Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

2 June 2017

Christopher B. Kendall

Michael B. Gotway

Jianming Liang

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Papers citing "Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?"

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How Secure are Deep Learning Algorithms from Side-Channel based Reverse Engineering? Manaar Alam Debdeep Mukhopadhyay FedML MIACV 23 24 0 13 Nov 2018
Deep Learning based Computer-Aided Diagnosis Systems for Diabetic Retinopathy: A Survey Norah M. Asiri M. Hussain Fadwa Al Adel Hatim Aboalsamh 17 227 0 03 Nov 2018
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG Classification Yunan Wu Feng Yang Y. Liu Xuefan Zha Shaofeng Yuan 9 89 0 16 Oct 2018
Feature Representation Analysis of Deep Convolutional Neural Network using Two-stage Feature Transfer -An Application for Diffuse Lung Disease Classification- Aiga Suzuki H. Sakanashi Shoji Kido Hayaru Shouno MedIm 13 11 0 15 Oct 2018
Cats or CAT scans: transfer learning from natural or medical image source datasets? V. Cheplygina OOD MedIm 30 58 0 12 Oct 2018
Co-Learning Feature Fusion Maps from PET-CT Images of Lung Cancer Ashnil Kumar M. Fulham D. Feng Jinman Kim MedIm 27 165 0 05 Oct 2018
Pre and Post-hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRI Gabriel Maicas A. Bradley Jacinto C. Nascimento Ian Reid G. Carneiro 19 26 0 25 Sep 2018
Computer-Aided Diagnosis of Label-Free 3-D Optical Coherence Microscopy Images of Human Cervical Tissue Yutao Ma Tao Xu Xiaolei Huang Xiaofang Wang Canyu Li ... Baojin Wang Yihong Wang Zhan Zhang Xiaoan Zhang Chao Zhou 19 26 0 17 Sep 2018
Left Ventricle Segmentation and Volume Estimation on Cardiac MRI using Deep Learning Ehab Abdelmaguid Jolene Huang Sanjay Kenchareddy Disha Singla L. Wilke M. H. Nguyen I. Altintas 17 18 0 14 Sep 2018
VPE: Variational Policy Embedding for Transfer Reinforcement Learning Isac Arnekvist Danica Kragic J. A. Stork OffRL 25 37 0 10 Sep 2018
Breast Tumor Segmentation and Shape Classification in Mammograms using Generative Adversarial and Convolutional Neural Network V. Singh Hatem A. Rashwan S. Romaní Farhan Akram Nidhi Pandey ... Adel Saleh M. Arenas Miguel Arquez D. Puig J. Torrents-Barrena MedIm GAN 23 184 0 05 Sep 2018
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach A. Lahiri V. Jain Arnab Kumar Mondal P. Biswas GAN MedIm 38 12 0 05 Sep 2018
An Efficient Approach for Polyps Detection in Endoscopic Videos Based on Faster R-CNN Xi Mo Ke Tao Quan Wang Guanghui Wang 13 73 0 04 Sep 2018
Towards Efficient Convolutional Neural Network for Domain-Specific Applications on FPGA Ruizhe Zhao Ho-Cheung Ng Wayne Luk Xinyu Niu 24 34 0 04 Sep 2018
Image computing for fibre-bundle endomicroscopy: A review A. Perperidis K. Dhaliwal S. Mclaughlin Tom Kamiel Magda Vercauteren 18 69 0 03 Sep 2018
Building medical image classifiers with very limited data using segmentation networks Ken C. L. Wong T. Syeda-Mahmood Mehdi Moradi 24 65 0 15 Aug 2018
Ensemble of Convolutional Neural Networks for Dermoscopic Images Classification Tomás Majtner Buda Bajić Sule YAYILGAN YILDIRIM J. Hardeberg Joakim Lindblad Natasa Sladoje MedIm 13 28 0 15 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 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 34 558 0 13 Aug 2018
Automatic Plaque Detection in IVOCT Pullbacks Using Convolutional Neural Networks N. Gessert Matthias Lutz Markus Heyder S. Latus D. Leistner Youssef S. Abdelwahed Alexander Schlaefer 29 89 0 13 Aug 2018
Do Better ImageNet Models Transfer Better... for Image Recommendation? Felipe del-Rio Pablo Messina Vicente Dominguez Denis Parra 14 5 0 25 Jul 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 14 6,001 0 18 Jul 2018
A Dataset of Laryngeal Endoscopic Images with Comparative Study on Convolution Neural Network Based Semantic Segmentation M. Laves J. Bicker L. Kahrs T. Ortmaier 19 94 0 16 Jul 2018
Convolutional Sparse Kernel Network for Unsupervised Medical Image Analysis Euijoon Ahn Jinman Kim Ashnil Kumar M. Fulham Da-wei Feng 19 2 0 16 Jul 2018
Mammography Dual View Mass Correspondence Shaked Perek Alon Hazan Ella Barkan A. Akselrod-Ballin 11 4 0 02 Jul 2018
Considerations for a PAP Smear Image Analysis System with CNN Features Srishti Gautam K. HarinarayanK. Nirmal Jith A. Sao Arnav V. Bhavsar A. Natarajan 31 33 0 23 Jun 2018
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran M. Reyes GAN MedIm 25 176 0 14 Jun 2018
Quantitative Phase Imaging and Artificial Intelligence: A Review YoungJu Jo Hyungjoon Cho Sang Yun Lee Gunho Choi Geon Kim Hyun-Seok Min Yongkeun Park 32 154 0 06 Jun 2018
Domain Adaptation for MRI Organ Segmentation using Reverse Classification Accuracy V. Valindria I. Lavdas Wenjia Bai Konstantinos Kamnitsas E. Aboagye A. Rockall Daniel Rueckert Ben Glocker OOD 18 21 0 01 Jun 2018
Building Extraction at Scale using Convolutional Neural Network: Mapping of the United States Hsiuhan Lexie Yang Jiangye Yuan D. Lunga M. Laverdiere A. Rose B. Bhaduri 32 175 0 23 May 2018
Deep Learning with Cinematic Rendering: Fine-Tuning Deep Neural Networks Using Photorealistic Medical Images Faisal Mahmood Richard J. Chen S. Sudarsky Daphne Yu Nicholas J. Durr MedIm 21 43 0 22 May 2018
Image Based Fashion Product Recommendation with Deep Learning Hessel Tuinhof C. Pirker Markus Haltmeier VLM 3DH 14 65 0 06 May 2018
Prospects for Theranostics in Neurosurgical Imaging: Empowering Confocal Laser Endomicroscopy Diagnostics via Deep Learning Mohammadhassan Izadyyazdanabadi E. Belykh M. Mooney J. Eschbacher P. Nakaji Yezhou Yang M. Preul 11 36 0 26 Apr 2018
Disentangling Controllable and Uncontrollable Factors of Variation by Interacting with the World Yoshihide Sawada DRL 21 10 0 19 Apr 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis V. Cheplygina Marleen de Bruijne J. Pluim 16 745 0 17 Apr 2018
DeepSigns: A Generic Watermarking Framework for IP Protection of Deep Learning Models B. Rouhani Huili Chen F. Koushanfar 40 48 0 02 Apr 2018
Bridging the Gap Between 2D and 3D Organ Segmentation with Volumetric Fusion Net Yingda Xia Lingxi Xie Fengze Liu Zhuotun Zhu Elliot K. Fishman Alan Yuille 3DPC MedIm 32 37 0 02 Apr 2018
Deep learning and its application to medical image segmentation H. Roth Chen Shen H. Oda M. Oda Y. Hayashi K. Misawa K. Mori MedIm SSeg 48 114 0 23 Mar 2018
A Comprehensive Analysis of Deep Regression Stéphane Lathuilière Pablo Mesejo Xavier Alameda-Pineda Radu Horaud BDL 21 294 0 22 Mar 2018
Using Convolutional Neural Networks for Determining Reticulocyte Percentage in Cats Krunoslav Vinicki Pierluigi Ferrari M. Belic R. Turk 15 19 0 13 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 38 1,547 0 03 Mar 2018
SD-CNN: a Shallow-Deep CNN for Improved Breast Cancer Diagnosis F. Gao Teresa Wu Jing Li B. Zheng L. Ruan Desheng Shang B. Patel 15 164 0 01 Mar 2018
DRUNET: A Dilated-Residual U-Net Deep Learning Network to Digitally Stain Optic Nerve Head Tissues in Optical Coherence Tomography Images S. Devalla Prajwal K R B. K. Sreedhar S. Perera J. Mari ... T. A. Tun N. Strouthidis Tin Aung Alexandre Hoang Thiery M. Girard 11 50 0 01 Mar 2018
Optimize transfer learning for lung diseases in bronchoscopy using a new concept: sequential fine-tuning T. Tan Zhang Li Haixia Liu Ping Liu Wenfang Tang ... Huiming Ying Q. Ouyang Yuling Tang Zheyu Hu Qiang Li LM&MA 13 55 0 10 Feb 2018
Deep learning in radiology: an overview of the concepts and a survey of the state of the art Maciej Mazurowski Mateusz Buda Ashirbani Saha Mustafa R. Bashir MedIm AI4CE 21 429 0 10 Feb 2018
Active, Continual Fine Tuning of Convolutional Neural Networks for Reducing Annotation Efforts Zongwei Zhou Jae Y. Shin S. Gurudu Michael B. Gotway Jianming Liang MedIm 32 10 0 03 Feb 2018
Towards Alzheimer's Disease Classification through Transfer Learning Marcia Hon N. Khan MedIm 31 208 0 29 Nov 2017
Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database Ke Yan Xiaosong Wang Le Lu Ling Zhang Adam P. Harrison M. Bagheri Ronald M. Summers MedIm 34 142 0 28 Nov 2017