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"

50 / 2,423 papers shown

Title
On the influence of Dice loss function in multi-class organ segmentation of abdominal CT using 3D fully convolutional networks Chen Shen H. Roth H. Oda M. Oda Y. Hayashi K. Misawa K. Mori 3DPC SSeg 82 47 0 18 Jan 2018
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers Mahendra Khened Alex Varghese Ganapathy Krishnamurthi 70 314 0 16 Jan 2018
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of Neuroanatomy Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger 91 229 0 12 Jan 2018
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation Min Xian Yingtao Zhang H. Cheng Fei Xu Kuan Huang Boyu Zhang Jianrui Ding C. Ning Ying Wang 69 62 0 09 Jan 2018
Brain Tumor Segmentation Based on Refined Fully Convolutional Neural Networks with A Hierarchical Dice Loss Jiachi Zhang Xiaolei Shen Tianqi Zhuo Hong Zhou 161 39 0 25 Dec 2017
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning Yang Nan Gianmarc Coppola Q. Liang Kunlin Zou Wei Sun Dan Zhang Yaonan Wang Guanzhen Yu 28 7 0 20 Dec 2017
Automatic Renal Segmentation in DCE-MRI using Convolutional Neural Networks M. Haghighi Simon K. Warfield Sila Kurugol MedIm 64 36 0 19 Dec 2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network E. Bonmati Yipeng Hu Nikhil Sindhwani H. Dietz Jan D'hooge D. Barratt Jan Deprest Tom Vercauteren 35 31 0 18 Dec 2017
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation Jose Dolz Christian Desrosiers Li Wang Jing Yuan Dinggang Shen Ismail Ben Ayed 3DV 93 113 0 14 Dec 2017
Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review J. Bernal Kaisar Kushibar Daniel S. Asfaw Sergi Valverde A. Oliver Robert Martí Xavier Llado 78 353 0 11 Dec 2017
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation Zhuotun Zhu Yingda Xia Wei-Che Shen Elliot K. Fishman Alan Yuille 90 135 0 01 Dec 2017
Segmenting Brain Tumors with Symmetry Hejia Zhang Xia Zhu Theodore L. Willke 44 10 0 17 Nov 2017
Towards dense volumetric pancreas segmentation in CT using 3D fully convolutional networks H. Roth M. Oda N. Shimizu H. Oda Y. Hayashi T. Kitasaka M. Fujiwara K. Misawa K. Mori MedIm 56 45 0 17 Nov 2017
Squeeze-SegNet: A new fast Deep Convolutional Neural Network for Semantic Segmentation Géraldin Nanfack Azeddine Elhassouny Rachid Oulad Haj Thami SSeg 137 23 0 15 Nov 2017
EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies Redouane Lguensat Miao Sun Ronan Fablet E. Mason P. Tandeo Ge Chen 107 145 0 10 Nov 2017
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation Min Tang Zichen Zhang Dana Cobzas Martin Jägersand Jacob L. Jaremko 63 22 0 31 Oct 2017
Regularization for Deep Learning: A Taxonomy J. Kukačka Vladimir Golkov Daniel Cremers 96 336 0 29 Oct 2017
Learning to diagnose from scratch by exploiting dependencies among labels L. Yao Eric Poblenz Dmitry Dagunts Ben Covington D. Bernard Kevin Lyman 83 336 0 28 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 Vercauteren 102 692 0 11 Oct 2017
A Multiscale Patch Based Convolutional Network for Brain Tumor Segmentation J. Stawiaski 42 8 0 06 Oct 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 65 115 0 02 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 67 27 0 27 Sep 2017
A feasibility study for predicting optimal radiation therapy dose distributions of prostate cancer patients from patient anatomy using deep learning D. Nguyen T. Long X. Jia W. Lu X. Gu Zohaib Iqbal Steve B. Jiang 72 47 0 26 Sep 2017
When is a Convolutional Filter Easy To Learn? S. Du Jason D. Lee Yuandong Tian MLT 62 130 0 18 Sep 2017
Cystoid macular edema segmentation of Optical Coherence Tomography images using fully convolutional neural networks and fully connected CRFs Fangliang Bai M. Marques S. Gibson MedIm 33 11 0 15 Sep 2017
DeepVoting: A Robust and Explainable Deep Network for Semantic Part Detection under Partial Occlusion Zhishuai Zhang Cihang Xie Jianyu Wang Lingxi Xie Alan Yuille 78 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 35 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 74 247 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 100 549 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 16 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 67 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 96 1,052 0 04 Sep 2017
Automatic Brain Tumor Segmentation using Cascaded Anisotropic Convolutional Neural Networks Guotai Wang Wenqi Li Sebastien Ourselin Tom Vercauteren 80 482 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 52 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 Ling Yang AAML 46 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 31 42 0 11 Aug 2017
Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images J. Wolterink T. Leiner M. Viergever Ivana Isgum 84 112 0 03 Aug 2017
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation Jay Patravali Shubham Jain Sasank Chilamkurthy 3DV 65 116 0 31 Jul 2017
Liver lesion segmentation informed by joint liver segmentation Eugene Vorontsov A. Tang Chris Pal Samuel Kadoury MedIm 66 116 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 65 37 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 46 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 Ling Yang MedIm SSeg 83 132 0 16 Jul 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 145 2,158 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 Vercauteren 3DV 111 339 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 Vercauteren 97 411 0 03 Jul 2017
Generalised Wasserstein Dice Score for Imbalanced Multi-class Segmentation using Holistic Convolutional Networks Lucas Fidon Wenqi Li Luis C. Garcia-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Vercauteren SSeg 125 149 0 03 Jul 2017
ToolNet: Holistically-Nested Real-Time Segmentation of Robotic Surgical Tools Luis C. Garcia-Peraza-Herrera Wenqi Li Lucas Fidon Caspar Gruijthuijsen A. Devreker ... Jan Deprest E. V. Poorten Danail Stoyanov Tom Vercauteren Sebastien Ourselin 71 130 0 25 Jun 2017
Scalable multimodal convolutional networks for brain tumour segmentation Lucas Fidon Wenqi Li Luis C. Garcia-Peraza-Herrera J. Ekanayake N. Kitchen Sebastien Ourselin Tom Vercauteren 83 62 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 60 96 0 22 Jun 2017
Tversky loss function for image segmentation using 3D fully convolutional deep networks S. Salehi Deniz Erdogmus Ali Gholipour MedIm 76 841 0 18 Jun 2017