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
Weakly Supervised Geodesic Segmentation of Egyptian Mummy CT Scans Avik Hati Matteo Bustreo Diego Sona Vittorio Murino Alessio Del Bue 11 1 0 17 Apr 2020
Relational Modeling for Robust and Efficient Pulmonary Lobe Segmentation in CT Scans Weiyi Xie Colin Jacobs Jean-Paul Charbonnier Bram van Ginneken 31 86 0 16 Apr 2020
Farmland Parcel Delineation Using Spatio-temporal Convolutional Networks Han Lin Aung Burak Uzkent Marshall Burke David B. Lobell Stefano Ermon 24 34 0 11 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 23 162 0 09 Apr 2020
Manifold-driven Attention Maps for Weakly Supervised Segmentation V. SukeshAdiga Jose Dolz H. Lombaert 14 4 0 07 Apr 2020
Attention-Guided Version of 2D UNet for Automatic Brain Tumor Segmentation Mehrdad Noori Ali Bahri K. Mohammadi 3DV 27 93 0 04 Apr 2020
Crossover-Net: Leveraging the Vertical-Horizontal Crossover Relation for Robust Segmentation Qian Yu Yinghuan Shi Yefeng Zheng Yang Gao Jianbing Zhu Yakang Dai MedIm 13 0 0 03 Apr 2020
3D Deep Learning on Medical Images: A Review S. Singh Lipo Wang Sukrit Gupta Haveesh Goli P. Padmanabhan Balázs Gulyás MedIm 19 417 0 01 Apr 2020
Longitudinal Pooling & Consistency Regularization to Model Disease Progression from MRIs J. Ouyang Qingyu Zhao E. Sullivan A. Pfefferbaum S. Tapert Ehsan Adeli K. Pohl 24 17 0 31 Mar 2020
Brain tumor segmentation with missing modalities via latent multi-source correlation representation Tongxue Zhou S. Canu P. Vera S. Ruan 28 42 0 19 Mar 2020
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation Maryam Asadi-Aghbolaghi Reza Azad M. Fathy Sergio Escalera SSeg 20 60 0 10 Mar 2020
A Learning Strategy for Contrast-agnostic MRI Segmentation Benjamin Billot Douglas N. Greve Koen van Leemput Bruce Fischl Juan Eugenio Iglesias Adrian Dalca 15 76 0 04 Mar 2020
Deep Learning in Mining Biological Data M. S. M. Mahmud M. S. Kaiser Amir Hussain AI4CE 28 286 0 28 Feb 2020
RSANet: Recurrent Slice-wise Attention Network for Multiple Sclerosis Lesion Segmentation Hang Zhang Jinwei Zhang Qihao Zhang Jeremy Kim Shun Zhang S. Gauthier P. Spincemaille Thanh D. Nguyen M. Sabuncu Yi Wang MedIm 4 25 0 27 Feb 2020
Recalibrating 3D ConvNets with Project & Excite Anne-Marie Rickmann Abhijit Guha Roy Ignacio Sarasua Christian Wachinger 3DPC 21 17 0 25 Feb 2020
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion Cheng Chen Qi Dou Yueming Jin Hao Chen J. Qin Pheng-Ann Heng 20 144 0 22 Feb 2020
Development of accurate human head models for personalized electromagnetic dosimetry using deep learning E. Rashed J. Gómez-Tames A. Hirata MedIm 12 26 0 21 Feb 2020
Liver Segmentation in Abdominal CT Images via Auto-Context Neural Network and Self-Supervised Contour Attention Minyoung Chung Jingyu Lee Jeongjin Lee Y. Shin MedIm 16 29 0 14 Feb 2020
ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation Yuemeng Li Hongming Li Yong-Xian Fan 3DPC 35 27 0 13 Feb 2020
Edge-Gated CNNs for Volumetric Semantic Segmentation of Medical Images Ali Hatamizadeh Demetri Terzopoulos Andriy Myronenko 25 17 0 11 Feb 2020
Pose-Aware Instance Segmentation Framework from Cone Beam CT Images for Tooth Segmentation Minyoung Chung Minkyung Lee Jioh Hong Sanguk Park Jusang Lee Jingyu Lee Jeongjin Lee Y. Shin 12 62 0 06 Feb 2020
Improved inter-scanner MS lesion segmentation by adversarial training on longitudinal data Mattias Billast Maria Inês Meyer Diana Sima D. Robben MedIm 10 5 0 03 Feb 2020
Abdominal multi-organ segmentation with cascaded convolutional and adversarial deep networks Pierre-Henri Conze A. Emre Kavur E. Gall N. Gezer Y. Meur M. Alper Selver F. Rousseau SSeg MedIm 19 100 0 26 Jan 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 50 611 0 17 Jan 2020
Spinal Metastases Segmentation in MR Imaging using Deep Convolutional Neural Networks Georg Hille Johannes Steffen M. Dünnwald Mathias Becker S. Saalfeld Klaus D. Tönnies 16 6 0 08 Jan 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 34 173 0 06 Jan 2020
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction Xi Fang Pingkun Yan SSeg 18 172 0 01 Jan 2020
Artificial Intelligence in Surgery Xiao-Yun Zhou Yao Guo Mali Shen Guang-Zhong Yang AI4CE 30 5 0 23 Dec 2019
A Systematic Comparison of Bayesian Deep Learning Robustness in Diabetic Retinopathy Tasks Angelos Filos Sebastian Farquhar Aidan Gomez Tim G. J. Rudner Zachary Kenton Lewis Smith Milad Alizadeh A. D. Kroon Y. Gal BDL AAML OOD UQCV 6 108 0 22 Dec 2019
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation Minh H. Vu G. Grimbergen T. Nyholm Tommy Löfstedt SSeg 31 31 0 19 Dec 2019
Automatic Analysis System of Calcaneus Radiograph: Rotation-Invariant Landmark Detection for Calcaneal Angle Measurement, Fracture Identification and Fracture Region Segmentation Jia Guo Yuxuan Mu Dong Xue Huiqi Li Junxian Chen Huanxin Yan Hailin Xu Wei Wang 15 0 0 10 Dec 2019
Shape-Aware Organ Segmentation by Predicting Signed Distance Maps Yuan Xue Hui Tang Zhi Qiao G. Gong Yong Yin Zhen Qian Chao Huang Wei Fan Xiaolei Huang MedIm 19 127 0 09 Dec 2019
Adversarial normalization for multi domain image segmentation Pierre-Luc Delisle Benoit Anctil-Robitaille Christian Desrosiers H. Lombaert MedIm 22 5 0 02 Dec 2019
Reinventing 2D Convolutions for 3D Images Jiancheng Yang Xiaoyang Huang Yi He Jingwei Xu Canqian Yang Guozheng Xu Bingbing Ni 21 11 0 24 Nov 2019
Learnable Pooling in Graph Convolution Networks for Brain Surface Analysis Karthik Gopinath Christian Desrosiers H. Lombaert 25 25 0 22 Nov 2019
Spectral Graph Transformer Networks for Brain Surface Parcellation Ran He Karthik Gopinath Christian Desrosiers H. Lombaert MedIm 16 10 0 22 Nov 2019
Unsupervised Medical Image Segmentation with Adversarial Networks: From Edge Diagrams to Segmentation Maps Umaseh Sivanesan Luis H. Braga R. Sonnadara Kiret Dhindsa GAN MedIm 27 12 0 12 Nov 2019
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications Hyunseok Seo M. B. Khuzani V. Vasudevan Charles Huang Hongyi Ren Ruoxiu Xiao Xiao Jia Lei Xing VLM 24 218 0 06 Nov 2019
Optimization with soft Dice can lead to a volumetric bias J. Bertels D. Robben Dirk Vandermeulen P. Suetens 24 23 0 06 Nov 2019
$Detection of vertebral fractures in CT using 3D Convolutional Neural Networks$ Detection of vertebral fractures in CT using 3D Convolutional Neural Networks J. Nicolaes S. Raeymaeckers D. Robben G. Wilms Dirk Vandermeulen C. Libanati Marc Debois MedIm 16 31 0 05 Nov 2019
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & Practice J. Bertels Tom Eelbode Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew Blaschko 21 253 0 05 Nov 2019
A Survey on Recent Advancements for AI Enabled Radiomics in Neuro-Oncology Syed Muhammad Anwar T. Altaf K. Rafique Harish RaviPrakash Hassan Mohy-ud-Din Ulas Bagci OOD AI4CE 11 4 0 16 Oct 2019
ErrorNet: Learning error representations from limited data to improve vascular segmentation Nima Tajbakhsh B. Lai Shilpa P. Ananth Xiaowei Ding MedIm 37 16 0 10 Oct 2019
FastSurfer -- A fast and accurate deep learning based neuroimaging pipeline Leonie Henschel Sailesh Conjeti Santiago Estrada K. Diers Bruce Fischl M. Reuter MedIm 28 387 0 09 Oct 2019
Brain MRI Tumor Segmentation with Adversarial Networks E. Giacomello Daniele Loiacono L. Mainardi GAN MedIm 24 6 0 07 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture Rüdiger Schmitz F. Madesta M. Nielsen Jenny Krause R. Werner T. Rösch MedIm AI4CE 28 85 0 24 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 28 50 0 23 Sep 2019
HR-CAM: Precise Localization of Pathology Using Multi-level Learning in CNNs Sumeet Shinde Tanay Chougule Jitender Saini M. Ingalhalikar 6 13 0 23 Sep 2019
Brain Tumor Segmentation and Survival Prediction R. Agravat M. Raval 24 52 0 20 Sep 2019