Topology-Aware Uncertainty for Image Segmentation

9 June 2023

Saumya Gupta

Yikai Zhang

Xiaoling Hu

Prateek Prasanna

Chao Chen

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Papers citing "Topology-Aware Uncertainty for Image Segmentation"

22 / 22 papers shown

Title
TopoMortar: A dataset to evaluate image segmentation methods focused on topology accuracy Juan Miguel Valverde Motoya Koga Nijihiko Otsuka Anders Bjorholm Dahl 28 0 0 05 Mar 2025
Conformable Convolution for Topologically Aware Learning of Complex Anatomical Structures Yousef Yeganeh Rui Xiao Goktug Guvercin Nassir Navab Azade Farshad MedIm 40 0 0 31 Dec 2024
TopoDiffusionNet: A Topology-aware Diffusion Model Saumya Gupta Dimitris Samaras C. L. P. Chen DiffM 20 4 0 22 Oct 2024
Spatial Diffusion for Cell Layout Generation Chen Li Xiaoling Hu Shahira Abousamra Meilong Xu Chao Chen MedIm 24 3 0 04 Sep 2024
Representing Topological Self-Similarity Using Fractal Feature Maps for Accurate Segmentation of Tubular Structures Jiaxing Huang Yanfeng Zhou Yaoru Luo Guole Liu Heng Guo Ge Yang MedIm 21 6 0 20 Jul 2024
Scalar Function Topology Divergence: Comparing Topology of 3D Objects I. Trofimov Daria Voronkova Eduard Tulchinskii Evgeny Burnaev Serguei Barannikov 22 0 0 11 Jul 2024
Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology Nico Stucki Vincent Bürgin Johannes C. Paetzold Ulrich Bauer 3DV 24 1 0 05 Jul 2024
Centerline Boundary Dice Loss for Vascular Segmentation Pengcheng Shi Jiesi Hu Yanwu Yang Zilve Gao Wei Liu Ting Ma 24 8 0 01 Jul 2024
Neurovascular Segmentation in sOCT with Deep Learning and Synthetic Training Data Etienne Chollet Yael Balbastre Chiara Mauri C. Magnain Bruce Fischl Hui Wang 23 0 0 01 Jul 2024
A New Approach for Evaluating and Improving the Performance of Segmentation Algorithms on Hard-to-Detect Blood Vessels Joao Pedro Parella Matheus V. da Silva C. H. Comin 32 0 0 19 Jun 2024
Scale-Free Image Keypoints Using Differentiable Persistent Homology Giovanni Barbarani Francesco Vaccarino Gabriele Trivigno Marco Guerra Gabriele Berton Carlo Masone 26 0 0 03 Jun 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 40 8 0 11 Mar 2024
Position: Topological Deep Learning is the New Frontier for Relational Learning Theodore Papamarkou Tolga Birdal Michael M. Bronstein Gunnar Carlsson Justin Curry ... Petar Velickovic Bei Wang Yusu Wang Guo-Wei Wei Ghada Zamzmi AI4CE 42 25 0 14 Feb 2024
Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency Meilong Xu Xiaoling Hu Saumya Gupta Shahira Abousamra Chao Chen 19 6 0 28 Nov 2023
Calibrating Uncertainty for Semi-Supervised Crowd Counting Chen Li Xiaoling Hu Shahira Abousamra Chao Chen 15 20 0 19 Aug 2023
Segment Anything Model for Medical Images? Yuhao Huang Yitian Zhao Lei Mou H. Fu Ao Chang ... Lei Li Vicente Grau M. Akiba Fajin Dong Jiang-Dong Liu VLM 75 29 0 28 Apr 2023
Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor Segmentation Aishik Konwer Xiaoling Hu Joseph Bae Xuanang Xu Chaoyu Chen Prateek Prasanna 8 16 0 08 Feb 2023
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 8 42 0 20 Jul 2022
Learning Probabilistic Topological Representations Using Discrete Morse Theory Xiaoling Hu Dimitris Samaras Chao Chen 13 20 0 03 Jun 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference Y. Gal Zoubin Ghahramani UQCV BDL 197 741 0 06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015