Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks

22 April 2019

Davood Karimi

Septimiu E. Salcudean

Papers citing "Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks"

49 / 99 papers shown

Title
Effect of Prior-based Losses on Segmentation Performance: A Benchmark Rosana El Jurdi Caroline Petitjean V. Cheplygina P. Honeine F. Abdallah SSeg 12 0 0 07 Jan 2022
Recurrent Feature Propagation and Edge Skip-Connections for Automatic Abdominal Organ Segmentation Zefan Yang Di Lin Dong Ni Yi Wang MedIm 23 6 0 02 Jan 2022
Distribution-aware Margin Calibration for Semantic Segmentation in Images Litao Yu Zhibin Li Min Xu Yongsheng Gao Jiebo Luo Jian Andrew Zhang 8 15 0 21 Dec 2021
Structure-Aware Image Segmentation with Homotopy Warping Xiaoling Hu 18 27 0 15 Dec 2021
Uncertainty, Edge, and Reverse-Attention Guided Generative Adversarial Network for Automatic Building Detection in Remotely Sensed Images Somrita Chattopadhyay A. Kak 18 4 0 10 Dec 2021
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation Yinghuan Shi Jian Zhang T. Ling Jiwen Lu Yefeng Zheng Qian Yu Lei Qi Yang Gao UQCV 15 142 0 17 Oct 2021
Combining CNNs With Transformer for Multimodal 3D MRI Brain Tumor Segmentation With Self-Supervised Pretraining Mariia Dobko Danylo-Ivan Kolinko Ostap Viniavskyi Yurii Yelisieiev ViT MedIm 13 8 0 15 Oct 2021
FDA: Feature Decomposition and Aggregation for Robust Airway Segmentation Minghui Zhang Xin Yu Hanxiao Zhang Hao Zheng Weihao Yu Hong Pan Xiang-Ran Cai Yun Gu 3DPC 11 21 0 07 Sep 2021
A Dense Siamese U-Net trained with Edge Enhanced 3D IOU Loss for Image Co-segmentation Xi Liu Xiabi Liu Huiyu Li Xiaopeng Gong 6 0 0 17 Aug 2021
Region-wise Loss for Biomedical Image Segmentation Juan Miguel Valverde Jussi Tohka 11 5 0 03 Aug 2021
A Proof-of-Concept Study of Artificial Intelligence Assisted Contour Revision T. Bai Anjali Balagopal M. Dohopolski H. Morgan R. Mcbeth Jun Tan Mu-Han Lin David Sher D. Nguyen Steve B. Jiang 11 1 0 28 Jul 2021
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation H. Zunair A. Ben Hamza SSeg MDE 6 222 0 26 Jul 2021
Residual Moment Loss for Medical Image Segmentation Quanziang Wang Renzhen Wang Yuexiang Li Kai Ma Yefeng Zheng Deyu Meng MedIm 9 0 0 27 Jun 2021
AOSLO-net: A deep learning-based method for automatic segmentation of retinal microaneurysms from adaptive optics scanning laser ophthalmoscope images Qian Zhang Konstantina Sampani Mengjia Xu Shengze Cai Yixiang Deng He Li Jennifer K. Sun George Karniadakis 27 23 0 05 Jun 2021
SemSegLoss: A python package of loss functions for semantic segmentation Shruti Jadon SSeg VLM 6 9 0 18 May 2021
Voxel-level Siamese Representation Learning for Abdominal Multi-Organ Segmentation Chae-Eun Lee Minyoung Chung Y. Shin DRL 39 9 0 17 May 2021
PocketNet: A Smaller Neural Network for Medical Image Analysis A. Celaya Jonas A. Actor Rajarajesawari Muthusivarajan Evan Gates C. Chung Dawid Schellingerhout B. Rivière David T. Fuentes SSeg MedIm 6 26 0 21 Apr 2021
Brain Surface Reconstruction from MRI Images Based on Segmentation Networks Applying Signed Distance Maps Heng Fang Xi Yang Taichi Kin Takeo Igarashi 3DV 11 1 0 09 Apr 2021
Tilted Cross Entropy (TCE): Promoting Fairness in Semantic Segmentation Attila Szabo Hadi Jamali Rad Siva-Datta Mannava 18 14 0 25 Mar 2021
Rapid treatment planning for low-dose-rate prostate brachytherapy with TP-GAN Tajwar Abrar Aleef I. Spadinger Michael Peacock Septimiu E. Salcudean S. S. Mahdavi 14 6 0 18 Mar 2021
Topology-Aware Segmentation Using Discrete Morse Theory Xiaoling Hu Yusu Wang Fuxin Li Dimitris Samaras Chao Chen 19 88 0 18 Mar 2021
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient Florian Kofler Ivan Ezhov Fabian Isensee F. Balsiger Christoph Berger ... C. Zimmer D. Ankerst Jan Kirschke Benedikt Wiestler Bjoern H. Menze 21 51 0 10 Mar 2021
Binary segmentation of medical images using implicit spline representations and deep learning O. Barrowclough G. Muntingh Varatharajan Nainamalai Ivar Stangeby 16 20 0 25 Feb 2021
Automatic Segmentation of Organs-at-Risk from Head-and-Neck CT using Separable Convolutional Neural Network with Hard-Region-Weighted Loss Wenhui Lei Haochen Mei Zhengwentai Sun Shan Ye Ran Gu Huan Wang Rui Huang Shichuan Zhang Shaoting Zhang Guotai Wang 8 31 0 03 Feb 2021
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative Study K. E. Sengun Y. Cetin M. Güzel Serhat Can E. Bostanci 8 6 0 25 Jan 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 14 33 0 19 Jan 2021
Bladder segmentation based on deep learning approaches: current limitations and lessons M. Bandyk D. Gopireddy C. Lall K. Balaji Jose Dolz 14 0 0 16 Jan 2021
CleftNet: Augmented Deep Learning for Synaptic Cleft Detection from Brain Electron Microscopy Yi Liu Shuiwang Ji 12 13 0 12 Jan 2021
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation V. Nath Dong Yang Bennett A. Landman Daguang Xu H. Roth 25 67 0 07 Jan 2021
Inter-slice Context Residual Learning for 3D Medical Image Segmentation Jianpeng Zhang Yutong Xie Yan Wang Yong-quan Xia SSeg MedIm 16 87 0 28 Nov 2020
Do Noises Bother Human and Neural Networks In the Same Way? A Medical Image Analysis Perspective Shao-Cheng Wen Yu-Jen Chen Zihao Liu Wujie Wen Xiaowei Xu Yiyu Shi Tsung-Yi Ho Qianjun Jia Meiping Huang Zhuang Jian MedIm 22 5 0 04 Nov 2020
Distribution-aware Margin Calibration for Medical Image Segmentation Zhibin Li Litao Yu Jian Andrew Zhang 4 0 0 03 Nov 2020
Learning Euler's Elastica Model for Medical Image Segmentation Xu Chen Xiangde Luo Yitian Zhao Shaoting Zhang Guotai Wang Yalin Zheng MedIm 9 17 0 01 Nov 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 8 10 0 18 Oct 2020
Geometric Loss for Deep Multiple Sclerosis lesion Segmentation Hang Zhang Jinwei Zhang Rongguang Wang Qihao Zhang S. Gauthier P. Spincemaille Thanh D. Nguyen Yi Wang 6 22 0 29 Sep 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 25 541 0 28 Sep 2020
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 15 18 0 15 Sep 2020
Deep Structure Learning using Feature Extraction in Trained Projection Space Christoph Angermann Markus Haltmeier 3DV 3DPC 11 6 0 01 Sep 2020
AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information Lei Li V. Zimmer J. Schnabel Xiahai Zhuang 17 41 0 11 Aug 2020
A survey of loss functions for semantic segmentation Shruti Jadon SSeg 14 821 0 26 Jun 2020
Enhancing Foreground Boundaries for Medical Image Segmentation Dong Yang H. Roth Xiaosong Wang Ziyue Xu Andriy Myronenko Daguang Xu 22 7 0 29 May 2020
Segmentation Loss Odyssey Jun Ma SSeg VLM MedIm 14 38 0 27 May 2020
Deep Cerebellar Nuclei Segmentation via Semi-Supervised Deep Context-Aware Learning from 7T Diffusion MRI Jinyoung Kim R. Patriat J. Kaplan Oren Solomon N. Harel 12 15 0 21 Apr 2020
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images Irem Ülkü Erdem Akagündüz SSeg 17 188 0 21 Dec 2019
Automated Thalamic Nuclei Segmentation Using Multi-Planar Cascaded Convolutional Neural Networks Mohammed S. Majdi M. Keerthivasan B. Rutt N. Zahr Jeffrey J. Rodríguez M. Saranathan 11 0 0 16 Dec 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 28 665 0 16 Oct 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 6 748 0 27 Aug 2019
Boundary loss for highly unbalanced segmentation H. Kervadec Jihene Bouchtiba Christian Desrosiers Eric Granger Jose Dolz Ismail Ben Ayed 11 473 0 17 Dec 2018
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 278 10,599 0 19 Feb 2017