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clDice -- A Novel Topology-Preserving Loss Function for Tubular
  Structure Segmentation

clDice -- A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation

16 March 2020
Suprosanna Shit
Johannes C. Paetzold
Anjany Sekuboyina
Ivan Ezhov
Alexander Unger
A. Zhylka
J. Pluim
Ulrich Bauer
Bjoern H. Menze
ArXivPDFHTML

Papers citing "clDice -- A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation"

50 / 50 papers shown
Title
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement
Yihao Ouyang
Xunheng Kuang
Mengjia Xiong
Zhida Wang
Yuanquan Wang
48
0
0
18 Apr 2025
Topology-Preserving Loss for Accurate and Anatomically Consistent Cardiac Mesh Reconstruction
Chenyu Zhang
Yihao Luo
Yinzhe Wu
Choon Hwai Yap
Guang Yang
51
0
0
10 Mar 2025
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation
Gen Shi
Hui Zhang
Jie Tian
Mamba
73
0
0
04 Mar 2025
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling
Jonathan Fhima
Jan Van Eijgen
Lennert Beeckmans
Thomas Jacobs
Moti Freiman
Luis Filipe Nakayama
Ingeborg Stalmans
Chaim Baskin
Joachim A. Behar
MedIm
69
0
0
03 Mar 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation
Qihang Xie
Mengguo Guo
Lei Mou
Dan Zhang
Da Chen
Caifeng Shan
Yitian Zhao
Ruisheng Su
Jiong Zhang
113
1
0
21 Feb 2025
Towards Scalable Topological Regularizers
Towards Scalable Topological Regularizers
Hiu-Tung Wong
Darrick Lee
Hong Yan
BDL
64
0
0
24 Jan 2025
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures
Yousef Yeganeh
Rui Xiao
Goktug Guvercin
Nassir Navab
Azade Farshad
MedIm
45
0
0
31 Dec 2024
IRFusionFormer: Enhancing Pavement Crack Segmentation with RGB-T Fusion and Topological-Based Loss
IRFusionFormer: Enhancing Pavement Crack Segmentation with RGB-T Fusion and Topological-Based Loss
Ruiqiang Xiao
Xiaohu Chen
39
0
0
31 Dec 2024
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
Bastian Wittmann
Yannick Wattenberg
Tamaz Amiranashvili
Suprosanna Shit
Bjoern H. Menze
92
3
0
26 Nov 2024
Enhancing the automatic segmentation and analysis of 3D liver vasculature models
Enhancing the automatic segmentation and analysis of 3D liver vasculature models
Yassine Machta
Omar S. Ali
Kevin Hakkakian
Ana Vlascenau
Amaury Facque
Nicolas Golse
I. Vignon-Clementel
90
0
0
24 Nov 2024
TopoTxR: A topology-guided deep convolutional network for breast
  parenchyma learning on DCE-MRIs
TopoTxR: A topology-guided deep convolutional network for breast parenchyma learning on DCE-MRIs
Fan Wang
Zhilin Zou
N. Sakla
Luke Partyka
Nil Rawal
...
Wei Zhao
Haibin Ling
Chuan Huang
Prateek Prasanna
Chong Chen
MedIm
29
3
0
05 Nov 2024
Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
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
42
2
0
05 Nov 2024
TopoDiffusionNet: A Topology-aware Diffusion Model
TopoDiffusionNet: A Topology-aware Diffusion Model
Saumya Gupta
Dimitris Samaras
Chong Chen
DiffM
44
4
0
22 Oct 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation
Lin Zhang
Wenbo Gao
Jie Yi
Yunyun Yang
46
0
0
14 Jul 2024
Centerline Boundary Dice Loss for Vascular Segmentation
Centerline Boundary Dice Loss for Vascular Segmentation
Pengcheng Shi
Jiesi Hu
Yanwu Yang
Zilve Gao
Wei Liu
Ting Ma
45
8
0
01 Jul 2024
Self Pre-training with Topology- and Spatiality-aware Masked
  Autoencoders for 3D Medical Image Segmentation
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation
Pengfei Gu
Yejia Zhang
Huimin Li
Chaoli Wang
Danny Chen
MedIm
71
1
0
15 Jun 2024
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation
Chun-Hung Wu
Shih-Hong Chen
Chih-Yao Hu
Hsin-Yu Wu
Kai-Hsin Chen
Yu-You Chen
Chih-Hai Su
Chih-Kuo Lee
Yu-Lun Liu
62
2
0
03 Jun 2024
Enhancing Boundary Segmentation for Topological Accuracy with
  Skeleton-based Methods
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
46
4
0
29 Apr 2024
Guidelines for Cerebrovascular Segmentation: Managing Imperfect
  Annotations in the context of Semi-Supervised Learning
Guidelines for Cerebrovascular Segmentation: Managing Imperfect Annotations in the context of Semi-Supervised Learning
Pierre Rougé
Pierre-Henri Conze
Nicolas Passat
Odyssée Merveille
44
0
0
02 Apr 2024
A Geometric Algorithm for Tubular Shape Reconstruction from Skeletal
  Representation
A Geometric Algorithm for Tubular Shape Reconstruction from Skeletal Representation
Guoqing Zhang
Songzi Cat
33
0
0
20 Feb 2024
Deep Learning for Vascular Segmentation and Applications in Phase
  Contrast Tomography Imaging
Deep Learning for Vascular Segmentation and Applications in Phase Contrast Tomography Imaging
Ekin Yagis
S. Aslani
Yashvardhan Jain
Yang Zhou
Shahrokh Rahmani
...
M. Ackermann
D. Jonigk
Paul Tafforeau
Peter D Lee
Claire L. Walsh
45
4
0
22 Nov 2023
Topology-Aware Uncertainty for Image Segmentation
Topology-Aware Uncertainty for Image Segmentation
Saumya Gupta
Yikai Zhang
Xiaoling Hu
Prateek Prasanna
Chao Chen
30
27
0
09 Jun 2023
Extremely weakly-supervised blood vessel segmentation with
  physiologically based synthesis and domain adaptation
Extremely weakly-supervised blood vessel segmentation with physiologically based synthesis and domain adaptation
Peidi Xu
O. Sosnovtseva
Charlotte Mehlin Sørensen
Kenny Erleben
S. Darkner
37
4
0
26 May 2023
JoB-VS: Joint Brain-Vessel Segmentation in TOF-MRA Images
JoB-VS: Joint Brain-Vessel Segmentation in TOF-MRA Images
Natalia Valderrama
Ioannis Pitsiorlas
Luisa Vargas
Pablo Arbelaez
Maria A. Zuluaga
26
2
0
16 Apr 2023
Directional Connectivity-based Segmentation of Medical Images
Directional Connectivity-based Segmentation of Medical Images
Ziyun Yang
Sina Farsiu
35
36
0
31 Mar 2023
Link Prediction for Flow-Driven Spatial Networks
Link Prediction for Flow-Driven Spatial Networks
Bastian Wittmann
Johannes C. Paetzold
Chinmay Prabhakar
Daniel Rueckert
Bjoern H. Menze
GNN
33
7
0
25 Mar 2023
Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public
  Benchmark for Pulmonary Airway Segmentation
Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation
Minghui Zhang
Yang Wu
Hanxiao Zhang
Yulei Qin
Hao Zheng
...
Raúl San José Estépar
C. Espinosa
Jiayuan Sun
Guang-Zhong Yang
Yun Gu
15
12
0
10 Mar 2023
CTG-Net: An Efficient Cascaded Framework Driven by Terminal Guidance
  Mechanism for Dilated Pancreatic Duct Segmentation
CTG-Net: An Efficient Cascaded Framework Driven by Terminal Guidance Mechanism for Dilated Pancreatic Duct Segmentation
Liwen Zou
Zhen-zhai Cai
Y. Qiu
Luying Gui
L. Mao
Xiaoping Yang
MedIm
30
6
0
06 Mar 2023
Topologically faithful image segmentation via induced matching of
  persistence barcodes
Topologically faithful image segmentation via induced matching of persistence barcodes
Nicolas Stucki
Johannes C. Paetzold
Suprosanna Shit
Bjoern H. Menze
Ulrich Bauer
22
38
0
28 Nov 2022
ImageCAS: A Large-Scale Dataset and Benchmark for Coronary Artery
  Segmentation based on Computed Tomography Angiography Images
ImageCAS: A Large-Scale Dataset and Benchmark for Coronary Artery Segmentation based on Computed Tomography Angiography Images
An Zeng
Chunbiao Wu
Meiping Huang
Jian Zhuang
Shanshan Bi
...
Tianchen Wang
Yiyu Shi
Xuelong Li
Guisen Lin
Xiaowei Xu
28
58
0
03 Nov 2022
Automated analysis of diabetic retinopathy using vessel segmentation
  maps as inductive bias
Automated analysis of diabetic retinopathy using vessel segmentation maps as inductive bias
Linus Kreitner
Ivan Ezhov
Daniel Rueckert
Johannes C. Paetzold
M. Menten
37
2
0
28 Oct 2022
Adversarial Transformer for Repairing Human Airway Segmentation
Adversarial Transformer for Repairing Human Airway Segmentation
Zeyu Tang
Nan Yang
Simon Walsh
Guang Yang
ViT
MedIm
24
13
0
21 Oct 2022
RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical
  Centerline Extraction
RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction
L. Jin
Shixuan Gu
D. Wei
Jason Ken Adhinarta
Kaiming Kuang
Yongjie Jessica Zhang
Hanspeter Pfister
Bingbing Ni
Jiancheng Yang
Ming Li
3DPC
27
15
0
18 Oct 2022
A Learning-based Framework for Topology-Preserving Segmentation using
  Quasiconformal Mappings
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings
Han Zhang
L. Lui
37
6
0
07 Oct 2022
PointScatter: Point Set Representation for Tubular Structure Extraction
PointScatter: Point Set Representation for Tubular Structure Extraction
Dong Wang
Zhao Zhang
Zi-Long Zhao
Yuhang Liu
Yihong Chen
Liwei Wang
3DPC
44
10
0
13 Sep 2022
Boundary-Aware Network for Abdominal Multi-Organ Segmentation
Boundary-Aware Network for Abdominal Multi-Organ Segmentation
Shishuai Hu
Zehui Liao
Yong-quan Xia
19
0
0
29 Aug 2022
Boundary-Aware Network for Kidney Parsing
Boundary-Aware Network for Kidney Parsing
Shishuai Hu
Yiwen Ye
Zehui Liao
Yong-quan Xia
MedIm
23
2
0
29 Aug 2022
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentation
Minh On Vu Ngoc
Yizi Chen
Nicolas Boutry
Jonathan Fabrizio
Clement Mallet
34
1
0
23 Jul 2022
Physiology-based simulation of the retinal vasculature enables
  annotation-free segmentation of OCT angiographs
Physiology-based simulation of the retinal vasculature enables annotation-free segmentation of OCT angiographs
M. Menten
Johannes C. Paetzold
Alina F. Dima
Bjoern H. Menze
B. Knier
Daniel Rueckert
32
15
0
22 Jul 2022
Learning Topological Interactions for Multi-Class Medical Image
  Segmentation
Learning Topological Interactions for Multi-Class Medical Image Segmentation
Saumya Gupta
Xiaoling Hu
James H. Kaan
Michael Jin
M. Mpoy
...
Tahsin M. Kurc
Joel H. Saltz
A. Tassiopoulos
Prateek Prasanna
Chao Chen
24
42
0
20 Jul 2022
Enforcing connectivity of 3D linear structures using their 2D
  projections
Enforcing connectivity of 3D linear structures using their 2D projections
Doruk Öner
Hussein Osman
Mateusz Koziñski
Pascal Fua
35
5
0
14 Jul 2022
Metrics reloaded: Recommendations for image analysis validation
Metrics reloaded: Recommendations for image analysis validation
Lena Maier-Hein
Annika Reinke
Patrick Godau
M. Tizabi
Florian Buettner
...
Aleksei Tiulpin
Sotirios A. Tsaftaris
Ben Van Calster
Gaël Varoquaux
Paul F. Jäger
34
218
0
03 Jun 2022
Learning Probabilistic Topological Representations Using Discrete Morse
  Theory
Learning Probabilistic Topological Representations Using Discrete Morse Theory
Xiaoling Hu
Dimitris Samaras
Chao Chen
24
20
0
03 Jun 2022
DTU-Net: Learning Topological Similarity for Curvilinear Structure
  Segmentation
DTU-Net: Learning Topological Similarity for Curvilinear Structure Segmentation
Manxi Lin
Zahra Bashir
M. Tolsgaard
Anders Christensen
Aasa Feragen
MedIm
32
12
0
23 May 2022
Local Intensity Order Transformation for Robust Curvilinear Object
  Segmentation
Local Intensity Order Transformation for Robust Curvilinear Object Segmentation
Tianyi Shi
Nicolas Boutry
Yongchao Xu
Thierry Géraud
25
48
0
25 Feb 2022
An Analysis of the Influence of Transfer Learning When Measuring the
  Tortuosity of Blood Vessels
An Analysis of the Influence of Transfer Learning When Measuring the Tortuosity of Blood Vessels
Matheus V. da Silva
Julie Ouellette
Baptiste Lacoste
C. H. Comin
29
7
0
19 Nov 2021
METGAN: Generative Tumour Inpainting and Modality Synthesis in Light
  Sheet Microscopy
METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy
Izabela Horvath
Johannes C. Paetzold
Oliver Schoppe
Rami Al-Maskari
Ivan Ezhov
Suprosanna Shit
Hongwei Bran Li
Ali Ertuerk
Bjoern H. Menze
MedIm
31
9
0
22 Apr 2021
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation
  Losses
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation Losses
Bingyuan Liu
Jose Dolz
Adrian Galdran
Riadh Kobbi
Ismail Ben Ayed
40
15
0
18 Apr 2021
Common Limitations of Image Processing Metrics: A Picture Story
Common Limitations of Image Processing Metrics: A Picture Story
Annika Reinke
M. Tizabi
Carole H. Sudre
Matthias Eisenmann
Tim Radsch
...
Gaël Varoquaux
Manuel Wiesenfarth
Ziv R. Yaniv
Paul Jäger
Lena Maier-Hein
24
141
0
12 Apr 2021
Tubular Shape Aware Data Generation for Semantic Segmentation in Medical
  Imaging
Tubular Shape Aware Data Generation for Semantic Segmentation in Medical Imaging
I. Sirazitdinov
H. Schulz
A. Saalbach
S. Renisch
Dmitry V. Dylov
MedIm
34
2
0
02 Oct 2020
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