Deep Learning-Based Solvability of Underdetermined Inverse Problems in Medical Imaging

6 January 2020

Papers citing "Deep Learning-Based Solvability of Underdetermined Inverse Problems in Medical Imaging"

35 / 35 papers shown

Title
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 71 2,604 0 11 Dec 2019
Framelet Pooling Aided Deep Learning Network : The Method to Process High Dimensional Medical Data Chang Min Hyun Kangcheol Kim Hyun Cheol Cho Jae Kyu Choi J. Seo MedIm 14 11 0 25 Jul 2019
Unpaired image denoising using a generative adversarial network in X-ray CT Hyoung Suk Park Jineon Baek S. You Jae Kyu Choi J. Seo MedIm GAN 28 54 0 04 Mar 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 27 1,618 0 11 Feb 2019
Feature Denoising for Improving Adversarial Robustness Cihang Xie Yuxin Wu Laurens van der Maaten Alan Yuille Kaiming He 67 907 0 09 Dec 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 59 1,381 0 19 Sep 2018
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 44 1,459 0 22 Aug 2018
Self-Attention Generative Adversarial Networks Han Zhang Ian Goodfellow Dimitris N. Metaxas Augustus Odena GAN 102 3,710 0 21 May 2018
Generative networks as inverse problems with Scattering transforms Tomás Angles S. Mallat GAN 52 31 0 17 May 2018
Correction by Projection: Denoising Images with Generative Adversarial Networks Subarna Tripathi Zachary Chase Lipton Truong Thao Nguyen 40 53 0 12 Mar 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 115 4,421 0 16 Feb 2018
Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation Huazhu Fu Jun Cheng Yanwu Xu D. Wong Jiang-Dong Liu Xiaochun Cao MedIm 25 734 0 03 Jan 2018
Deep Learning Interior Tomography for Region-of-Interest Reconstruction Yoseob Han Jawook Gu J. C. Ye 24 19 0 29 Dec 2017
Adversarial Examples: Attacks and Defenses for Deep Learning Xiaoyong Yuan Pan He Qile Zhu Xiaolin Li SILM AAML 54 1,614 0 19 Dec 2017
MR image reconstruction using deep density priors K. Tezcan Christian F. Baumgartner R. Luechinger K. Pruessmann E. Konukoglu 38 136 0 30 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 89 7,318 0 27 Oct 2017
Generalization in Deep Learning Kenji Kawaguchi L. Kaelbling Yoshua Bengio ODL 53 459 0 16 Oct 2017
Deep learning for undersampled MRI reconstruction Chang Min Hyun Hwa Pyung Kim S. Lee Sungchul Lee J.K. Seo 26 454 0 08 Sep 2017
Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT Yoseob Han J. C. Ye 38 515 0 28 Aug 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 71 9,509 0 31 Mar 2017
One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection Models Jen-Hao Rick Chang Chun-Liang Li Barnabás Póczós B. Kumar Aswin C. Sankaranarayanan 34 347 0 29 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 491 10,699 0 19 Feb 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 101 4,817 0 26 Jan 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 30 2,110 0 11 Nov 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 355 3,201 0 30 Oct 2016
Semantic Image Inpainting with Deep Generative Models Raymond A. Yeh Chen Chen Teck-Yian Lim Alex Schwing M. Hasegawa-Johnson Minh Do GAN VLM 63 1,171 0 26 Jul 2016
Exponential expressivity in deep neural networks through transient chaos Ben Poole Subhaneil Lahiri M. Raghu Jascha Narain Sohl-Dickstein Surya Ganguli 69 587 0 16 Jun 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 223 10,149 0 16 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 901 192,638 0 10 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 209 13,968 0 19 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 751 76,547 0 18 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 189 43,154 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 316 149,474 0 22 Dec 2014
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 118 18,922 0 20 Dec 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 300 16,972 0 20 Dec 2013