lucy Nwuso Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 24 5 0 27 Feb 2021
Many-to-One Distribution Learning and K-Nearest Neighbor Smoothing for Thoracic Disease Identification Yi Zhou Lei Huang Tianfei Zhou Ling Shao 28 8 0 26 Feb 2021
Deep learning based electrical noise removal enables high spectral optoacoustic contrast in deep tissue C. Dehner Ivan Olefir K. Chowdhury D. Jüstel V. Ntziachristos 13 27 0 24 Feb 2021
DeepCervix: A Deep Learning-based Framework for the Classification of Cervical Cells Using Hybrid Deep Feature Fusion Techniques M. Rahaman Chen Li Yudong Yao Frank Kulwa Xiangchen Wu Xirong Li Qian Wang 41 188 0 24 Feb 2021
Multi-Slice Low-Rank Tensor Decomposition Based Multi-Atlas Segmentation: Application to Automatic Pathological Liver CT Segmentation Changfa Shi Min Xian Xiancheng Zhou Haotian Wang Heng-Da Cheng 29 15 0 24 Feb 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 23 117 0 22 Feb 2021
Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes Sara Sangalli Ertunc Erdil A. Hoetker O. Donati E. Konukoglu AI4CE 28 26 0 21 Feb 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 20 127 0 20 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 53 533 0 18 Feb 2021
NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation M. Amgad Lamees A. Atteya Hagar Hussein K. Mohammed Ehab Hafiz ... Critical Care David Manthey Atlanta D. Neurology Lurie Cancer Center 44 74 0 18 Feb 2021
Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings Sobhan Shafiei Morteza Babaie Shivam Kalra H. R. Tizhoosh 3DPC 30 7 0 15 Feb 2021
COVID-19 identification from volumetric chest CT scans using a progressively resized 3D-CNN incorporating segmentation, augmentation, and class-rebalancing Md. Kamrul Hasan Md. Tasnim Jawad Kazi N. Hasan Sajal Basak Partha Md. Masum Al Masba Shumit Saha 29 21 0 11 Feb 2021
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning F. Kanavati M. Tsuneki MedIm 37 34 0 10 Feb 2021
Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Zhuoning Yuan Zhishuai Guo Yi Tian Xu Yiming Ying Tianbao Yang FedML 21 35 0 09 Feb 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 21 109 0 07 Feb 2021
Machine Learning Methods for Histopathological Image Analysis: A Review Jonathan de Matos S. Ataky A. Britto L. S. Oliveira Alessandro Lameiras Koerich 44 53 0 07 Feb 2021
Drug Package Recommendation via Interaction-aware Graph Induction Zhi Zheng Chao Wang Tong Xu Dazhong Shen Penggang Qin Baoxing Huai Tongzhu Liu Enhong Chen 27 62 0 06 Feb 2021
Investigating Critical Risk Factors in Liver Cancer Prediction Jinpeng Li Yaling Tao Ting Cai 41 0 0 03 Feb 2021
Unbox the Black-box for the Medical Explainable AI via Multi-modal and Multi-centre Data Fusion: A Mini-Review, Two Showcases and Beyond Guang Yang Qinghao Ye Jun Xia 92 484 0 03 Feb 2021
Single Model Deep Learning on Imbalanced Small Datasets for Skin Lesion Classification Peng Yao Shuwei Shen Mengjuan Xu Peng Liu Fan Zhang Jinyu Xing Pengfei Shao B. Kaffenberger Ronald X. Xu 29 115 0 02 Feb 2021
Deep Triplet Hashing Network for Case-based Medical Image Retrieval Jiansheng Fang Huazhu Fu Jiang-Dong Liu MedIm 14 39 0 29 Jan 2021
Chronological age estimation of lateral cephalometric radiographs with deep learning Ningtao Liu 25 8 0 28 Jan 2021
Effects of Image Size on Deep Learning O. Rukundo 20 49 0 27 Jan 2021
A Survey and Analysis on Automated Glioma Brain Tumor Segmentation and Overall Patient Survival Prediction R. Agravat M. Raval 32 22 0 26 Jan 2021
Deep Learning for Scene Classification: A Survey Delu Zeng Minyu Liao M. Tavakolian Yulan Guo Bolei Zhou D. Hu M. Pietikäinen Li Liu VLM 31 27 0 26 Jan 2021
DenseNet for Breast Tumor Classification in Mammographic Images Yuliana Jiménez-Gaona M. Rodríguez-Álvarez Héctor Espinós Morató Darwin Castillo Malla Vasudevan Lakshminarayanan MedIm 11 14 0 24 Jan 2021
Network-Agnostic Knowledge Transfer for Medical Image Segmentation Shuhang Wang V. Singh Alex Benjamin M. Asiedu E. Y. Kalafi Eugene Cheah Viksit Kumar A. Samir 23 1 0 23 Jan 2021
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentation Vien Ngoc Dang Francesco Galati Rosa Cortese G. Giacomo Viola Marconeto Pratek Mathur Karim Lekadir Marco Lorenzi F. Prados Maria A. Zuluaga MedIm 25 35 0 22 Jan 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 41 34 0 19 Jan 2021
Bladder segmentation based on deep learning approaches: current limitations and lessons M. Bandyk D. Gopireddy C. Lall K. Balaji Jose Dolz 16 0 0 16 Jan 2021
On the statistical complexity of quantum circuits Kaifeng Bu D. E. Koh Lu Li Qingxian Luo Yaobo Zhang 53 43 0 15 Jan 2021
Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans Xin He Shihao Wang Xiaowen Chu Shaoshuai Shi J. Tang Xin Liu C. Yan Jiyong Zhang G. Ding 3DPC OOD 35 38 0 14 Jan 2021
MRI Images, Brain Lesions and Deep Learning D. Castillo Vasudevan Lakshminarayanan M. Rodríguez-Álvarez OOD 30 3 0 13 Jan 2021
Generative Adversarial U-Net for Domain-free Medical Image Augmentation Xiaocong Chen Yun Yvonna Li Lina Yao Ehsan Adeli Yu Zhang GAN OOD MedIm 59 17 0 12 Jan 2021
Active Fire Detection in Landsat-8 Imagery: a Large-Scale Dataset and a Deep-Learning Study G. Pereira A. M. Fusioka B. Nassu Rodrigo Minetto 14 111 0 09 Jan 2021
Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning Yu Tian L. Pu Yuyuan Liu Gabriel Maicas Johan Verjans A. Burt Seon Ho Shin Rajvinder Singh G. Carneiro 24 7 0 09 Jan 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 67 28 0 07 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 72 25 0 01 Jan 2021
Robustness, Privacy, and Generalization of Adversarial Training Fengxiang He Shaopeng Fu Bohan Wang Dacheng Tao 33 10 0 25 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 13 38 0 22 Dec 2020
Multiple Instance Segmentation in Brachial Plexus Ultrasound Image Using BPMSegNet Yi Ding Qiqi Yang Guozheng Wu Jian Zhang Zhiguang Qin 36 5 0 22 Dec 2020
Recent advances in deep learning theory Fengxiang He Dacheng Tao AI4CE 24 50 0 20 Dec 2020
Machine learning applications using diffusion tensor imaging of human brain: A PubMed literature review Ashirbani Saha Pantea Fadaiefard J. Rabski Alireza Sadeghian M. Cusimano MedIm AI4CE 30 3 0 18 Dec 2020
On the performance of deep learning for numerical optimization: an application to protein structure prediction H. Rakhshani L. Idoumghar Soheila Ghambari Julien Lepagnot Mathieu Brévilliers 19 9 0 17 Dec 2020
Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease Esther E. Bron S. Klein J. Papma L. Jiskoot Vikram Venkatraghavan ... W. Niessen J. Swieten W. M. van der Flier I. Ramakers A. van der Lugt 24 66 0 16 Dec 2020