Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach

16 February 2017

Sergi Valverde

Mariano Cabezas

E. Roura

Sandra González-Villá

Papers citing "Improving automated multiple sclerosis lesion segmentation with a cascaded 3D convolutional neural network approach"

27 / 27 papers shown

Title
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation Huiyu Li Xiabi Liu Said Boumaraf Xiaopeng Gong Donghai Liao Xiaohong Ma 3DV MedIm 68 9 0 17 Jan 2025
Majority or Minority: Data Imbalance Learning Method for Named Entity Recognition Sota Nemoto Shunsuke Kitada Hitoshi Iyatomi 24 1 0 21 Jan 2024
A comparative study of source-finding techniques in HI emission line cubes using SoFiA, MTObjects, and supervised deep learning J. Barkai M. Verheijen Estefania Talavera Martinez M. Wilkinson 20 0 0 23 Nov 2022
MS Lesion Segmentation: Revisiting Weighting Mechanisms for Federated Learning Dongnan Liu Mariano Cabezas Dongang Wang Zihao Tang Lei Bai ... Fernando Calamante Michael Barnett Wanli Ouyang Weidong (Tom) Cai Chenyu Wang FedML 21 4 0 03 May 2022
Applications of Deep Learning Techniques for Automated Multiple Sclerosis Detection Using Magnetic Resonance Imaging: A Review A. Shoeibi Marjane Khodatars M. Jafari Parisa Moridian Mitra Rezaei ... Juan M Gorriz Jónathan Heras M. Panahiazar S. Nahavandi U. Acharya 32 125 0 11 May 2021
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications Yang Ma Chaoyi Zhang Mariano Cabezas Yang Song Zihao Tang Dongnan Liu Weidong (Tom) Cai M. Barnett Chenyu Wang 21 35 0 20 Apr 2021
DeepLesionBrain: Towards a broader deep-learning generalization for multiple sclerosis lesion segmentation R. A. Kamraoui Vinh-Thong Ta T. Tourdias Boris Mansencal J. V. Manjón Pierrick Coupé OOD 31 50 0 14 Dec 2020
Multiple Sclerosis Lesion Segmentation -- A Survey of Supervised CNN-Based Methods H. Zhang I. Oguz 30 14 0 12 Dec 2020
Multiple Sclerosis Lesion Activity Segmentation with Attention-Guided Two-Path CNNs N. Gessert Julia Kruger R. Opfer A. Ostwaldt Praveena Manogaran H. Kitzler S. Schippling Alexander Schlaefer MedIm 17 47 0 05 Aug 2020
A Contrast-Adaptive Method for Simultaneous Whole-Brain and Lesion Segmentation in Multiple Sclerosis Stefano Cerri O. Puonti D. Meier J. Wuerfel Mark Muhlau H. Siebner Koen van Leemput 11 99 0 11 May 2020
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation Juan Miguel Valverde Artem Shatillo Riccardo De Feo O. Gröhn Alejandra Sierra Jussi Tohka MedIm 29 21 0 24 Jan 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation Qi Dou Quande Liu Pheng Ann Heng Ben Glocker 29 173 0 06 Jan 2020
Dice Loss for Data-imbalanced NLP Tasks Xiaoya Li Xiaofei Sun Yuxian Meng Junjun Liang Fei Wu Jiwei Li 41 566 0 07 Nov 2019
Deep Q Learning Driven CT Pancreas Segmentation with Geometry-Aware U-Net Yunze Man Yangsibo Huang Junyi Feng Xi Li Fei Wu SSeg 20 123 0 19 Apr 2019
Soft labeling by Distilling Anatomical knowledge for Improved MS Lesion Segmentation Eytan Kats Jacob Goldberger H. Greenspan 15 45 0 26 Jan 2019
Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET Mostafa Salem Sergi Valverde Mariano Cabezas D. Pareto A. Oliver J. Salvi À. Rovira Xavier Llado MedIm 19 60 0 17 Jan 2019
Boundary loss for highly unbalanced segmentation H. Kervadec Jihene Bouchtiba Christian Desrosiers Eric Granger Jose Dolz Ismail Ben Ayed 13 475 0 17 Dec 2018
IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet Jose Dolz Christian Desrosiers Ismail Ben Ayed 25 111 0 19 Nov 2018
A Self-Adaptive Network For Multiple Sclerosis Lesion Segmentation From Multi-Contrast MRI With Various Imaging Protocols Brandon Yushan Feng Huitong Pan C. Meyer Xue Feng OOD 19 19 0 19 Nov 2018
Dense Multi-path U-Net for Ischemic Stroke Lesion Segmentation in Multiple Image Modalities Jose Dolz Ismail Ben Ayed Christian Desrosiers 15 100 0 16 Oct 2018
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation Seyed Raein Hashemi S. Prabhu Simon K. Warfield Ali Gholipour 3DV 24 6 0 21 Sep 2018
Shallow vs deep learning architectures for white matter lesion segmentation in the early stages of multiple sclerosis Francesco La Rosa M. J. Fartaria T. Kober J. Richiardi Cristina Granziera Jean-Philippe Thiran Meritxell Bach Cuadra 13 25 0 10 Sep 2018
One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks Sergi Valverde Mostafa Salem Mariano Cabezas D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira J. Salvi A. Oliver Xavier Llado 14 135 0 31 May 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
QuickNAT: A Fully Convolutional Network for Quick and Accurate Segmentation of Neuroanatomy Abhijit Guha Roy Sailesh Conjeti Nassir Navab Christian Wachinger 38 222 0 12 Jan 2018
Dynamic Multiscale Tree Learning Using Ensemble Strong Classifiers for Multi-label Segmentation of Medical Images with Lesions Samya Amiri Mohamed Ali Mahjoub I. Rekik 14 4 0 05 Sep 2017
Segmentation of Glioma Tumors in Brain Using Deep Convolutional Neural Network S. Hussain Syed Muhammad Anwar Muhammad Majid 16 207 0 01 Aug 2017