Beyond the Pixel-Wise Loss for Topology-Aware Delineation

6 December 2017

Agata Mosinska

Papers citing "Beyond the Pixel-Wise Loss for Topology-Aware Delineation"

36 / 36 papers shown

Title
RRWNet: Recursive Refinement Network for effective retinal artery/vein segmentation and classification José Morano Guilherme Aresta Hrvoje Bogunović 78 2 0 13 Mar 2025
Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation Laurin Lux Alexander H. Berger Alexander Weers Nico Stucki Daniel Rueckert Ulrich Bauer Johannes C. Paetzold 34 2 0 05 Nov 2024
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation Pengfei Gu Yejia Zhang Huimin Li Chaoli Wang D. Z. Chen MedIm 60 1 0 15 Jun 2024
Enhancing Boundary Segmentation for Topological Accuracy with Skeleton-based Methods Chuni Liu Boyuan Ma Xiaojuan Ban Yujie Xie Hao Wang Weihua Xue Jingchao Ma Ke Xu 37 4 0 29 Apr 2024
Topology-Aware Loss for Aorta and Great Vessel Segmentation in Computed Tomography Images Seher Ozcelik S. Unver I. A. Gurses R. Turkay Cigdem Demir 13 1 0 06 Jul 2023
Topology-Aware Uncertainty for Image Segmentation Saumya Gupta Yikai Zhang Xiaoling Hu Prateek Prasanna Chao Chen 28 27 0 09 Jun 2023
Topology-Aware Focal Loss for 3D Image Segmentation Andac Demir Elie Massaad B. Kiziltan 21 8 0 24 Apr 2023
Road Extraction with Satellite Images and Partial Road Maps Qianxiong Xu Cheng Long Liang Yu Chen Zhang 22 19 0 22 Mar 2023
Topologically faithful image segmentation via induced matching of persistence barcodes Nicolas Stucki Johannes C. Paetzold Suprosanna Shit Bjoern H. Menze Ulrich Bauer 14 38 0 28 Nov 2022
PointScatter: Point Set Representation for Tubular Structure Extraction Dong Wang Zhao Zhang Zi-Long Zhao Yuhang Liu Yihong Chen Liwei Wang 3DPC 36 10 0 13 Sep 2022
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation Minh On Vu Ngoc Yizi Chen Nicolas Boutry Jonathan Fabrizio Clement Mallet 28 1 0 23 Jul 2022
Enforcing connectivity of 3D linear structures using their 2D projections Doruk Öner Hussein Osman Mateusz Koziñski Pascal Fua 29 5 0 14 Jul 2022
High-Definition Map Generation Technologies For Autonomous Driving Zhibin Bao Sabir Hossain H. Lang Xianke Lin 22 32 0 11 Jun 2022
Learning Probabilistic Topological Representations Using Discrete Morse Theory Xiaoling Hu Dimitris Samaras Chao Chen 16 20 0 03 Jun 2022
DTU-Net: Learning Topological Similarity for Curvilinear Structure Segmentation Manxi Lin Zahra Bashir M. Tolsgaard Anders Christensen Aasa Feragen MedIm 22 12 0 23 May 2022
SemiCurv: Semi-Supervised Curvilinear Structure Segmentation Xun Xu M. Nguyen Yasin Yazici Kangkang Lu Hlaing Min Chuan-Sheng Foo 32 13 0 18 May 2022
Local Intensity Order Transformation for Robust Curvilinear Object Segmentation Tianyi Shi Nicolas Boutry Yongchao Xu Thierry Géraud 18 48 0 25 Feb 2022
A Topology-Attention ConvLSTM Network and Its Application to EM Images Jiaqi Yang Xiaoling Hu Chao Chen Chialing Tsai 3DPC MedIm 14 3 0 07 Feb 2022
Persistent Homology with Improved Locality Information for more Effective Delineation Doruk Öner A. Garin Mateusz Koziñski K. Hess Pascal Fua 44 7 0 12 Oct 2021
TEDS-Net: Enforcing Diffeomorphisms in Spatial Transformers to Guarantee Topology Preservation in Segmentations M. K. Wyburd Nicola K. Dinsdale Ana I. L. Namburete M. Jenkinson MedIm 13 16 0 28 Jul 2021
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning M. Behzadi H. Ilies AI4CE 8 18 0 07 May 2021
Sequential vessel segmentation via deep channel attention network Dongdong Hao Song Ding Linwei Qiu Yisong Lv B. Fei Yueqi Zhu Binjie Qin 24 52 0 10 Feb 2021
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine V. Cheplygina F. Abdallah SSeg MedIm 27 79 0 16 Nov 2020
PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training An Tran Ali Zonoozi Jagannadan Varadarajan Hannes Kruppa SSeg 31 14 0 14 Oct 2020
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy Wenchong He Arpan Man Sainju Zhe Jiang Da Yan 10 9 0 25 Aug 2020
TR-GAN: Topology Ranking GAN with Triplet Loss for Retinal Artery/Vein Classification Wenting Chen Shuang Yu Junde Wu Kai Ma Cheng Bian Chunyan Chu Linlin Shen Yefeng Zheng MedIm 14 23 0 29 Jul 2020
Dynamic Hierarchical Mimicking Towards Consistent Optimization Objectives Duo Li Qifeng Chen 132 19 0 24 Mar 2020
Pretraining Image Encoders without Reconstruction via Feature Prediction Loss G. Pihlgren Fredrik Sandin Marcus Liwicki 13 3 0 16 Mar 2020
Improving Image Autoencoder Embeddings with Perceptual Loss G. Pihlgren Fredrik Sandin Marcus Liwicki 25 33 0 10 Jan 2020
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology J. Clough Nicholas Byrne Ilkay Oksuz Zhenzhong Lan Julia A. Schnabel A. King 23 218 0 04 Oct 2019
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation Yongjin Zhou Weijian Huang Pei Dong Yong-quan Xia Shanshan Wang MedIm 17 167 0 14 Aug 2019
Recurrent U-Net for Resource-Constrained Segmentation Wei Wang Kaicheng Yu Joachim Hugonot Pascal Fua Mathieu Salzmann 3DV SSeg 32 98 0 11 Jun 2019
Joint Segmentation and Path Classification of Curvilinear Structures Agata Mosinska Mateusz Koziñski Pascal Fua 21 28 0 09 May 2019
Leveraging Crowdsourced GPS Data for Road Extraction from Aerial Imagery Tao Sun Zonglin Di Pengyu Che Chun Liu Yin Wang 20 90 0 04 May 2019
City-scale Road Extraction from Satellite Imagery A. V. Etten 11 12 0 22 Apr 2019
Flood-Filling Networks Michał Januszewski Jeremy B. Maitin-Shepard Peter H. Li J. Kornfeld W. Denk Viren Jain 72 43 0 01 Nov 2016