Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation

18 March 2016

Konstantinos Kamnitsas

Papers citing "Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation"

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Title
Z-Net: an Anisotropic 3D DCNN for Medical CT Volume Segmentation Peichao Li Xiao-Yun Zhou Zhao-Yang Wang Guang-Zhong Yang 3DPC 13 6 0 16 Sep 2019
Integrating cross-modality hallucinated MRI with CT to aid mediastinal lung tumor segmentation Jue Jiang Jason Hu N. Tyagi A. Rimner S. Berry Joseph O. Deasy Harini Veeraraghavan 24 38 0 10 Sep 2019
Deep Learning for Brain Tumor Segmentation in Radiosurgery: Prospective Clinical Evaluation B. Shirokikh A. Dalechina A. Shevtsov Egor Krivov V. Kostjuchenko A. Durgaryan M. Galkin I. Osinov A. Golanov Mikhail Belyaev 3DV 8 5 0 06 Sep 2019
A Tool for Super-Resolving Multimodal Clinical MRI Mikael Brudfors Yael Balbastre P. Nachev John Ashburner 19 11 0 03 Sep 2019
Hyper-Pairing Network for Multi-Phase Pancreatic Ductal Adenocarcinoma Segmentation Yuyin Zhou Yingwei Li Zhishuai Zhang Yan Wang Angtian Wang Elliot K. Fishman Alan Yuille Seyoun Park 13 46 0 03 Sep 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 33 26 0 01 Sep 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 35 751 0 27 Aug 2019
3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations Hessam Sokooti B. D. de Vos F. Berendsen Mohsen Ghafoorian Sahar Yousefi B. Lelieveldt Ivana Isgum Marius Staring 3DPC MedIm 21 32 0 27 Aug 2019
Multi-step Cascaded Networks for Brain Tumor Segmentation Xiangyu Li Gongning Luo Kuanquan Wang 27 59 0 16 Aug 2019
Multimodal Volume-Aware Detection and Segmentation for Brain Metastases Radiosurgery Szu-Yeu Hu W. Weng Shao-Lun Lu Yueh-Hung Cheng Furen Xiao F. Hsu Jen-Tang Lu 18 20 0 15 Aug 2019
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation Yongjin Zhou Weijian Huang Pei Dong Yong-quan Xia Shanshan Wang MedIm 30 167 0 14 Aug 2019
Few Labeled Atlases are Necessary for Deep-Learning-Based Segmentation H. Lee M. Sabuncu Adrian Dalca 22 8 0 13 Aug 2019
Automated Brain Tumour Segmentation Using Deep Fully Residual Convolutional Neural Networks Indrajit Mazumdar 17 4 0 12 Aug 2019
Automatic acute ischemic stroke lesion segmentation using semi-supervised learning Bin Zhao Shuxue Ding Hong Wu Guohua Liu Chen Cao Song Jin Zhiyang Liu 18 10 0 10 Aug 2019
Precise Estimation of Renal Vascular Dominant Regions Using Spatially Aware Fully Convolutional Networks, Tensor-Cut and Voronoi Diagrams Chenglong Wang H. Roth T. Kitasaka M. Oda Y. Hayashi Y. Yoshino Tokunori Yamamoto N. Sassa M. Goto K. Mori 30 19 0 05 Aug 2019
Adversarially Trained Convolutional Neural Networks for Semantic Segmentation of Ischaemic Stroke Lesion using Multisequence Magnetic Resonance Imaging R. Sathish Ronnie Rajan Anusha Vupputuri N. Ghosh Debdoot Sheet 8 12 0 03 Aug 2019
A Survey on Deep Learning of Small Sample in Biomedical Image Analysis Pengyi Zhang Yunxin Zhong Yulin Deng Xiaoying Tang Xiaoqiong Li 24 32 0 01 Aug 2019
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement Ryutaro Tanno Daniel E. Worrall Enrico Kaden Aurobrata Ghosh Francesco Grussu A. Bizzi S. Sotiropoulos A. Criminisi Daniel C. Alexander MedIm DiffM 18 33 0 31 Jul 2019
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation Maria G. Baldeon Calisto S. Lai-Yuen 38 15 0 26 Jul 2019
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation Zeju Li Konstantinos Kamnitsas Ben Glocker SSeg 7 94 0 25 Jul 2019
Closing the Gap between Deep and Conventional Image Registration using Probabilistic Dense Displacement Networks M. Heinrich MedIm 21 84 0 25 Jul 2019
Delving Deep into Liver Focal Lesion Detection: A Preliminary Study Jiechao Ma Yingqian Chen Yu-Chun Chen Fengkai Wan Sumin Xue Ziping Li S. Feng MedIm 35 2 0 24 Jul 2019
FD-FCN: 3D Fully Dense and Fully Convolutional Network for Semantic Segmentation of Brain Anatomy Binbin Yang Weiwei Zhang MedIm 3DV 24 8 0 22 Jul 2019
Exploiting bilateral symmetry in brain lesion segmentation Kevin Raina U. Yahorau T. Schmah 16 10 0 18 Jul 2019
A fully 3D multi-path convolutional neural network with feature fusion and feature weighting for automatic lesion identification in brain MRI images Yunzhe Xue Meiyan Xie F. Farhat Olga Boukrina A. Barrett J. Binder Usman Roshan William W. Graves MedIm 21 5 0 17 Jul 2019
Understanding Deep Learning Techniques for Image Segmentation Swarnendu Ghosh N. Das Ishita Das U. Maulik SSeg VLM 22 370 0 13 Jul 2019
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images J. Doshi G. Erus Mohamad Habes Christos Davatzikos MedIm 30 27 0 03 Jul 2019
Anatomically Consistent Segmentation of Organs at Risk in MRI with Convolutional Neural Networks Pawel Mlynarski H. Delingette Hamza Alghamdi P. Bondiau N. Ayache MedIm 11 5 0 03 Jul 2019
Region-Manipulated Fusion Networks for Pancreatitis Recognition Jian Wang Xiaoyao Li Xiangbo Shu Wei-qiang Li MedIm 27 2 0 03 Jul 2019
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images H. Uzunova J. Ehrhardt F. Jacob A. Frydrychowicz Heinz Handels MedIm 15 35 0 02 Jul 2019
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm Infants Yalong Liu Jie Li Ying Wang Miaomiao Wang Fan Wu Zhicheng Jiao Jian Yang Xingbo Gao MedIm 16 10 0 24 Jun 2019
Multi-Scale Attentional Network for Multi-Focal Segmentation of Active Bleed after Pelvic Fractures Yuyin Zhou D. Dreizin Yingwei Li Zhishuai Zhang Yan Wang Alan Yuille MedIm 21 15 0 23 Jun 2019
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation Robin Brügger Christian F. Baumgartner E. Konukoglu SSeg 19 74 0 14 Jun 2019
Anatomical Priors for Image Segmentation via Post-Processing with Denoising Autoencoders Agostina J. Larrazabal Cesar E. Martínez Enzo Ferrante 21 44 0 05 Jun 2019
Uncertainty-based graph convolutional networks for organ segmentation refinement R. Soberanis-Mukul Nassir Navab Shadi Albarqouni SSeg MedIm 17 12 0 05 Jun 2019
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation Chenhong Zhou Changxing Ding Xinchao Wang Zhentai Lu Dacheng Tao 16 165 0 05 Jun 2019
A multi-path 2.5 dimensional convolutional neural network system for segmenting stroke lesions in brain MRI images Yunzhe Xue F. Farhat Olga Boukrina A. Barrett J. Binder Usman Roshan William W. Graves MedIm 13 64 0 26 May 2019
Segmentation of MRI head anatomy using deep volumetric networks and multiple spatial priors Lukas Hirsch Yu Huang Lucas C. Parra MedIm 30 7 0 24 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 27 118 0 07 May 2019
Feature-Fused Context-Encoding Network for Neuroanatomy Segmentation Yuemeng Li Hangfan Liu Hongming Li Yong-Xian Fan MedIm 25 1 0 07 May 2019
Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation N. Gessert Alexander Schlaefer 19 5 0 07 May 2019
Fast Infant MRI Skullstripping with Multiview 2D Convolutional Neural Networks Amod Jog P. E. Grant J. Jacobson A. Kouwe E. Meintjes Bruce Fischl Lilla Zöllei 30 6 0 27 Apr 2019
Unsupervised Deep Learning for Bayesian Brain MRI Segmentation Adrian Dalca Evan M. Yu Polina Golland Bruce Fischl M. Sabuncu Juan Eugenio Iglesias OOD 24 66 0 25 Apr 2019
Fully Automatic Segmentation of 3D Brain Ultrasound: Learning from Coarse Annotations Julia Rackerseder Rudiger Gobl Nassir Navab C. Hennersperger 103 7 0 18 Apr 2019
USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets L. Rundo Changhee Han Yudai Nagano Jin Zhang Ryuichiro Hataya ... M. Gilardi Salvatore Vitabile G. Mauri Hideki Nakayama P. Cazzaniga 13 231 0 17 Apr 2019
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation Yuyin Zhou Zhe Li S. Bai Chong Wang Xinlei Chen Mei Han Elliot K. Fishman Alan Yuille 24 175 0 12 Apr 2019
Weakly-Supervised White and Grey Matter Segmentation in 3D Brain Ultrasound Beatrice Demiray Julia Rackerseder Stevica Bozhinoski Nassir Navab 33 6 0 10 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
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge Hugo J. Kuijf J. M. Biesbroek J. de Bresser R. Heinen Simon Andermatt ... Christopher P L H Chen W. M. van der Flier F. Barkhof M. Viergever G. Biessels 15 251 0 01 Apr 2019
Brain Tissue Segmentation Using NeuroNet With Different Pre-processing Techniques F. I. Tushar Basel Alyafi Md. Kamrul Hasan Lavsen Dahal 13 11 0 29 Mar 2019