Topology-Preserving Deep Image Segmentation

12 June 2019

Xiaoling Hu

Papers citing "Topology-Preserving Deep Image Segmentation"

22 / 22 papers shown

Title
BrainMRDiff: A Diffusion Model for Anatomically Consistent Brain MRI Synthesis Moinak Bhattacharya Saumya Gupta Annie Singh Chong Chen Gagandeep Singh Prateek Prasanna MedIm 73 0 0 06 Apr 2025
Automatic quality control in multi-centric fetal brain MRI super-resolution reconstruction Thomas Sanchez Vladyslav Zalevsky Angeline Mihailo Gerard Martí Juan E. Eixarch Andras Jakab Vincent Dunet Mériam Koob G. Auzias Meritxell Bach Cuadra 68 0 0 13 Mar 2025
Towards Scalable Topological Regularizers Hiu-Tung Wong Darrick Lee Hong Yan BDL 92 0 0 24 Jan 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 88 2 0 05 Nov 2024
TopoDiffusionNet: A Topology-aware Diffusion Model Saumya Gupta Dimitris Samaras Chong Chen DiffM 82 4 0 22 Oct 2024
When Witnesses Defend: A Witness Graph Topological Layer for Adversarial Graph Learning Naheed Anjum Arafat D. Basu Yulia R. Gel Yuzhou Chen AAML 364 1 0 21 Sep 2024
Enabling Uncertainty Estimation in Iterative Neural Networks Nikita Durasov Doruk Öner Jonathan Donier Hieu M. Le Pascal Fua UQCV 129 8 0 25 Mar 2024
A Topological Regularizer for Classifiers via Persistent Homology Chao Chen Xiuyan Ni Qinxun Bai Yusu Wang 64 112 0 27 Jun 2018
Beyond the Pixel-Wise Loss for Topology-Aware Delineation Agata Mosinska Pablo Márquez-Neila Mateusz Koziñski Pascal Fua 3DV 57 231 0 06 Dec 2017
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction Jan Funke Fabian Tschopp William Grisaitis Arlo Sheridan Chandan Singh S. Saalfeld Srinivas C. Turaga 3DV 35 27 0 09 Sep 2017
Deep Learning with Topological Signatures Christoph Hofer Roland Kwitt Marc Niethammer A. Uhl 3DPC 59 242 0 13 Jul 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 168 8,425 0 17 Jun 2017
Sliced Wasserstein Kernel for Persistence Diagrams Mathieu Carrière Marco Cuturi S. Oudot 50 238 0 11 Jun 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 305 27,018 0 20 Mar 2017
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 187 18,136 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 322 37,704 0 20 May 2016
Persistence Images: A Stable Vector Representation of Persistent Homology Henry Adams Sofya Chepushtanova Tegan H. Emerson Eric M. Hanson Michael Kirby Francis C. Motta R. Neville C. Peterson Patrick D. Shipman Lori Ziegelmeier 57 674 0 22 Jul 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.2K 76,547 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 173 4,166 0 17 May 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 110 4,882 0 22 Dec 2014
A Stable Multi-Scale Kernel for Topological Machine Learning Jan Reininghaus Stefan Huber Ulrich Bauer Roland Kwitt 50 345 0 21 Dec 2014
Maximin affinity learning of image segmentation Srinivas C. Turaga K. Briggman M. Helmstaedter W. Denk H. S. Seung 97 146 0 28 Nov 2009