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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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Membership Inference Attacks on Machine Learning: A Survey Hongsheng Hu Z. Salcic Lichao Sun Gillian Dobbie Philip S. Yu Xuyun Zhang MIACV 125 449 0 14 Mar 2021
Efficient Sparse Artificial Neural Networks Seyed Majid Naji Azra Abtahi F. Marvasti 54 3 0 13 Mar 2021
Fusing Medical Image Features and Clinical Features with Deep Learning for Computer-Aided Diagnosis Songxiao Yang Xiabi Liu Zhongshu Zheng Wei Wang Xiaohong Ma MedIm 24 0 0 10 Mar 2021
Stabilized Medical Image Attacks Gege Qi Lijun Gong Yibing Song Kai Ma Yefeng Zheng OOD AAML MedIm 78 26 0 09 Mar 2021
CovidGAN: Data Augmentation Using Auxiliary Classifier GAN for Improved Covid-19 Detection Abdul Waheed Muskan Goyal Deepak Gupta Ashish Khanna F. Al-turjman P. Pinheiro MedIm 92 582 0 08 Mar 2021
LongReMix: Robust Learning with High Confidence Samples in a Noisy Label Environment F. Cordeiro Ragav Sachdeva Vasileios Belagiannis Ian Reid G. Carneiro NoLa 79 80 0 06 Mar 2021
NVUM: Non-Volatile Unbiased Memory for Robust Medical Image Classification Fengbei Liu Yuanhong Chen Yu Tian Yuyuan Liu Chong Wang Vasileios Belagiannis G. Carneiro 91 13 0 06 Mar 2021
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 49 46 0 05 Mar 2021
FedDis: Disentangled Federated Learning for Unsupervised Brain Pathology Segmentation Cosmin I. Bercea Benedikt Wiestler Daniel Rueckert Shadi Albarqouni FedML OOD 73 39 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 94 70 0 05 Mar 2021
Learning With Context Feedback Loop for Robust Medical Image Segmentation K. Girum G. Créhange A. Lalande MedIm 56 39 0 04 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 113 60 0 28 Feb 2021
Semi-supervised Learning for COVID-19 Image Classification via ResNet Lucy Nwuso Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 77 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 68 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 75 28 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 84 198 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 74 19 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 70 125 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 87 28 0 21 Feb 2021
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg UQCV 98 130 0 20 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 147 564 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 92 75 0 18 Feb 2021
Colored Kimia Path24 Dataset: Configurations and Benchmarks with Deep Embeddings Sobhan Shafiei Morteza Babaie Shivam Kalra H. R. Tizhoosh 3DPC 34 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 82 21 0 11 Feb 2021
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning F. Kanavati M. Tsuneki MedIm 73 36 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 75 36 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 101 111 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 92 54 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 71 63 0 06 Feb 2021
Investigating Critical Risk Factors in Liver Cancer Prediction Jinpeng Li Yaling Tao Ting Cai 43 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 146 505 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 58 121 0 02 Feb 2021
Deep Triplet Hashing Network for Case-based Medical Image Retrieval Jiansheng Fang Huazhu Fu Jiang-Dong Liu MedIm 45 41 0 29 Jan 2021
Chronological age estimation of lateral cephalometric radiographs with deep learning Ningtao Liu 52 9 0 28 Jan 2021
Effects of Image Size on Deep Learning O. Rukundo 59 53 0 27 Jan 2021
A Survey and Analysis on Automated Glioma Brain Tumor Segmentation and Overall Patient Survival Prediction R. Agravat M. Raval 85 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 125 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 26 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 41 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 84 36 0 22 Jan 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 146 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 42 0 0 16 Jan 2021
On the statistical complexity of quantum circuits Kaifeng Bu D. E. Koh Lu Li Qingxian Luo Yaobo Zhang 106 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 75 40 0 14 Jan 2021
MRI Images, Brain Lesions and Deep Learning D. Castillo Vasudevan Lakshminarayanan M. Rodríguez-Álvarez OOD 47 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 84 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 63 116 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 52 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 119 29 0 07 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 133 25 0 01 Jan 2021