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
The impact of patient clinical information on automated skin cancer detection André G. C. Pacheco R. Krohling 11 154 0 16 Sep 2019
Skin cancer detection based on deep learning and entropy to detect outlier samples André G. C. Pacheco Abder-Rahman Ali Thomas Trappenberg 31 43 0 10 Sep 2019
Intensity augmentation for domain transfer of whole breast segmentation in MRI L. Hesse Grey Kuling M. Veta Anne L. Martel 17 5 0 05 Sep 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 27 26 0 01 Sep 2019
DFPENet-geology: A Deep Learning Framework for High Precision Recognition and Segmentation of Co-seismic Landslides Qingsong Xu Chaojun Ouyang Tianhai Jiang Xuanmei Fan Duoxiang Cheng AI4CE 11 13 0 28 Aug 2019
Transfer Learning from Partial Annotations for Whole Brain Segmentation Chengliang Dai Yuanhan Mo Elsa D. Angelini Yike Guo Wenjia Bai MedIm 21 18 0 28 Aug 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 33 751 0 27 Aug 2019
Feature Learning to Automatically Assess Radiographic Knee Osteoarthritis Severity Joseph Antony Kevin McGuinness Kieran Moran Noel E. O'Connor 6 7 0 23 Aug 2019
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Zongwei Zhou V. Sodha M. R. Siddiquee Ruibin Feng Nima Tajbakhsh Michael B. Gotway Jianming Liang MedIm 9 301 0 19 Aug 2019
Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization M. R. Siddiquee Zongwei Zhou Nima Tajbakhsh Ruibin Feng Michael B. Gotway Yoshua Bengio Jianming Liang GAN MedIm 22 91 0 16 Aug 2019
Knee menisci segmentation and relaxometry of 3D ultrashort echo time (UTE) cones MR imaging using attention U-Net with transfer learning Michal Byra Mei Wu Xiaodong Zhang H. Jang Yajun Ma Eric Chang Sameer Shah Jiang Du 6 0 0 05 Aug 2019
A Survey on Deep Learning of Small Sample in Biomedical Image Analysis Pengyi Zhang Yunxin Zhong Yulin Deng Xiaoying Tang Xiaoqiong Li 22 32 0 01 Aug 2019
Multimodal Fusion with Deep Neural Networks for Audio-Video Emotion Recognition Juan D. S. Ortega Mohammed Senoussaoui Eric Granger M. Pedersoli P. Cardinal Alessandro Lameiras Koerich 6 55 0 06 Jul 2019
Multi-Instance Multi-Scale CNN for Medical Image Classification Shaohua Li Yong Liu Xiuchao Sui Cheng Chen Gabriel Tjio Daniel Ting Rick Siow Mong Goh 16 49 0 04 Jul 2019
Automatic Colon Polyp Detection using Region based Deep CNN and Post Learning Approaches Younghak Shin H. Qadir Lars Aabakken Jacob Bergsland I. Balasingham 12 168 0 27 Jun 2019
CNN-based Survival Model for Pancreatic Ductal Adenocarcinoma in Medical Imaging Yucheng Zhang Edrise M. Lobo-Mueller P. Karanicolas S. Gallinger M. Haider Farzad Khalvati MedIm 16 68 0 25 Jun 2019
A CNN-Based Super-Resolution Technique for Active Fire Detection on Sentinel-2 Data M. Gargiulo Domenico A. G. DellÁglio A. Iodice D. Riccio G. Ruello 14 21 0 25 Jun 2019
An image-driven machine learning approach to kinetic modeling of a discontinuous precipitation reaction E. Kautz Wufei Ma S. Jana A. Devaraj V. Joshi B. Yener D. Lewis 9 21 0 13 Jun 2019
GANPOP: Generative Adversarial Network Prediction of Optical Properties from Single Snapshot Wide-field Images Mason T. Chen Faisal Mahmood Jordan A. Sweer Nicholas J. Durr 26 32 0 12 Jun 2019
AI-Skin : Skin Disease Recognition based on Self-learning and Wide Data Collection through a Closed Loop Framework Min Chen Ping Zhou Di Wu Long Hu Mohammad Mehedi Hassan Atif Alamri 19 67 0 05 Jun 2019
Transfer Learning with intelligent training data selection for prediction of Alzheimer's Disease N. Khan Marcia Hon Nabila Abraham 14 128 0 04 Jun 2019
Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images N. Gessert M. Bengs L. Wittig D. Drömann T. Keck Alexander Schlaefer D. Ellebrecht 32 31 0 20 May 2019
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss Weighting N. Gessert T. Sentker F. Madesta Rüdiger Schmitz H. Kniep Ivo M. Baltruschat R. Werner Alexander Schlaefer 11 118 0 07 May 2019
Informative sample generation using class aware generative adversarial networks for classification of chest Xrays Behzad Bozorgtabar Dwarikanath Mahapatra Hendrik von Teng Alexander Pollinger L. Ebner Jean-Phillipe Thiran M. Reyes MedIm GAN 18 33 0 24 Apr 2019
Computer-aided diagnosis in histopathological images of the endometrium using a convolutional neural network and attention mechanisms Hao Sun Xianxu Zeng Tao Xu G. Peng Yutao Ma 37 90 0 24 Apr 2019
Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation Fabian Eitel Emily Soehler J. Bellmann-Strobl A. Brandt K. Ruprecht ... M. Weygandt J. Haynes M. Scheel Friedemann Paul K. Ritter 27 131 0 18 Apr 2019
Automatic Pulmonary Nodule Detection in CT Scans Using Convolutional Neural Networks Based on Maximum Intensity Projection S. Zheng Jiapan Guo Xiaonan Cui Raymond N. J. Veldhuis M. Oudkerk P. V. van Ooijen 7 119 0 11 Apr 2019
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal Images Taibou Birgui Sekou Moncef Hidane Julien Olivier H. Cardot MedIm 6 33 0 08 Apr 2019
Thickened 2D Networks for Efficient 3D Medical Image Segmentation Qihang Yu Yingda Xia Lingxi Xie Elliot K. Fishman Alan Yuille 3DPC MedIm 33 29 0 02 Apr 2019
Med3D: Transfer Learning for 3D Medical Image Analysis Sihong Chen Kai Ma Yefeng Zheng MedIm 18 449 0 01 Apr 2019
CNN-based Prostate Zonal Segmentation on T2-weighted MR Images: A Cross-dataset Study L. Rundo Changhee Han Jin Zhang Ryuichiro Hataya Yudai Nagano ... A. Tangherloni M. Gilardi Salvatore Vitabile Hideki Nakayama G. Mauri 22 31 0 29 Mar 2019
A Deep Dive into Understanding Tumor Foci Classification using Multiparametric MRI Based on Convolutional Neural Network Weiwei Zong Joon-Young Lee Chang Liu Eric N Carver A. Feldman ... Milan Pantelic D. Hearshen I. Chetty B. Movsas Ning Wen 26 12 0 29 Mar 2019
On evaluating CNN representations for low resource medical image classification Taruna Agrawal Rahul Gupta Shrikanth Narayanan 16 20 0 26 Mar 2019
Multiscale CNN based Deep Metric Learning for Bioacoustic Classification: Overcoming Training Data Scarcity Using Dynamic Triplet Loss Anshul Thakur Daksh Thapar Padmanabhan Rajan A. Nigam 24 36 0 26 Mar 2019
Enhanced Transfer Learning with ImageNet Trained Classification Layer Tasfia Shermin S. Teng Manzur Murshed Guojun Lu Ferdous Sohel Manoranjan Paul 19 1 0 25 Mar 2019
Deep Radiomics for Brain Tumor Detection and Classification from Multi-Sequence MRI Subhashis Banerjee Sushmita Mitra F. Masulli S. Rovetta MedIm 12 41 0 21 Mar 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 19 122 0 28 Feb 2019
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet Meiyu Li Hailiang Tang M. Chan Xiaobo Zhou Xiaohua Qian MedIm AI4CE 28 51 0 16 Feb 2019
Machine Learning on Biomedical Images: Interactive Learning, Transfer Learning, Class Imbalance, and Beyond N. Khan Nabila Abraham L. Guan 14 15 0 13 Feb 2019
Colorectal Cancer Outcome Prediction from H&E Whole Slide Images using Machine Learning and Automatically Inferred Phenotype Profiles Xingzhi Yue Neofytos Dimitriou Ognjen Arandjelovic 6 41 0 10 Feb 2019
Deep Learning for Bridge Load Capacity Estimation in Post-Disaster and -Conflict Zones Arya Pamuncak Weisi Guo Ahmed Soliman Khaled Irwanda Laory 9 11 0 05 Feb 2019
Surrogate Supervision for Medical Image Analysis: Effective Deep Learning From Limited Quantities of Labeled Data Nima Tajbakhsh Yufei Hu Junli Cao Xingjian Yan Yi Xiao Yong Lu Jianming Liang Demetri Terzopoulos Xiaowei Ding 25 77 0 25 Jan 2019
Evolving the pulmonary nodules diagnosis from classical approaches to deep learning aided decision support: three decades development course and future prospect Bo Liu Wenhao Chi Xinran Li Peng Li W. Liang Haiping Liu Wei Wang Jianxing He 16 69 0 23 Jan 2019
CSGAN: Cyclic-Synthesized Generative Adversarial Networks for Image-to-Image Transformation Kancharagunta Kishan Babu S. Dubey GAN 32 56 0 11 Jan 2019
Low Latency Privacy Preserving Inference Alon Brutzkus Oren Elisha Ran Gilad-Bachrach FedML 21 229 0 27 Dec 2018
Fully Automatic Segmentation of Sublingual Veins from Retrained U-Net Model for Few Near Infrared Images Tingxiao Yang Yuichiro Yoshimura Akira Morita T. Namiki T. Nakaguchi 18 4 0 22 Dec 2018
TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set Moran Rubin Omer Stein N. Turko Y. Nygate Darina Roitshtain Lidor Karako I. Barnea Raja Giryes N. Shaked MedIm GAN 20 3 0 17 Dec 2018
SUSAN: Segment Unannotated image Structure using Adversarial Network Fang Liu GAN MedIm 42 56 0 03 Dec 2018
Elastic Boundary Projection for 3D Medical Image Segmentation Tianwei Ni Lingxi Xie Huangjie Zheng Elliot K. Fishman Alan Yuille 27 34 0 03 Dec 2018
A multi-task deep learning model for the classification of Age-related Macular Degeneration Qingyu Chen Yifan Peng T. Keenan S. Dharssi Elvira Agrón W. Wong E. Chew Zhiyong Lu BDL MedIm 29 45 0 02 Dec 2018