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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Title
DFUNet: Convolutional Neural Networks for Diabetic Foot Ulcer Classification Manu Goyal N. Reeves A. K. Davison S. Rajbhandari Jennifer Spragg Moi Hoon Yap 19 188 0 28 Nov 2017
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning T. Ross David Zimmerer A. Vemuri Fabian Isensee Manuel Wiesenfarth ... H. Kenngott Stefanie Speidel Annette Kopp-Schneider Klaus Maier-Hein Lena Maier-Hein MedIm SSL 28 130 0 27 Nov 2017
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training Faisal Mahmood Richard J. Chen Nicholas J. Durr OOD MedIm 21 228 0 17 Nov 2017
Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy Faisal Mahmood Nicholas J. Durr MedIm 35 142 0 30 Oct 2017
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 41 686 0 11 Oct 2017
Convolutional Neural Networks for Histopathology Image Classification: Training vs. Using Pre-Trained Networks Brady Kieffer Morteza Babaie Shivam Kalra H. R. Tizhoosh 6 124 0 11 Oct 2017
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes Xiaomeng Li Hao Chen Xiaojuan Qi Qi Dou Chi-Wing Fu Pheng Ann Heng 36 101 0 21 Sep 2017
Convolutional Neural Networks: Ensemble Modeling, Fine-Tuning and Unsupervised Semantic Localization for Intraoperative CLE Images Mohammadhassan Izadyyazdanabadi E. Belykh M. Mooney N. Martirosyan J. Eschbacher P. Nakaji M. Preul Yezhou Yang 13 31 0 10 Sep 2017
Medical Image Analysis using Convolutional Neural Networks: A Review Syed Muhammad Anwar Muhammad Majid A. Qayyum Muhammad Awais M. Alnowami Muhammad Khurram Khan MedIm 8 1,036 0 04 Sep 2017
Recent Advances in the Applications of Convolutional Neural Networks to Medical Image Contour Detection Zizhao Zhang Fuyong Xing H. Su Xiaoshuang Shi L. Yang AAML 38 13 0 24 Aug 2017
Modality-bridge Transfer Learning for Medical Image Classification Hak Gu Kim Yeoreum Choi Yong Man Ro MedIm 11 31 0 10 Aug 2017
Learning-based Image Enhancement for Visual Odometry in Challenging HDR Environments Ruben Gomez-Ojeda Zichao Zhang Javier González Jiménez Davide Scaramuzza 19 51 0 05 Jul 2017
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data Abhijit Guha Roy Sailesh Conjeti Debdoot Sheet A. Katouzian Nassir Navab Christian Wachinger 19 97 0 02 May 2017
Understanding the Mechanisms of Deep Transfer Learning for Medical Images Hariharan Ravishankar Prasad Sudhakar Rahul Venkataramani S. Thiruvenkadam Pavan Annangi N.Hari Babu V. Vaidya MedIm 19 181 0 20 Apr 2017
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation Mohsen Ghafoorian Alireza Mehrtash Tina Kapur N. Karssemeijer E. Marchiori ... Bram van Ginneken Andrey Fedorov Purang Abolmaesumi B. Platel W. Wells MedIm OOD 16 328 0 25 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 334 10,621 0 19 Feb 2017
Comparison of machine learning methods for classifying mediastinal lymph node metastasis of non-small cell lung cancer from 18F-FDG PET/CT images Hongkai Wang Zongwei Zhou Yingci Li Zhonghua Chen Peiou Lu Wenzhi Wang Wanyu Liu Lijuan Yu 8 197 0 07 Feb 2017
Development of JavaScript-based deep learning platform and application to distributed training Masatoshi Hidaka K. Miura Tatsuya Harada 6 3 0 07 Feb 2017
Spatial Aggregation of Holistically-Nested Convolutional Neural Networks for Automated Pancreas Localization and Segmentation H. Roth Le Lu Nathan S. Lay Adam P. Harrison A. Farag Andrew Sohn Ronald M. Summers 31 285 0 31 Jan 2017
Multi-source Transfer Learning with Convolutional Neural Networks for Lung Pattern Analysis Stergios Christodoulidis M. Anthimopoulos L. Ebner Andreas Christe S. Mougiakakou 8 133 0 08 Dec 2016
Towards Automated Melanoma Screening: Exploring Transfer Learning Schemes Afonso Menegola Michel Fornaciali Ramon Pires Sandra Avila Eduardo Valle MedIm 196 43 0 05 Sep 2016
Deep learning trends for focal brain pathology segmentation in MRI Mohammad Havaei N. Guizard Hugo Larochelle Pierre-Marc Jodoin OOD 19 83 0 18 Jul 2016
Iterative Multi-domain Regularized Deep Learning for Anatomical Structure Detection and Segmentation from Ultrasound Images Hao Chen Yefeng Zheng Jin-Hyeong Park Pheng-Ann Heng S. Kevin Zhou 19 104 0 07 Jul 2016