Deep learning in magnetic resonance prostate segmentation: A review and a new perspective

16 November 2020

Papers citing "Deep learning in magnetic resonance prostate segmentation: A review and a new perspective"

29 / 29 papers shown

Title
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 108 281 0 09 Feb 2020
Automatic Prostate Zonal Segmentation Using Fully Convolutional Network with Feature Pyramid Attention Yongkai Liu Guang Yang Sohrab Afshari Mirak M. Hosseiny A. Azadikhah Xinran Zhong R. Reiter Yeejin Lee S. Raman Kyunghyun Sung 34 76 0 31 Oct 2019
Improving Robustness of Deep Learning Based Knee MRI Segmentation: Mixup and Adversarial Domain Adaptation E. Panfilov A. Tiulpin S. Klein M. Nieminen S. Saarakkala OOD 53 78 0 12 Aug 2019
On the Variance of the Adaptive Learning Rate and Beyond Liyuan Liu Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao Jiawei Han ODL 215 1,900 0 08 Aug 2019
Lookahead Optimizer: k steps forward, 1 step back Michael Ruogu Zhang James Lucas Geoffrey E. Hinton Jimmy Ba ODL 114 728 0 19 Jul 2019
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation Dong Nie Dinggang Shen MedIm 30 6 0 10 Jun 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 54 397 0 03 May 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 36 233 0 17 Apr 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 99 858 0 25 Feb 2019
Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image Segmentation Qikui Zhu Bo Du Pingkun Yan 57 158 0 21 Feb 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 47 1,624 0 11 Feb 2019
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Fabian Isensee Jens Petersen André Klein David Zimmerer Paul F. Jaeger ... Jakob Wasserthal Gregor Koehler T. Norajitra Sebastian J. Wirkert Klaus H. Maier-Hein SSeg 83 783 0 27 Sep 2018
Deep learning to achieve clinically applicable segmentation of head and neck anatomy for radiotherapy Stanislav Nikolov Sam Blackwell Alexei Zverovitch R. Mendes Michelle Livne ... Mustafa Suleyman T. Back Ricky A. Sharma J. Ledsam Olaf Ronneberger 116 297 0 12 Sep 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 95 6,106 0 18 Jul 2018
Confounding variables can degrade generalization performance of radiological deep learning models J. Zech Marcus A. Badgeley Manway Liu A. Costa J. Titano Eric K. Oermann OOD 76 1,173 0 02 Jul 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 145 5,018 0 11 Apr 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 78 1,015 0 20 Feb 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 264 9,743 0 25 Oct 2017
Automatic Brain Tumor Detection and Segmentation Using U-Net Based Fully Convolutional Networks Hao Dong Guang Yang Fangde Liu Yuanhan Mo Yike Guo 50 725 0 10 May 2017
Deeply-Supervised CNN for Prostate Segmentation Qikui Zhu Bo Du Baris Turkbey Peter L. Choyke Pingkun Yan MedIm 45 198 0 22 Mar 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 308 19,612 0 21 Nov 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 304 4,623 0 10 Nov 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 144 6,516 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 204 8,660 0 15 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 493 37,806 0 20 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 62 5,287 0 25 Apr 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.5K 76,917 0 18 May 2015
Multi-Atlas Segmentation of Biomedical Images: A Survey Juan Eugenio Iglesias M. Sabuncu 50 671 0 10 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.3K 100,213 0 04 Sep 2014