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Medical Image Analysis using Convolutional Neural Networks: A Review

4 September 2017

Muhammad Khurram Khan

MedIm

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Papers citing "Medical Image Analysis using Convolutional Neural Networks: A Review"

30 / 30 papers shown

Title
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 139 0 0 03 Jan 2025
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,166 0 18 Jul 2018
Capsules for Object Segmentation Rodney LaLonde Ulas Bagci SSeg MedIm 63 270 0 11 Apr 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 84 2,793 0 13 Dec 2017
Geometric Convolutional Neural Network for Analyzing Surface-Based Neuroimaging Data Si-Baek Seong Chongwon Pae Hae-Jeong Park 54 32 0 02 Aug 2017
Segmentation of Glioma Tumors in Brain Using Deep Convolutional Neural Network S. Hussain Syed Muhammad Anwar Muhammad Majid 56 210 0 01 Aug 2017
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning? Nima Tajbakhsh Jae Y. Shin S. Gurudu R. T. Hurst Christopher B. Kendall Michael B. Gotway Jianming Liang 241 2,531 0 02 Jun 2017
Joint Sequence Learning and Cross-Modality Convolution for 3D Biomedical Segmentation Kuan-Lun Tseng Yen-Liang Lin Winston H. Hsu Chung-Yang Huang MedIm 61 163 0 25 Apr 2017
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities P. Moeskops J. Wolterink Bas H. M. van der Velden K. Gilhuijs T. Leiner M. Viergever Ivana Išgum SSeg 57 314 0 11 Apr 2017
Automatic segmentation of MR brain images with a convolutional neural network P. Moeskops M. Viergever A. Mendrik L. D. Vries M. Benders Ivana Išgum 61 785 0 11 Apr 2017
Medical Image Retrieval using Deep Convolutional Neural Network A. Qayyum Syed Muhammad Anwar Muhammad Awais Muhammad Majid MedIm 45 368 0 24 Mar 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 270 4,675 0 17 Feb 2017
Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker James H. Cole Rudra P. K. Poudel Dimosthenis Tsagkrasoulis M. Caan C. Steves T. Spector Giovanni Montana 73 700 0 08 Dec 2016
Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin Mohsen Ghafoorian N. Karssemeijer Tom Heskes M. Bergkamp Joost Wissink ... K. Keizer F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel MedIm 268 125 0 24 Oct 2016
A Perspective on Deep Imaging Ge Wang OOD 59 392 0 10 Sep 2016
Benchmarking State-of-the-Art Deep Learning Software Tools Shaoshuai Shi Qiang-qiang Wang Pengfei Xu Xiaowen Chu BDL 60 330 0 25 Aug 2016
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation Hao Chen Qi Dou Lequan Yu Pheng-Ann Heng 73 140 0 21 Aug 2016
Alzheimer's Disease Diagnostics by a Deeply Supervised Adaptable 3D Convolutional Network Ehsan Hosseini-Asl G. Gimel'farb A. El-Baz MedIm 74 173 0 02 Jul 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 160 6,556 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 248 8,722 0 15 Jun 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 160 3,062 0 18 Mar 2016
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning Hoo-Chang Shin H. Roth Mingchen Gao Le Lu Ziyue Xu Isabella Nogues Jianhua Yao D. Mollura Ronald M. Summers 74 4,613 0 10 Feb 2016
Deep Feature Learning with Relative Distance Comparison for Person Re-identification Shengyong Ding Liang Lin Guangrun Wang Hongyang Chao 90 670 0 11 Dec 2015
Autoencoding the Retrieval Relevance of Medical Images Zehra Camlica H. R. Tizhoosh Farzad Khalvati MedIm 61 40 0 05 Jul 2015
Brain Tumor Segmentation with Deep Neural Networks Mohammad Havaei Axel Davy David Warde-Farley A. Biard Aaron Courville Yoshua Bengio C. Pal Pierre-Marc Jodoin Hugo Larochelle 3DV 121 2,882 0 13 May 2015
Improving Computer-aided Detection using Convolutional Neural Networks and Random View Aggregation H. Roth Le Lu Jiamin Liu Jianhua Yao Ari Seff Kevin M. Cherry Lauren Kim Ronald M. Summers MedIm 84 558 0 12 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 467 43,347 0 11 Feb 2015
Predicting Alzheimer's disease: a neuroimaging study with 3D convolutional neural networks A. Payan Giovanni Montana MedIm 61 466 0 09 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,529 0 04 Sep 2014
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 603 15,907 0 12 Nov 2013