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 / 2,398 papers shown

Title
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection Seyed Raein Hashemi Seyed Sadegh Mohseni Salehi Deniz Erdogmus S. Prabhu Simon K. Warfield Ali Gholipour MedIm 16 163 0 28 Mar 2018
DeepVesselNet: Vessel Segmentation, Centerline Prediction, and Bifurcation Detection in 3-D Angiographic Volumes Giles Tetteh Velizar Efremov Nils D. Forkert Matthias Schneider Jan Kirschke B. Weber C. Zimmer Marie Piraud Bjoern H. Menze MedIm 3DPC 28 211 0 25 Mar 2018
Deep learning and its application to medical image segmentation H. Roth Chen Shen H. Oda M. Oda Y. Hayashi K. Misawa K. Mori MedIm SSeg 48 114 0 23 Mar 2018
DeepDRR -- A Catalyst for Machine Learning in Fluoroscopy-guided Procedures Mathias Unberath Jan-Nico Zaech Sing Chun Lee Bastian Bier J. Fotouhi Mehran Armand Nassir Navab MedIm OOD 15 110 0 22 Mar 2018
Weakly Supervised Medical Diagnosis and Localization from Multiple Resolutions L. Yao Jordan Prosky Eric Poblenz Ben Covington Kevin Lyman 26 121 0 21 Mar 2018
TOMAAT: volumetric medical image analysis as a cloud service Fausto Milletari Johann Frei Seyed-Ahmad Ahmadi 6 5 0 19 Mar 2018
Semantic Segmentation of Pathological Lung Tissue with Dilated Fully Convolutional Networks M. Anthimopoulos Stergios Christodoulidis L. Ebner Thomas Geiser Andreas Christe S. Mougiakakou 14 113 0 16 Mar 2018
Deep Adaptive Attention for Joint Facial Action Unit Detection and Face Alignment Zhiwen Shao Zhilei Liu Jianfei Cai Lizhuang Ma CVBM 13 175 0 15 Mar 2018
An application of cascaded 3D fully convolutional networks for medical image segmentation H. Roth H. Oda Xiangrong Zhou N. Shimizu Ying Yang Y. Hayashi M. Oda M. Fujiwara K. Misawa K. Mori 14 273 0 14 Mar 2018
A Deep Learning Approach for Pose Estimation from Volumetric OCT Data N. Gessert M. Schlüter Alexander Schlaefer 17 30 0 10 Mar 2018
Fusing Hierarchical Convolutional Features for Human Body Segmentation and Clothing Fashion Classification Zheng Zhang Chengfang Song Qin Zou 3DH AI4CE 16 1 0 09 Mar 2018
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks Abhijit Guha Roy Nassir Navab Christian Wachinger 11 793 0 07 Mar 2018
Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge Fabian Isensee Philipp Kickingereder Wolfgang Wick Martin Bendszus Klaus H. Maier-Hein 18 493 0 28 Feb 2018
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Pengyuan Lyu Cong Yao Wenhao Wu Shuicheng Yan X. Bai 27 319 0 25 Feb 2018
Generating retinal flow maps from structural optical coherence tomography with artificial intelligence Cecilia S. Lee Ariel J. Tyring Yue Wu Sa Xiao Ariel S. Rokem Nicolaas P. Deruyter Qinqin Zhang A. Tufail Ruikang K. Wang Aaron Y. Lee MedIm 27 1 0 24 Feb 2018
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari SSeg 32 1,003 0 20 Feb 2018
Fully Convolutional Network Ensembles for White Matter Hyperintensities Segmentation in MR Images Hongwei Bran Li Gongfa Jiang Jianguo Zhang Ruixuan Wang Zhaolei Wang Weishi Zheng Bjoern H. Menze 14 193 0 14 Feb 2018
Joint Learning for Pulmonary Nodule Segmentation, Attributes and Malignancy Prediction Botong Wu Zhen Zhou Jianwei Wang Yizhou Wang 20 119 0 10 Feb 2018
Deep learning in radiology: an overview of the concepts and a survey of the state of the art Maciej Mazurowski Mateusz Buda Ashirbani Saha Mustafa R. Bashir MedIm AI4CE 21 429 0 10 Feb 2018
Densely Dilated Spatial Pooling Convolutional Network using benign loss functions for imbalanced volumetric prostate segmentation Qiuhua Liu Minghao Fu Xinqi Gong Hao Jiang MedIm 27 15 0 31 Jan 2018
E2E-MLT - an Unconstrained End-to-End Method for Multi-Language Scene Text M. Busta Yash J. Patel Jirí Matas 33 91 0 30 Jan 2018
TernaryNet: Faster Deep Model Inference without GPUs for Medical 3D Segmentation using Sparse and Binary Convolutions M. Heinrich Maximilian Blendowski Ozan Oktay MedIm 19 40 0 29 Jan 2018
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation Chichen Fu Soonam Lee D. J. Ho Shuo Han P. Salama K. Dunn Edward J. Delp 3DV MedIm 14 63 0 22 Jan 2018
A Foreground Inference Network for Video Surveillance Using Multi-View Receptive Field Thangarajah Akilan 14 3 0 19 Jan 2018
Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging J. Bernal Kaisar Kushibar Mariano Cabezas Sergi Valverde A. Oliver Xavier Llado 3DV 11 38 0 19 Jan 2018
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 21 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 21 309 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 35 222 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 28 61 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 17 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 23 7 0 20 Dec 2017
Automatic Renal Segmentation in DCE-MRI using Convolutional Neural Networks M. Haghighi Simon K. Warfield Sila Kurugol MedIm 19 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 Kamiel Magda Vercauteren 23 30 0 18 Dec 2017
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation Jose Dolz Christian Desrosiers Li Wang Jing Yuan D. Shen Ismail Ben Ayed 3DV 40 113 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 14 348 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 19 132 0 01 Dec 2017
Segmenting Brain Tumors with Symmetry Hejia Zhang Xia Zhu Theodore L. Willke 22 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 9 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 36 22 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 14 140 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 37 22 0 31 Oct 2017
Regularization for Deep Learning: A Taxonomy J. Kukačka Vladimir Golkov Daniel Cremers 33 334 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 22 332 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 Kamiel Magda Vercauteren 30 686 0 11 Oct 2017
A Multiscale Patch Based Convolutional Network for Brain Tumor Segmentation J. Stawiaski 25 8 0 06 Oct 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 27 113 0 02 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 8 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 16 47 0 26 Sep 2017
When is a Convolutional Filter Easy To Learn? S. Du J. Lee Yuandong Tian MLT 4 130 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 9 11 0 15 Sep 2017