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Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?
Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?
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Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

Bernard, Olivier ; Lalande, Alain ; Zotti, Clement ; Cervenansky, Frederick ; Yang, Xin ; Heng, Pheng-Ann ; Cetin, Irem ; Lekadir, Karim ; Camara, Oscar ; Gonzalez Ballester, Miguel Angel ; Sanroma, Gerard ; Napel, Sandy ; Petersen, Steffen ; Tziritas, Georgios ; Grinias, Elias ; Khened, Mahendra ; Kollerathu, Varghese Alex ; Krishnamurthi, Ganapathy ; Rohe, Marc-Michel ; Pennec, Xavier ; Sermesant, Maxime ; Isensee, Fabian ; Jager, Paul ; Maier-Hein, Klaus H. ; Full, Peter M. ; Wolf, Ivo ; Engelhardt, Sandy ; Baumgartner, Christian F. ; Koch, Lisa M. ; Wolterink, Jelmer M. ; Isgum, Ivana ; Jang, Yeonggul ; Hong, Yoonmi ; Patravali, Jay ; Jain, Shubham ; Humbert, Olivier ; Jodoin, Pierre-Marc

IEEE transactions on medical imaging, 2018-11, Vol.37 (11), p.2514-2525

United States: IEEE

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A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction
A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction
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A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

Schlemper, Jo ; Caballero, Jose ; Hajnal, Joseph V. ; Price, Anthony N. ; Rueckert, Daniel

IEEE transactions on medical imaging, 2018-02, Vol.37 (2), p.491-503

United States: IEEE

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Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning
Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning
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Interactive Medical Image Segmentation Using Deep Learning With Image-Specific Fine Tuning

Wang, Guotai ; Li, Wenqi ; Zuluaga, Maria A. ; Pratt, Rosalind ; Patel, Premal A. ; Aertsen, Michael ; Doel, Tom ; David, Anna L. ; Deprest, Jan ; Ourselin, Sebastien ; Vercauteren, Tom

IEEE transactions on medical imaging, 2018-07, Vol.37 (7), p.1562-1573

United States: IEEE

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Image Reconstruction is a New Frontier of Machine Learning
Image Reconstruction is a New Frontier of Machine Learning
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Image Reconstruction is a New Frontier of Machine Learning

Wang, Ge ; Ye, Jong Chu ; Mueller, Klaus ; Fessler, Jeffrey A.

IEEE transactions on medical imaging, 2018-06, Vol.37 (6), p.1289-1296

United States: IEEE

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MoDL: Model-Based Deep Learning Architecture for Inverse Problems
MoDL: Model-Based Deep Learning Architecture for Inverse Problems
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MoDL: Model-Based Deep Learning Architecture for Inverse Problems

Aggarwal, Hemant K. ; Mani, Merry P. ; Jacob, Mathews

IEEE transactions on medical imaging, 2019-02, Vol.38 (2), p.394-405

United States: IEEE

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6
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?
Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?
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Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

Tajbakhsh, Nima ; Shin, Jae Y. ; Gurudu, Suryakanth R. ; Hurst, R. Todd ; Kendall, Christopher B. ; Gotway, Michael B. ; Jianming Liang

IEEE transactions on medical imaging, 2016-05, Vol.35 (5), p.1299-1312

United States: IEEE

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7
The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)
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The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)

Menze, Bjoern H. ; Jakab, Andras ; Bauer, Stefan ; Kalpathy-Cramer, Jayashree ; Farahani, Keyvan ; Kirby, Justin ; Burren, Yuliya ; Porz, Nicole ; Slotboom, Johannes ; Wiest, Roland ; Lanczi, Levente ; Gerstner, Elizabeth ; Weber, Marc-Andre ; Arbel, Tal ; Avants, Brian B. ; Ayache, Nicholas ; Buendia, Patricia ; Collins, D. Louis ; Cordier, Nicolas ; Corso, Jason J. ; Criminisi, Antonio ; Das, Tilak ; Delingette, Herve ; Demiralp, Cagatay ; Durst, Christopher R. ; Dojat, Michel ; Doyle, Senan ; Festa, Joana ; Forbes, Florence ; Geremia, Ezequiel ; Glocker, Ben ; Golland, Polina ; Xiaotao Guo ; Hamamci, Andac ; Iftekharuddin, Khan M. ; Jena, Raj ; John, Nigel M. ; Konukoglu, Ender ; Lashkari, Danial ; Mariz, Jose Antonio ; Meier, Raphael ; Pereira, Sergio ; Precup, Doina ; Price, Stephen J. ; Riklin Raviv, Tammy ; Reza, Syed M. S. ; Ryan, Michael ; Sarikaya, Duygu ; Schwartz, Lawrence ; Hoo-Chang Shin ; Shotton, Jamie ; Silva, Carlos A. ; Sousa, Nuno ; Subbanna, Nagesh K. ; Szekely, Gabor ; Taylor, Thomas J. ; Thomas, Owen M. ; Tustison, Nicholas J. ; Unal, Gozde ; Vasseur, Flor ; Wintermark, Max ; Dong Hye Ye ; Liang Zhao ; Binsheng Zhao ; Zikic, Darko ; Prastawa, Marcel ; Reyes, Mauricio ; Van Leemput, Koen

IEEE transactions on medical imaging, 2015-10, Vol.34 (10), p.1993-2024

United States: IEEE

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8
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning
Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning
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Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

Shin, Hoo-Chang ; Roth, Holger R. ; Gao, Mingchen ; Lu, Le ; Xu, Ziyue ; Nogues, Isabella ; Yao, Jianhua ; Mollura, Daniel ; Summers, Ronald M.

IEEE transactions on medical imaging, 2016-05, Vol.35 (5), p.1285-1298

United States: IEEE

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9
Joint Optic Disc and Cup Segmentation Based on Multi-Label Deep Network and Polar Transformation
Joint Optic Disc and Cup Segmentation Based on Multi-Label Deep Network and Polar Transformation
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Joint Optic Disc and Cup Segmentation Based on Multi-Label Deep Network and Polar Transformation

Fu, Huazhu ; Cheng, Jun ; Xu, Yanwu ; Wong, Damon Wing Kee ; Liu, Jiang ; Cao, Xiaochun

IEEE transactions on medical imaging, 2018-07, Vol.37 (7), p.1597-1605

United States: IEEE

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10
Deep learning in environmental remote sensing: Achievements and challenges
Deep learning in environmental remote sensing: Achievements and challenges
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Deep learning in environmental remote sensing: Achievements and challenges

Yuan, Qiangqiang ; Shen, Huanfeng ; Li, Tongwen ; Li, Zhiwei ; Li, Shuwen ; Jiang, Yun ; Xu, Hongzhang ; Tan, Weiwei ; Yang, Qianqian ; Wang, Jiwen ; Gao, Jianhao ; Zhang, Liangpei

Remote sensing of environment, 2020-05, Vol.241, p.111716, Article 111716 [Periódico revisado por pares]

New York: Elsevier Inc

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