Title
Image Segmentation with Topological Priors Shakir Showkat Sofi Nadezhda Alsahanova 23 3 0 12 May 2022
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis Nicolás Gaggion Lucas Mansilla Candelaria Mosquera Diego H. Milone Enzo Ferrante MedIm 37 41 0 21 Mar 2022
Leveraging Labeling Representations in Uncertainty-based Semi-supervised Segmentation V. SukeshAdiga Jose Dolz H. Lombaert UQCV 39 16 0 10 Mar 2022
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining Benjamin Billot Magdamo Colin S. Arnold Sudeshna Das Juan Eugenio Iglesias OOD 92 11 0 03 Mar 2022
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI Sofie Tilborghs J. Bogaert F. Maes 54 6 0 02 Mar 2022
Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI Jörg Sander B. D. de Vos Ivana Ivsgum DiffM MedIm 62 15 0 18 Feb 2022
Supervision by Denoising for Medical Image Segmentation Sean I. Young Adrian Dalca Enzo Ferrante Polina Golland Christopher A. Metzler Bruce Fischl Juan Eugenio Iglesias 83 4 0 07 Feb 2022
Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ Segmentation Elias Tappeiner M. Welk R. Schubert SSeg AI4CE 56 16 0 05 Jan 2022
Temporally Constrained Neural Networks (TCNN): A framework for semi-supervised video semantic segmentation Deepak Alapatt Pietro Mascagni Armine Vardazaryan Alain Garcia Nariaki Okamoto Didier Mutter J. Marescaux Guido Costamagna B. Dallemagne N. Padoy 57 10 0 27 Dec 2021
Explainable Medical Imaging AI Needs Human-Centered Design: Guidelines and Evidence from a Systematic Review Haomin Chen Catalina Gomez Chien-Ming Huang Mathias Unberath 114 131 0 21 Dec 2021
A Generalized Zero-Shot Quantization of Deep Convolutional Neural Networks via Learned Weights Statistics Prasen Kumar Sharma Arun Abraham V. N. Rajendiran MQ 98 8 0 06 Dec 2021
DeepSSM: A Blueprint for Image-to-Shape Deep Learning Models Riddhish Bhalodia Shireen Y. Elhabian Jadie Adams Wenzheng Tao L. Kavan R. Whitaker MedIm 142 25 0 14 Oct 2021
A New Semi-Automated Algorithm for Volumetric Segmentation of the Left Ventricle in Temporal 3D Echocardiography Sequences Deepa Krishnaswamy A. Hareendranathan Tan Suwatanaviroj P. Boulanger H. Becher M. Noga K. Punithakumar 50 4 0 02 Sep 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 74 6 0 26 Aug 2021
Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris TTA 70 9 0 26 Aug 2021
A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR Nicholas Byrne J. Clough I. Valverde Giovanni Montana A. King 82 26 0 27 Jul 2021
Fully Automated Machine Learning Pipeline for Echocardiogram Segmentation Hang Duong Thi Thuy T. Minh Phi Nguyen Van Long Tran Quoc 24 1 0 18 Jul 2021
Joint Semi-supervised 3D Super-Resolution and Segmentation with Mixed Adversarial Gaussian Domain Adaptation N. Savioli A. de Marvao Wenjia Bai Shuo Wang S. Cook C. Chin Daniel Rueckert D. O’Regan MedIm 55 2 0 16 Jul 2021
Medical Imaging with Deep Learning for COVID- 19 Diagnosis: A Comprehensive Review Subrato Bharati Prajoy Podder M. Rubaiyat Hossain Mondal V. B. Surya Prasath 71 40 0 13 Jul 2021
Context-aware virtual adversarial training for anatomically-plausible segmentation Ping Wang Jizong Peng M. Pedersoli Yuanfeng Zhou Caiming Zhang Christian Desrosiers 26 5 0 12 Jul 2021
Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation Shuo Wang C. Qin N. Savioli Chen Chen D. O’Regan S. Cook Yike Guo Daniel Rueckert Wenjia Bai MedIm 41 17 0 08 Jul 2021
Stateless actor-critic for instance segmentation with high-level priors P. Hilt Maedeh Zarvandi Edgar Kaziakhmedov Sourabh Bhide Maria Leptin Constantin Pape Anna Kreshuk OffRL 36 0 0 06 Jul 2021
Hybrid graph convolutional neural networks for landmark-based anatomical segmentation Nicolás Gaggion Lucas Mansilla Diego H. Milone Enzo Ferrante MedIm 59 8 0 17 Jun 2021
EnMcGAN: Adversarial Ensemble Learning for 3D Complete Renal Structures Segmentation Yuting He Rongjun Ge Xiaoming Qi Guanyu Yang Yang Chen Youyong Kong H. Shu J. Coatrieux Shuo Li MedIm 34 3 0 08 Jun 2021
MIASSR: An Approach for Medical Image Arbitrary Scale Super-Resolution Jin Zhu Chuan Tan Junwei Yang Guang Yang Pietro Lio OOD MedIm 35 2 0 22 May 2021
Quantifying Topology In Pancreatic Tubular Networks From Live Imaging 3D Microscopy K. Arnavaz Oswin Krause Kilian Zepf Jelena M. Krivokapic Silja Heilmann J. A. Bærentzen P. Nyeng Aasa Feragen 16 2 0 20 May 2021
Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! H. Kervadec Houda Bahig L. Létourneau-Guillon Jose Dolz Ismail Ben Ayed 163 14 0 03 May 2021
Weakly Supervised Volumetric Segmentation via Self-taught Shape Denoising Model Qian He Shuailin Li Xuming He 135 3 0 27 Apr 2021
Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation Francesco Galati Maria A. Zuluaga 44 15 0 12 Apr 2021
Deep Implicit Statistical Shape Models for 3D Medical Image Delineation Ashwin Raju S. Miao Mei Han Le Lu Junzhou Huang Adam P. Harrison 3DV MedIm 57 33 0 07 Apr 2021
A Comparative Analysis of Machine Learning and Grey Models Gang He Khwaja Mutahir Ahmad Wenxin Yu Xiaochuan Xu J. Kumar SyDa AI4TS 51 0 0 02 Apr 2021
Learning With Context Feedback Loop for Robust Medical Image Segmentation K. Girum G. Créhange A. Lalande MedIm 51 39 0 04 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 90 60 0 28 Feb 2021
Atlas-aware ConvNetfor Accurate yet Robust Anatomical Segmentation Yuan Liang Weinan Song Jiawei Yang Liang Qiu Kun Wang Lei He MedIm 37 3 0 02 Feb 2021
Reciprocal Landmark Detection and Tracking with Extremely Few Annotations Jianzhe Lin Ghazal Sahebzamani C. Luong F. Dezaki Mohammad Jafari Purang Abolmaesumi T. Tsang 71 4 0 27 Jan 2021
Multi-Structure Deep Segmentation with Shape Priors and Latent Adversarial Regularization Arnaud Boutillon Bhushan S Borotikar C. Pons Valérie Burdin Pierre-Henri Conze MedIm 19 4 0 25 Jan 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 135 34 0 19 Jan 2021
Unsupervised Domain Adaptation from Axial to Short-Axis Multi-Slice Cardiac MR Images by Incorporating Pretrained Task Networks Sven Koehler T. Hussain Zach Blair T. Huffaker Florian Ritzmann ... S. Sarikouch H. Latus G. Greil I. Wolf Sandy Engelhardt 119 8 0 19 Jan 2021
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning Lu Wang D. Guo Guotai Wang Shaoting Zhang MedIm GAN 60 30 0 29 Dec 2020
Atlas-ISTN: Joint Segmentation, Registration and Atlas Construction with Image-and-Spatial Transformer Networks Matthew Sinclair A. Schuh K. Hahn K. Petersen Ying Bai James Batten M. Schaap Ben Glocker 74 32 0 18 Dec 2020
Contour Transformer Network for One-shot Segmentation of Anatomical Structures Yuhang Lu K. Zheng Weijian Li Yirui Wang Adam P. Harrison ... Song Wang Jing Xiao Le Lu C. Kuo S. Miao MedIm 116 22 0 02 Dec 2020
Automatic Detection of Cardiac Chambers Using an Attention-based YOLOv4 Framework from Four-chamber View of Fetal Echocardiography Sibo Qiao Shanchen Pang G. Luo S. Pan Xun Wang Min Wang Xue Zhai Taotao Chen 25 8 0 26 Nov 2020
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine Veronika Cheplygina F. Abdallah SSeg MedIm 91 83 0 16 Nov 2020
Automatic segmentation with detection of local segmentation failures in cardiac MRI Jörg Sander B. D. de Vos Ivana Išgum 94 50 0 13 Nov 2020
Automatic Myocardial Infarction Evaluation from Delayed-Enhancement Cardiac MRI using Deep Convolutional Networks K. Girum Youssef Skandarani Raabid Hussain A. B. Grayeli G. Créhange A. Lalande 40 10 0 30 Oct 2020
Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples Jörg Sander B. D. de Vos Ivana Išgum MedIm 51 17 0 25 Oct 2020
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 67 10 0 18 Oct 2020
Early Detection of Myocardial Infarction in Low-Quality Echocardiography A. Degerli M. Zabihi S. Kiranyaz Tahir Hamid Rashid Mazhar R. Hamila Moncef Gabbouj 48 60 0 05 Oct 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng Asoke K. Nandi SSeg OOD 95 578 0 28 Sep 2020
Tarsier: Evolving Noise Injection in Super-Resolution GANs Baptiste Roziere Nathanal Carraz Rakotonirina Vlad Hosu Andry Rasoanaivo Hanhe Lin Camille Couprie O. Teytaud 87 6 0 25 Sep 2020