A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

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Title
Tumor Delineation For Brain Radiosurgery by a ConvNet and Non-Uniform Patch Generation Egor Krivov V. Kostjuchenko A. Dalechina B. Shirokikh Gleb Makarchuk A. Denisenko A. Golanov Mikhail Belyaev MedIm 16 5 0 01 Aug 2018
MoCoNet: Motion Correction in 3D MPRAGE images using a Convolutional Neural Network approach Kamlesh Pawar Zhaolin Chen N. Shah Gary F. Egan 16 20 0 29 Jul 2018
Combining Heterogeneously Labeled Datasets For Training Segmentation Networks J. Kemnitz Christian F. Baumgartner W. Wirth F. Eckstein Sebastian K. Eder E. Konukoglu 22 8 0 24 Jul 2018
Iterative Interaction Training for Segmentation Editing Networks G. Bredell C. Tanner E. Konukoglu 9 32 0 23 Jul 2018
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net Yue Zhang Wanli Chen Yifan Chen Xiaoying Tang 19 9 0 21 Jul 2018
PhaseStain: Digital staining of label-free quantitative phase microscopy images using deep learning Y. Rivenson Tairan Liu Zhensong Wei Yibo Zhang Aydogan Ozcan 11 322 0 20 Jul 2018
Capsule Networks against Medical Imaging Data Challenges Amelia Jiménez-Sánchez Shadi Albarqouni Diana Mateus MedIm 8 83 0 19 Jul 2018
3D Inception-based CNN with sMRI and MD-DTI data fusion for Alzheimer's Disease diagnostics A. Khvostikov Karim Aderghal A. Krylov G. Catheline J. Benois-Pineau MedIm 6 28 0 17 Jul 2018
Longitudinal detection of radiological abnormalities with time-modulated LSTM Ruggiero Santeramo S. Withey Giovanni Montana 25 33 0 16 Jul 2018
Uncertainty and Interpretability in Convolutional Neural Networks for Semantic Segmentation of Colorectal Polyps Kristoffer Wickstrøm Michael C. Kampffmeyer Robert Jenssen UQCV 17 77 0 16 Jul 2018
Image Classification for Arabic: Assessing the Accuracy of Direct English to Arabic Translations Abdulkareem Alsudais VLM 25 4 0 13 Jul 2018
Deep semi-supervised segmentation with weight-averaged consistency targets C. Perone Julien Cohen-Adad OOD 19 72 0 12 Jul 2018
Temporal Convolution Networks for Real-Time Abdominal Fetal Aorta Analysis with Ultrasound N. Savioli S. Visentin E. Cosmi Enrico Grisan P. Lamata Giovanni Montana MedIm 19 1 0 11 Jul 2018
ChestNet: A Deep Neural Network for Classification of Thoracic Diseases on Chest Radiography Hongyu Wang Yong-quan Xia 26 106 0 09 Jul 2018
A Weakly Supervised Adaptive DenseNet for Classifying Thoracic Diseases and Identifying Abnormalities Bo Zhou Yuemeng Li Jiangcong Wang MedIm 20 26 0 03 Jul 2018
Sample Efficient Semantic Segmentation using Rotation Equivariant Convolutional Networks J. Linmans Jim Winkens Bastiaan S. Veeling Taco S. Cohen Max Welling MedIm 21 24 0 02 Jul 2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality Terrance Devries Graham W. Taylor UQCV 20 114 0 02 Jul 2018
Leveraging Disease Progression Learning for Medical Image Recognition Qicheng Lao T. Fevens Boyu Wang MedIm 11 1 0 26 Jun 2018
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT Per Welander Simon Karlsson Anders Eklund GAN MedIm 14 103 0 20 Jun 2018
Transfer Learning with Human Corneal Tissues: An Analysis of Optimal Cut-Off Layer Nadezhda Prodanova Johannes Stegmaier S. Allgeier S. Bohn O. Stachs B. Köhler Ralf Mikut A. Bartschat OOD MedIm 17 4 0 19 Jun 2018
Deconvolving convolution neural network for cell detection S. Raza K. AbdulJabbar M. Jamal-Hanjani S. Veeriah J. L. Quesne C. Swanton Yinyin Yuan 9 10 0 18 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 14 537 0 17 Jun 2018
Hierarchical interpretations for neural network predictions Chandan Singh W. James Murdoch Bin Yu 31 145 0 14 Jun 2018
Automated Performance Assessment in Transoesophageal Echocardiography with Convolutional Neural Networks E. Mazomenos Kamakshi Bansal B. Martin Andrew Smith S. Wright Danail Stoyanov 19 6 0 13 Jun 2018
Fully Convolutional Network for Melanoma Diagnostics Adon Phillips I. Teo J. Lang MedIm 11 2 0 12 Jun 2018
Rotation Equivariant CNNs for Digital Pathology Bastiaan S. Veeling J. Linmans Jim Winkens Taco S. Cohen Max Welling 17 564 0 08 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
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images S. Graham Hao Chen Jevgenij Gamper Qi Dou Pheng-Ann Heng David R. J. Snead Yee Wah Tsang Nasir M. Rajpoot MedIm 19 301 0 05 Jun 2018
CFCM: Segmentation via Coarse to Fine Context Memory Fausto Milletari Nicola Rieke Maximilian Baust M. Esposito Nassir Navab 31 48 0 04 Jun 2018
Deep Multi-Structural Shape Analysis: Application to Neuroanatomy B. Gutiérrez-Becker Christian Wachinger 3DPC 11 20 0 04 Jun 2018
Respond-CAM: Analyzing Deep Models for 3D Imaging Data by Visualizations Guannan Zhao Bo Zhou Kaiwen Wang Rui Jiang Min Xu FAtt MedIm 12 48 0 31 May 2018
Modeling 4D fMRI Data via Spatio-Temporal Convolutional Neural Networks (ST-CNN) Yu Zhao Xiang Li Wei Zhang Shijie Zhao Milad Makkie Mo Zhang Quanzheng Li Tianming Liu 6 50 0 31 May 2018
The Actor Search Tree Critic (ASTC) for Off-Policy POMDP Learning in Medical Decision Making Luchen Li Matthieu Komorowski Aldo A. Faisal CML OffRL 6 19 0 29 May 2018
Robust Tumor Localization with Pyramid Grad-CAM Sungmin Lee Jangho Lee Jungbeom Lee Chul-Kee Park Sungroh Yoon MedIm 13 31 0 29 May 2018
Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks Jose Dolz Xiaopan Xu Jérôme Rony Jing Yuan Yang Liu Eric Granger Christian Desrosiers Xi Zhang Ismail Ben Ayed Hongbing Lu MedIm 20 80 0 28 May 2018
Conditional Generative Adversarial and Convolutional Networks for X-ray Breast Mass Segmentation and Shape Classification V. Singh S. Romaní Hatem A. Rashwan Farhan Akram Nidhi Pandey ... Saddam Abdulwahab Adel Saleh Miguel Arquez M. Arenas D. Puig GAN MedIm 17 46 0 25 May 2018
The Roles of Supervised Machine Learning in Systems Neuroscience Joshua I. Glaser Ari S. Benjamin Roozbeh Farhoodi Konrad Paul Kording 18 114 0 21 May 2018
Automatic segmentation of the spinal cord and intramedullary multiple sclerosis lesions with convolutional neural networks C. Gros B. Leener A. Badji J. Maranzano Dominique Eden ... J. Doyon T. Shepherd Erik Charlson S. Narayanan Julien Cohen-Adad 33 215 0 16 May 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 27 239 0 12 May 2018
Combo Loss: Handling Input and Output Imbalance in Multi-Organ Segmentation Saeid Asgari Taghanaki Yefeng Zheng S. Kevin Zhou Bogdan Georgescu Puneet Sharma Daguang Xu Dorin Comaniciu Ghassan Hamarneh 18 328 0 08 May 2018
Unsupervised learning for concept detection in medical images: a comparative analysis Eduardo Pinho C. Costa SSL 17 11 0 04 May 2018
Hybrid Forests for Left Ventricle Segmentation using only the first slice label Ismaël Koné L. Boulmane 6 2 0 30 Apr 2018
PANDA: Facilitating Usable AI Development Jinyang Gao Wei Wang Meihui Zhang Gang Chen H. V. Jagadish Guoliang Li Teck Khim Ng Beng Chin Ooi Sheng Wang Jingren Zhou 22 4 0 26 Apr 2018
Automated Mouse Organ Segmentation: A Deep Learning Based Solution N. Ashish M. Brusniak 24 2 0 24 Apr 2018
One-Shot Learning using Mixture of Variational Autoencoders: a Generalization Learning approach Decebal Constantin Mocanu Elena Mocanu BDL VLM DRL 11 18 0 18 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
Attention-Gated Networks for Improving Ultrasound Scan Plane Detection Jo Schlemper Ozan Oktay Liang Chen Jacqueline Matthew C. Knight Bernhard Kainz Ben Glocker Daniel Rueckert 16 92 0 15 Apr 2018
$All-Optical Machine Learning Using Diffractive Deep Neural Networks$ All-Optical Machine Learning Using Diffractive Deep Neural Networks Xing Lin Y. Rivenson N. Yardimci Muhammed Veli Mona Jarrahi Aydogan Ozcan 76 1,628 0 14 Apr 2018
Convolutional Neural Networks for Skull-stripping in Brain MR Imaging using Consensus-based Silver standard Masks Oeslle Lucena R. Souza Letícia Rittner Richard Frayne R. Lotufo 6 3 0 13 Apr 2018
Iterative fully convolutional neural networks for automatic vertebra segmentation and identification Nikolas Lessmann Bram van Ginneken P. A. Jong Ivana Išgum 11 212 0 12 Apr 2018