Title
Multi-structure bone segmentation in pediatric MR images with combined regularization from shape priors and adversarial network Arnaud Boutillon Bhushan S Borotikar Valérie Burdin Pierre-Henri Conze MedIm 45 18 0 15 Sep 2020
A persistent homology-based topological loss function for multi-class CNN segmentation of cardiac MRI Nicholas Byrne J. Clough Giovanni Montana A. King 50 27 0 21 Aug 2020
AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information Lei Li V. Zimmer Julia A. Schnabel Xiahai Zhuang 43 41 0 11 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 212 649 0 02 Aug 2020
Uncertain-DeepSSM: From Images to Probabilistic Shape Models Jadie Adams Riddhish Bhalodia Shireen Y. Elhabian 46 24 0 13 Jul 2020
Automatic Ischemic Stroke Lesion Segmentation from Computed Tomography Perfusion Images by Image Synthesis and Attention-Based Deep Neural Networks Guotai Wang Tao Song Q. Dong Mei Cui Ning Huang Shaoting Zhang DiffM MedIm 75 74 0 07 Jul 2020
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders Agostina J. Larrazabal Cesar E. Martínez Ben Glocker Enzo Ferrante 115 68 0 24 Jun 2020
Cardiac Segmentation with Strong Anatomical Guarantees Nathan Painchaud Youssef Skandarani Thierry Judge Olivier Bernard A. Lalande Pierre-Marc Jodoin 69 101 0 15 Jun 2020
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis Xiaozhen Xie J. Niu Xuefeng Liu Zhengsu Chen Shaojie Tang Shui Yu 77 15 0 25 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 61 172 0 09 Apr 2020
CNN in CT Image Segmentation: Beyound Loss Function for Expoliting Ground Truth Images Youyi Song Zhen Yu Teng Zhou J. Teoh Baiying Lei K. Choi J. Qin 24 19 0 08 Apr 2020
LU-Net: a multi-task network to improve the robustness of segmentation of left ventriclular structures by deep learning in 2D echocardiography Sarah Leclerc Erik Smistad Andreas Østvik F. Cervenansky F. Espinosa ... T. Grenier Carole Lartizien Pierre-Marc Jodoin L. Løvstakken Olivier Bernard 11 1 0 04 Apr 2020
Crossover-Net: Leveraging the Vertical-Horizontal Crossover Relation for Robust Segmentation Qian Yu Yinghuan Shi Yefeng Zheng Yang Gao Jianbing Zhu Yakang Dai MedIm 83 0 0 03 Apr 2020
A New Multiple Max-pooling Integration Module and Cross Multiscale Deconvolution Network Based on Image Semantic Segmentation Hongfeng You Shengwei Tian Long Yu Xiang Ma Yan Xing Ning Xin SSeg 22 3 0 25 Mar 2020
Liver Segmentation in Abdominal CT Images via Auto-Context Neural Network and Self-Supervised Contour Attention Minyoung Chung Jingyu Lee Jeongjin Lee Y. Shin MedIm 44 29 0 14 Feb 2020
Pose-Aware Instance Segmentation Framework from Cone Beam CT Images for Tooth Segmentation Minyoung Chung Minkyung Lee Jioh Hong Sanguk Park Jusang Lee Jingyu Lee Jeongjin Lee Y. Shin 55 66 0 06 Feb 2020
Segmentation of Retinal Low-Cost Optical Coherence Tomography Images using Deep Learning Timo Kepp H. Sudkamp C. V. D. Burchard Hendrik Schenke P. Koch G. Hüttmann J. Roider M. Heinrich Heinz Handels 35 11 0 23 Jan 2020
Target-Embedding Autoencoders for Supervised Representation Learning Daniel Jarrett M. Schaar OOD 56 15 0 23 Jan 2020
Learning Deformable Registration of Medical Images with Anatomical Constraints Lucas Mansilla Diego H. Milone Enzo Ferrante MedIm 67 82 0 20 Jan 2020
Spatio-Temporal Segmentation in 3D Echocardiographic Sequences using Fractional Brownian Motion Omar Sultan Al-Kadi 22 5 0 21 Dec 2019
Heart Segmentation From MRI Scans Using Convolutional Neural Network Shakeel Muhammad Ibrahim M. Ibrahim Muhammad Usman I. Naseem M. Moinuddin 18 3 0 21 Nov 2019
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 136 688 0 09 Nov 2019
Attention Enriched Deep Learning Model for Breast Tumor Segmentation in Ultrasound Images Aleksandar Vakanski Min Xian Phoebe E. Freer 88 144 0 20 Oct 2019
Combining Shape Priors with Conditional Adversarial Networks for Improved Scapula Segmentation in MR images Arnaud Boutillon Bhushan S Borotikar Valérie Burdin Pierre-Henri Conze MedIm 55 20 0 20 Oct 2019
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation I. Oksuz J. Clough B. Ruijsink Esther Puyol-Antón A. Bustin G. Cruz Claudia Prieto A. King Julia A. Schnabel 3DV MedIm 111 61 0 11 Oct 2019
Shape Constrained Network for Eye Segmentation in the Wild Bingnan Luo Jie Shen Shiyang Cheng Yujiang Wang Maja Pantic CVBM 74 26 0 11 Oct 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 62 50 0 23 Sep 2019
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation Zhouqin He Siqi Bao Albert C. S. Chung 3DV 13 7 0 14 Sep 2019
An Automatic Cardiac Segmentation Framework based on Multi-sequence MR Image Yashu Liu Wei Wang Kuanquan Wang Chengqin Ye Gongning Luo 59 21 0 12 Sep 2019
Deep MR Brain Image Super-Resolution Using Spatio-Structural Priors V. Cherukuri Tiantong Guo S. Schiff V. Monga MedIm SupR 50 47 0 10 Sep 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 158 770 0 27 Aug 2019
Weakly Supervised Segmentation by A Deep Geodesic Prior Aliasghar Mortazi Naji Khosravan Drew Torigian Sila Kurugol Ulas Bagci 22 6 0 18 Aug 2019
Bayesian Generative Models for Knowledge Transfer in MRI Semantic Segmentation Problems Anna Kuzina Evgenii Egorov Evgeny Burnaev MedIm 124 19 0 15 Aug 2019
I Bet You Are Wrong: Gambling Adversarial Networks for Structured Semantic Segmentation Laurens Samson Nanne van Noord Olaf Booij M. Hofmann E. Gavves Mohsen Ghafoorian GAN 58 14 0 07 Aug 2019
Uncertainty Quantification in Deep Learning for Safer Neuroimage Enhancement Ryutaro Tanno Daniel E. Worrall Enrico Kaden Aurobrata Ghosh Francesco Grussu A. Bizzi S. Sotiropoulos A. Criminisi Daniel C. Alexander MedIm DiffM 104 33 0 31 Jul 2019
Learning Shape Priors for Robust Cardiac MR Segmentation from Multi-view Images Chen Chen C. Biffi G. Tarroni S. Petersen Wenjia Bai Daniel Rueckert 105 53 0 23 Jul 2019
Cardiac MRI Segmentation with Strong Anatomical Guarantees Nathan Painchaud Youssef Skandarani Thierry Judge Olivier Bernard A. Lalande Pierre-Marc Jodoin 53 63 0 05 Jul 2019
Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models C. Biffi Juan J. Cerrolaza G. Tarroni Wenjia Bai A. de Marvao ... Jinming Duan S. Prasad S. Cook D. O’Regan Daniel Rueckert MedIm 95 47 0 28 Jun 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 65 88 0 18 Jun 2019
Single Image Super-resolution via Dense Blended Attention Generative Adversarial Network for Clinical Diagnosis Kewen Liu Yuan Ma Hongxia Xiong Zejun Yan Zhijun Zhou Chaoyang Liu Panpan Fang Xiaojun Li Yalei Chen GAN MedIm 23 1 0 15 Jun 2019
Global and Local Interpretability for Cardiac MRI Classification J. Clough Ilkay Oksuz Esther Puyol-Antón B. Ruijsink A. King Julia A. Schnabel 92 60 0 14 Jun 2019
Anatomical Priors for Image Segmentation via Post-Processing with Denoising Autoencoders Agostina J. Larrazabal Cesar E. Martínez Enzo Ferrante 55 44 0 05 Jun 2019
Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation F. Balsiger Yannick Soom Olivier Scheidegger M. Reyes 3DPC 64 16 0 05 Jun 2019
Uncertainty-based graph convolutional networks for organ segmentation refinement R. Soberanis-Mukul Nassir Navab Shadi Albarqouni SSeg MedIm 45 12 0 05 Jun 2019
Segmentation of MRI head anatomy using deep volumetric networks and multiple spatial priors Lukas Hirsch Yu Huang Lucas C. Parra MedIm 114 8 0 24 May 2019
Unsupervised Deep Contrast Enhancement with Power Constraint for OLED Displays Y. Shin Seung Park Yoon-Jae Yeo Min-Jae Yoo Sung-Jea Ko 36 22 0 15 May 2019
Medical image super-resolution method based on dense blended attention network Kewen Liu Yuan Ma Hongxia Xiong Zejun Yan Zhijun Zhou Panpan Fang Chaoyang Liu SupR MedIm 27 9 0 13 May 2019
Lesion Segmentation in Ultrasound Using Semi-pixel-wise Cycle Generative Adversarial Nets Jie Xing Zheren Li Biyuan Wang Yuji Qi Bingbin Yu F. G. Zanjani Aiwen Zheng R. Duits T. Tan GAN MedIm 14 6 0 06 May 2019
Unsupervised Deep Learning for Bayesian Brain MRI Segmentation Adrian Dalca Evan M. Yu Polina Golland Bruce Fischl M. Sabuncu Juan Eugenio Iglesias OOD 71 66 0 25 Apr 2019
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation Yuyin Zhou Zhe Li S. Bai Chong Wang Xinlei Chen Mei Han Elliot K. Fishman Alan Yuille 55 177 0 12 Apr 2019