V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation

15 June 2016

Fausto Milletari

Nassir Navab

Papers citing "V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation"

48 / 2,398 papers shown

Title
DeepVoting: A Robust and Explainable Deep Network for Semantic Part Detection under Partial Occlusion Zhishuai Zhang Cihang Xie Jianyu Wang Lingxi Xie Alan Yuille 13 9 0 14 Sep 2017
Recurrent Saliency Transformation Network: Incorporating Multi-Stage Visual Cues for Small Organ Segmentation Qihang Yu Lingxi Xie Yan Wang Yuyin Zhou Elliot K. Fishman Alan Yuille MedIm 21 3 0 13 Sep 2017
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation Christian F. Baumgartner Lisa M. Koch Marc Pollefeys E. Konukoglu 22 246 0 13 Sep 2017
NiftyNet: a deep-learning platform for medical imaging Eli Gibson Wenqi Li Carole Sudre Lucas Fidon D. I. Shakir ... Marc Modat D. Barratt Sébastien Ourselin M. Jorge Cardoso Tom Vercauteren 30 526 0 11 Sep 2017
Segmentation and Classification of Cine-MR Images Using Fully Convolutional Networks and Handcrafted Features M. H. Eybposh Mohammad Haghir Ebrahim-Abadi Mohammad Jalilpour-Monesi S. S. Saboksayr 9 4 0 08 Sep 2017
Learning to Segment Breast Biopsy Whole Slide Images Sachin Mehta E. Mercan Jamen Bartlett D. Weaver J. Elmore Linda G. Shapiro MedIm 12 41 0 08 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
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Guotai Wang Wenqi Li Sebastien Ourselin Tom Kamiel Magda Vercauteren 16 479 0 01 Sep 2017
Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI A. Curiale F. D. Colavecchia P. Kaluza R. Isoardi G. Mato 11 22 0 24 Aug 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
Iterative Deep Convolutional Encoder-Decoder Network for Medical Image Segmentation Jung Uk Kim Hak Gu Kim Yong Man Ro SSeg MedIm 8 41 0 11 Aug 2017
Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images J. Wolterink T. Leiner M. Viergever Ivana Isgum 16 111 0 03 Aug 2017
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation Jay Patravali Shubham Jain Sasank Chilamkurthy 3DV 16 114 0 31 Jul 2017
Liver lesion segmentation informed by joint liver segmentation Eugene Vorontsov A. Tang Chris Pal Samuel Kadoury MedIm 18 112 0 24 Jul 2017
Fast, Simple Calcium Imaging Segmentation with Fully Convolutional Networks Aleksander Klibisz Derek C. Rose Matthew R. Eicholtz J. Blundon Stanislav S Zakharenko 32 38 0 19 Jul 2017
Fully Automatic and Real-Time Catheter Segmentation in X-Ray Fluoroscopy P. Ambrosini D. Ruijters W. Niessen A. Moelker T. van Walsum 11 79 0 17 Jul 2017
Improving Deep Pancreas Segmentation in CT and MRI Images via Recurrent Neural Contextual Learning and Direct Loss Function Jinzheng Cai Le Lu Yuanpu Xie Fuyong Xing L. Yang MedIm SSeg 35 132 0 16 Jul 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Kamiel Magda Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 27 2,118 0 11 Jul 2017
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task Wenqi Li Guotai Wang Lucas Fidon Sebastien Ourselin M. Jorge Cardoso Tom Kamiel Magda Vercauteren 3DV 24 337 0 06 Jul 2017
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation Guotai Wang Maria A. Zuluaga Wenqi Li R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 24 405 0 03 Jul 2017
Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks Lucas Fidon Wenqi Li Luis C. García-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Kamiel Magda Vercauteren SSeg 24 149 0 03 Jul 2017
ToolNet: Holistically-Nested Real-Time Segmentation of Robotic Surgical Tools Luis C. García-Peraza-Herrera Wenqi Li Lucas Fidon Caspar Gruijthuijsen A. Devreker ... Jan Deprest E. V. Poorten Danail Stoyanov Tom Kamiel Magda Vercauteren Sebastien Ourselin 19 128 0 25 Jun 2017
Scalable multimodal convolutional networks for brain tumour segmentation Lucas Fidon Wenqi Li Luis C. García-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Kamiel Magda Vercauteren 6 61 0 25 Jun 2017
Deep Supervision for Pancreatic Cyst Segmentation in Abdominal CT Scans Yuyin Zhou Lingxi Xie Elliot K. Fishman Alan Yuille OOD MedIm 8 96 0 22 Jun 2017
Tversky loss function for image segmentation using 3D fully convolutional deep networks S. Salehi Deniz Erdogmus Ali Gholipour MedIm 9 823 0 18 Jun 2017
Superhuman Accuracy on the SNEMI3D Connectomics Challenge Kisuk Lee J. Zung Peter H. Li Viren Jain H. S. Seung 3DV 17 266 0 31 May 2017
Extracting 3D Vascular Structures from Microscopy Images using Convolutional Recurrent Networks Russell Bates B. Irving B. Markelc Jakob Kaeppler R. Muschel Vicente Grau J. Schnabel MedIm 17 20 0 26 May 2017
Deep Learning for Lung Cancer Detection: Tackling the Kaggle Data Science Bowl 2017 Challenge Kingsley Kuan Mathieu Ravaut Gaurav Manek Huiling Chen Jie Lin Babar Nazir Cen Chen T. C. Howe Zengfeng Zeng V. Chandrasekhar MedIm 23 87 0 26 May 2017
Automatic Vertebra Labeling in Large-Scale 3D CT using Deep Image-to-Image Network with Message Passing and Sparsity Regularization Dong Yang T. Xiong Daguang Xu Qiangui Huang David Liu ... Mingqing Chen T. Tran S. Chin Dimitris N. Metaxas Dorin Comaniciu 22 106 0 17 May 2017
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks Hao Dong Guang Yang Fangde Liu Yuanhan Mo Yike Guo 14 722 0 10 May 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
Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method Xiao Han MedIm 47 155 0 24 Apr 2017
Hierarchical 3D fully convolutional networks for multi-organ segmentation H. Roth H. Oda Y. Hayashi M. Oda N. Shimizu M. Fujiwara K. Misawa K. Mori 13 124 0 21 Apr 2017
Segmentation of the Proximal Femur from MR Images using Deep Convolutional Neural Networks Cem M. Deniz Siyuan Xiang S. Hallyburton A. Welbeck James S. Babb S. Honig Kyunghyun Cho G. Chang 18 147 0 20 Apr 2017
ReLayNet: Retinal Layer and Fluid Segmentation of Macular Optical Coherence Tomography using Fully Convolutional Network Abhijit Guha Roy Sailesh Conjeti S. Karri Debdoot Sheet A. Katouzian Christian Wachinger Nassir Navab MedIm 38 530 0 07 Apr 2017
Semi-Supervised Deep Learning for Fully Convolutional Networks Christoph Baur Shadi Albarqouni Nassir Navab SSL 21 124 0 17 Mar 2017
Fully Convolutional Neural Networks to Detect Clinical Dermoscopic Features J. Kawahara Ghassan Hamarneh MedIm 8 59 0 14 Mar 2017
Globally Optimal Gradient Descent for a ConvNet with Gaussian Inputs Alon Brutzkus Amir Globerson MLT 8 313 0 26 Feb 2017
Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks P. Christ Florian Ettlinger Felix Grün M. Elshaer Jana Lipkova ... Julian Holch Wieland Sommer R. Braren V. Heinemann Bjoern H. Menze MedIm 31 327 0 20 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 316 10,621 0 19 Feb 2017
Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation M. Drozdzal Gabriel Chartrand Eugene Vorontsov Lisa Di-Jorio A. Tang Adriana Romero Yoshua Bengio C. Pal Samuel Kadoury MedIm 12 218 0 16 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
CNN-based Segmentation of Medical Imaging Data Baris Kayalibay Grady Jensen Patrick van der Smagt SSeg 33 413 0 11 Jan 2017
A Fixed-Point Model for Pancreas Segmentation in Abdominal CT Scans Yuyin Zhou Lingxi Xie Wei Shen Yan Wang Elliot K. Fishman Alan Yuille MedIm 41 36 0 25 Dec 2016
3D Fully Convolutional Network for Vehicle Detection in Point Cloud Bo Li 3DPC 16 460 0 24 Nov 2016
OctNet: Learning Deep 3D Representations at High Resolutions Gernot Riegler Ali O. Ulusoy Andreas Geiger 3DV 3DPC 25 1,472 0 15 Nov 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 35 1,035 0 14 Aug 2016
Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound Fausto Milletari Seyed-Ahmad Ahmadi Christine Kroll A. Plate Verena E. Rozanski ... J. Levin O. Dietrich B. Ertl-Wagner K. Boetzel Nassir Navab 200 363 0 26 Jan 2016