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Find it if You Can: End-to-End Adversarial Erasing for Weakly-Supervised Semantic Segmentation

Nov 09, 2020
Erik Stammes, Tom F. H. Runia, Michael Hofmann, Mohsen Ghafoorian

* 11 pages, 5 figures 

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3D Convolutional Neural Networks Image Registration Based on Efficient Supervised Learning from Artificial Deformations

Aug 27, 2019
Hessam Sokooti, Bob de Vos, Floris Berendsen, Mohsen Ghafoorian, Sahar Yousefi, Boudewijn P. F. Lelieveldt, Ivana Isgum, Marius Staring

* TMI 

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I Bet You Are Wrong: Gambling Adversarial Networks for Structured Semantic Segmentation

Aug 07, 2019
Laurens Samson, Nanne van Noord, Olaf Booij, Michael Hofmann, Efstratios Gavves, Mohsen Ghafoorian

* 13 pages, 8 figures 

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Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge

Apr 01, 2019
Hugo J. Kuijf, J. Matthijs Biesbroek, Jeroen de Bresser, Rutger Heinen, Simon Andermatt, Mariana Bento, Matt Berseth, Mikhail Belyaev, M. Jorge Cardoso, Adri脿 Casamitjana, D. Louis Collins, Mahsa Dadar, Achilleas Georgiou, Mohsen Ghafoorian, Dakai Jin, April Khademi, Jesse Knight, Hongwei Li, Xavier Llad贸, Miguel Luna, Qaiser Mahmood, Richard McKinley, Alireza Mehrtash, S茅bastien Ourselin, Bo-yong Park, Hyunjin Park, Sang Hyun Park, Simon Pezold, Elodie Puybareau, Leticia Rittner, Carole H. Sudre, Sergi Valverde, Ver贸nica Vilaplana, Roland Wiest, Yongchao Xu, Ziyue Xu, Guodong Zeng, Jianguo Zhang, Guoyan Zheng, Christopher Chen, Wiesje van der Flier, Frederik Barkhof, Max A. Viergever, Geert Jan Biessels

* Accepted for publication in IEEE Transactions on Medical Imaging 

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Comparison of U-net-based Convolutional Neural Networks for Liver Segmentation in CT

Oct 09, 2018
Hans Meine, Grzegorz Chlebus, Mohsen Ghafoorian, Itaru Endo, Andrea Schenk


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EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection

Jul 05, 2018
Mohsen Ghafoorian, Cedric Nugteren, N贸ra Baka, Olaf Booij, Michael Hofmann

* 14 pages, 7 figures 

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Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR

Mar 03, 2018
Mohsen Ghafoorian, Jonas Teuwen, Rashindra Manniesing, Frank-Erik de Leeuw, Bram van Ginneken, Nico Karssemeijer, Bram Platel

* Proc. SPIE 10574, 105742U (2 March 2018) 
* 7 pages, 4 figures, SPIE Medical Imaging 2018 Conference paper 

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A Survey on Deep Learning in Medical Image Analysis

Jun 04, 2017
Geert Litjens, Thijs Kooi, Babak Ehteshami Bejnordi, Arnaud Arindra Adiyoso Setio, Francesco Ciompi, Mohsen Ghafoorian, Jeroen A. W. M. van der Laak, Bram van Ginneken, Clara I. S谩nchez

* Revised survey includes expanded discussion section and reworked introductory section on common deep architectures. Added missed papers from before Feb 1st 2017 

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Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation

Feb 25, 2017
Mohsen Ghafoorian, Alireza Mehrtash, Tina Kapur, Nico Karssemeijer, Elena Marchiori, Mehran Pesteie, Charles R. G. Guttmann, Frank-Erik de Leeuw, Clare M. Tempany, Bram van Ginneken, Andriy Fedorov, Purang Abolmaesumi, Bram Platel, William M. Wells III

* Medical Image Computing and Computer-Assisted Intervention 2017, Vol 10435, 516-524 
* 8 pages, 3 figures 

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Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities

Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Inge van Uden, Clara Sanchez, Geert Litjens, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* 13 pages, 8 figures 

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Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin

Oct 29, 2016
Mohsen Ghafoorian, Nico Karssemeijer, Tom Heskes, Mayra Bergkamp, Joost Wissink, Jiri Obels, Karlijn Keizer, Frank-Erik de Leeuw, Bram van Ginneken, Elena Marchiori, Bram Platel

* Neuroimage Clin 14 (2017) 391-399 
* 11 pages, 7 figures 

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