Medical Image Analysis using Convolutional Neural Networks: A Review

Multi-class Alzheimer's disease classification using image and clinical features

(2018) Tooba Altaf et al.   Biomedical Signal Processing and Control

Hello World Deep Learning in Medical Imaging

(2018) Paras Lakhani et al.   JOURNAL OF DIGITAL IMAGING

Classification of Alzheimer’s Disease Based on Eight-Layer Convolutional Neural Network with Leaky Rectified Linear Unit and Max Pooling

(2018) Shui-Hua Wang et al.   JOURNAL OF MEDICAL SYSTEMS

A Computer-Aided Decision Support System for Detection and Localization of Cutaneous Vasculature in Dermoscopy Images Via Deep Feature Learning

(2018) Pegah Kharazmi et al.   JOURNAL OF MEDICAL SYSTEMS

Segmentation of glioma tumors in brain using deep convolutional neural network

(2018) Saddam Hussain et al.   NEUROCOMPUTING

A computational framework for the detection of subcortical brain dysmaturation in neonatal MRI using 3D Convolutional Neural Networks

(2018) Rafael Ceschin et al.   NEUROIMAGE

Geometric Convolutional Neural Network for Analyzing Surface-Based Neuroimaging Data

(2018) Si-Baek Seong et al.   Frontiers in Neuroinformatics

MRI segmentation fusion for brain tumor detection

(2017) Iván Cabria et al.   Information Fusion

Endoscopic Image Classification and Retrieval using Clustered Convolutional Features

(2017) Jamil Ahmad et al.   JOURNAL OF MEDICAL SYSTEMS

Image Retrieval Based on Local Mesh Vector Co-occurrence Pattern for Medical Diagnosis from MRI Brain Images

(2017) A. Jenitta et al.   JOURNAL OF MEDICAL SYSTEMS

Medical Image Retrieval with Compact Binary Codes Generated in Frequency Domain Using Highly Reactive Convolutional Features

(2017) Jamil Ahmad et al.   JOURNAL OF MEDICAL SYSTEMS

Large scale deep learning for computer aided detection of mammographic lesions

(2017) Thijs Kooi et al.   MEDICAL IMAGE ANALYSIS

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

(2017) Konstantinos Kamnitsas et al.   MEDICAL IMAGE ANALYSIS

Brain tumor segmentation with Deep Neural Networks

(2017) Mohammad Havaei et al.   MEDICAL IMAGE ANALYSIS

Medical image retrieval using deep convolutional neural network

(2017) Adnan Qayyum et al.   NEUROCOMPUTING

A pre-trained convolutional neural network based method for thyroid nodule diagnosis

(2017) Jinlian Ma et al.   ULTRASONICS

Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network

(2017) Min Chen et al.   IEEE Transactions on Big Data

An unsupervised learning method with a clustering approach for tumor identification and tissue segmentation in magnetic resonance brain images

(2016) G. Vishnuvarthanan et al.   APPLIED SOFT COMPUTING

Machine Learning Methods for Binary and Multiclass Classification of Melanoma Thickness From Dermoscopic Images

(2016) Aurora Saez et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images

(2016) Sergio Pereira et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network

(2016) Marios Anthimopoulos et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Multi-Instance Deep Learning: Discover Discriminative Local Anatomies for Bodypart Recognition

(2016) Zhennan Yan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep 3D Convolutional Encoder Networks With Shortcuts for Multiscale Feature Integration Applied to Multiple Sclerosis Lesion Segmentation

(2016) Tom Brosch et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Locality Sensitive Deep Learning for Detection and Classification of Nuclei in Routine Colon Cancer Histology Images

(2016) Korsuk Sirinukunwattana et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Comparative Local Quality Assessment of 3D Medical Image Segmentations with Focus on Statistical Shape Model-Based Algorithms

(2016) Tatiana von Landesberger et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Detection of Left Ventricular Regional Dysfunction and Myocardial Abnormalities Using Complementary Cardiac Magnetic Resonance Imaging in Patients with Systemic Sclerosis without Cardiac Symptoms: A Pilot Study

(2016) Yasuyuki Kobayashi et al.   INTERNAL MEDICINE

Novel Approaches for Diagnosing Melanoma Skin Lesions Through Supervised and Deep Learning Algorithms

(2016) J. Premaladha et al.   JOURNAL OF MEDICAL SYSTEMS

Computer-aided diagnosis of breast cancer using cytological images: A systematic review

(2016) Monjoy Saha et al.   TISSUE & CELL

CASDES: A Computer-Aided System to Support Dry Eye Diagnosis Based on Tear Film Maps

(2016) Beatriz Remeseiro et al.   IEEE Journal of Biomedical and Health Informatics

A Perspective on Deep Imaging

(2016) Ge Wang   IEEE Access

Complex wavelet algorithm for computer-aided diagnosis of Alzheimer's disease

(2015) J. Torrents-Barrena et al.   ELECTRONICS LETTERS

Multimodal Segmentation of Optic Disc and Cup From SD-OCT and Color Fundus Photographs Using a Machine-Learning Graph-Based Approach

(2015) Mohammad Saleh Miri et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Content-based image retrieval in dermatology using intelligent technique

(2015) Gnanasigamony Wiselin Jiji et al.   IET Image Processing

A Computer-Aided Diagnosis Scheme For Detection Of Fatty Liver In Vivo Based On Ultrasound Kurtosis Imaging

(2015) Hsiang-Yang Ma et al.   JOURNAL OF MEDICAL SYSTEMS

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep feature learning with relative distance comparison for person re-identification

(2015) Shengyong Ding et al.   PATTERN RECOGNITION

Incremental Learning With Selective Memory (ILSM): Towards Fast Prostate Localization for Image Guided Radiotherapy

(2014) Yaozong Gao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Computer Aided Diagnosis System for Breast Cancer Based on Color Doppler Flow Imaging

(2012) Yan Liu et al.   JOURNAL OF MEDICAL SYSTEMS

A Bayesian Network Model for Automatic and Interactive Image Segmentation

(2011) Lei Zhang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A Learning-Based Similarity Fusion and Filtering Approach for Biomedical Image Retrieval Using SVM Classification and Relevance Feedback

(2011) M. Rahman et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Quantitative Analysis of Pulmonary Emphysema Using Local Binary Patterns

(2010) Lauge Srensen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Robust Learning-Based Parsing and Annotation of Medical Radiographs

(2010) Yimo Tao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Highly Sensitive Computer Aided Diagnosis System for Breast Tumor Based on Color Doppler Flow Images

(2010) Xian-Fen Diao et al.   JOURNAL OF MEDICAL SYSTEMS

Medical image retrieval with probabilistic multi-class support vector machine classifiers and adaptive similarity fusion

(2007) Md. Mahmudur Rahman et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS