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Towards Compact CNNs via Collaborative Compression Yuchao Li Shaohui Lin Jianzhuang Liu QiXiang Ye Mengdi Wang Chia-Wen Lin Fan Yang Jincheng Ma Qi Tian Rongrong Ji 3DV 58 88 0 24 May 2021
Automatic Diagnosis of COVID-19 from CT Images using CycleGAN and Transfer Learning Navid Ghassemi A. Shoeibi Marjane Khodatars Jónathan Heras Alireza Rahimi A. Zare R. B. Pachori Juan M Gorriz MedIm 68 57 0 24 Apr 2021
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration Junyu Chen Yufan He Eric C. Frey Ye Li Yong Du ViT MedIm 74 186 0 13 Apr 2021
Deep reinforcement learning in medical imaging: A literature review S. Kevin Zhou Hoang Ngan Le Khoa Luu Hien V Nguyen N. Ayache LM&MA OffRL MedIm 59 148 0 05 Mar 2021
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TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,497 0 08 Feb 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 208 700 0 24 Jan 2021
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Cascaded Convolutional Neural Network for Automatic Myocardial Infarction Segmentation from Delayed-Enhancement Cardiac MRI Yichi Zhang 74 24 0 28 Dec 2020
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Shape Constrained CNN for Cardiac MR Segmentation with Simultaneous Prediction of Shape and Pose Parameters Sofie Tilborghs T. Dresselaers P. Claus J. Bogaert F. Maes 52 10 0 18 Oct 2020
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Measure Anatomical Thickness from Cardiac MRI with Deep Neural Networks Qiaoying Huang Eric Z. Chen Hanchao Yu Yimo Guo Terrence Chen Dimitris N. Metaxas Shanhui Sun 54 1 0 25 Aug 2020
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data Meng Ye Qiaoying Huang Dong Yang Pengxiang Wu Jingru Yi L. Axel Dimitris N. Metaxas 3DPC 62 17 0 18 Aug 2020
XCAT-GAN for Synthesizing 3D Consistent Labeled Cardiac MR Images on Anatomically Variable XCAT Phantoms S. Amirrajab Samaneh Abbasi-Sureshjani Yasmina Alkhalil C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 116 25 0 27 Jul 2020
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Epileptic Seizures Detection Using Deep Learning Techniques: A Review A. Shoeibi Marjane Khodatars Navid Ghassemi M. Jafari Parisa Moridian ... Diba Aminshahidi Sadiq Hussain M. Rouhani S. Nahavandi U. Acharya 65 265 0 02 Jul 2020
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders Agostina J. Larrazabal Cesar E. Martínez Ben Glocker Enzo Ferrante 103 67 0 24 Jun 2020
Cine Cardiac MRI Motion Artifact Reduction Using a Recurrent Neural Network Qing Lyu Hongming Shan Yibin Xie Debiao Li Ge Wang MedIm 57 33 0 23 Jun 2020
Cardiac Segmentation with Strong Anatomical Guarantees Nathan Painchaud Youssef Skandarani Thierry Judge Olivier Bernard A. Lalande Pierre-Marc Jodoin 58 101 0 15 Jun 2020
Segmentation of the Myocardium on Late-Gadolinium Enhanced MRI based on 2.5 D Residual Squeeze and Excitation Deep Learning Model Abdul Qayyum A. Lalande Thomas Decourselle T. Pommier A. Cochet F. Mériaudeau 21 3 0 27 May 2020
On the effectiveness of GAN generated cardiac MRIs for segmentation Youssef Skandarani Nathan Painchaud Pierre-Marc Jodoin A. Lalande GAN MedIm 50 18 0 18 May 2020
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 110 684 0 09 Nov 2019
Graph Transformer Networks Seongjun Yun Minbyul Jeong Raehyun Kim Jaewoo Kang Hyunwoo J. Kim 133 980 0 06 Nov 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 152 764 0 27 Aug 2019
Cardiac Segmentation from LGE MRI Using Deep Neural Network Incorporating Shape and Spatial Priors Qian Yue Xinzhe Luo Qing Ye Lingchao Xu Xiahai Zhuang 53 87 0 18 Jun 2019
Evaluation of Algorithms for Multi-Modality Whole Heart Segmentation: An Open-Access Grand Challenge Xiahai Zhuang Lei Li Christian Payer Darko Štern M. Urschler ... Sebastien Ourselin R. Mohiaddin J. Keegan D. Firmin Guang Yang 79 272 0 21 Feb 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 117 1,962 0 31 Jan 2019
CaRENets: Compact and Resource-Efficient CNN for Homomorphic Inference on Encrypted Medical Images Jin Chao Ahmad Al Badawi Balagopal Unnikrishnan Jie Lin Chan Fook Mun ... Michael Chiang Jayashree Kalpathy-Cramer V. Chandrasekhar Pavitra Krishnaswamy Khin Mi Mi Aung 26 21 0 29 Jan 2019
ScarGAN: Chained Generative Adversarial Networks to Simulate Pathological Tissue on Cardiovascular MR Scans Felix Lau Tom Hendriks Jesse Lieman-Sifry Berk Norman Sean Sall Daniel Golden GAN MedIm 41 32 0 14 Aug 2018
Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences C. Qin Wenjia Bai Jo Schlemper S. Petersen Stefan K. Piechnik S. Neubauer Daniel Rueckert MedIm 93 158 0 11 Jun 2018
Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI Jo Schlemper Guang Yang Pedro F. Ferreira Andrew D. Scott L. McGill ... M. Roehl J. Keegan D. Pennell D. Firmin Daniel Rueckert MedIm DiffM 57 54 0 30 May 2018
3D Consistent & Robust Segmentation of Cardiac Images by Deep Learning with Spatial Propagation Q. Zheng H. Delingette Nicolas Duchateau N. Ayache 46 166 0 25 Apr 2018
Multi-views Fusion CNN for Left Ventricular Volumes Estimation on Cardiac MR Images Gongning Luo Suyu Dong Kuanquan Wang W. Zuo Shaodong Cao Henggui Zhang 74 72 0 09 Apr 2018
Left Ventricle Segmentation in Cardiac MR Images Using Fully Convolutional Network Mina Nasr-Esfahani Majid Mohrekesh Mojtaba Akbari S. M. Reza Soroushmehr E. Nasr-Esfahani N. Karimi S. Samavi Kayvan Najarian 37 40 0 21 Feb 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 82 2,793 0 13 Dec 2017
Generative Adversarial Networks: An Overview Antonia Creswell Tom White Vincent Dumoulin Kai Arulkumaran B. Sengupta Anil A Bharath GAN 118 3,059 0 19 Oct 2017
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation Christian F. Baumgartner Lisa M. Koch Marc Pollefeys E. Konukoglu 60 246 0 13 Sep 2017
Medical Image Analysis using Convolutional Neural Networks: A Review Syed Muhammad Anwar Muhammad Majid A. Qayyum Muhammad Awais M. Alnowami Muhammad Khurram Khan MedIm 69 1,048 0 04 Sep 2017
Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI A. Curiale F. D. Colavecchia P. Kaluza R. Isoardi G. Mato 44 22 0 24 Aug 2017
Random Erasing Data Augmentation Zhun Zhong Liang Zheng Guoliang Kang Shaozi Li Yi Yang 98 3,645 0 16 Aug 2017
Multi-Planar Deep Segmentation Networks for Cardiac Substructures from MRI and CT Aliasghar Mortazi J. Burt Ulas Bagci 37 73 0 03 Aug 2017
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation Jay Patravali Shubham Jain Sasank Chilamkurthy 3DV 51 115 0 31 Jul 2017