Cover Image

TUN: Detecting Significant Points in Persistence Diagrams with Deep Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Yu, Lin, Hongwei
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning Algebraic Topology
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TopOC: Topological Deep Learning for Ovarian and Breast Cancer Diagnosis
by: Fatema, Saba, et al.
Published: (2024)

Vectorization of Persistence Diagrams for Topological Data Analysis in R and Python Using TDAvec Package
by: Luchinsky, Aleksei, et al.
Published: (2024)

CuMPerLay: Learning Cubical Multiparameter Persistence Vectorizations
by: Korkmaz, Caner, et al.
Published: (2025)

Topology-Aware Representation Alignment for Semi-Supervised Vision-Language Learning
by: You, Junwon, et al.
Published: (2026)

The magnitude vector of images
by: Adamer, Michael F., et al.
Published: (2021)

Efficient Betti Matching Enables Topology-Aware 3D Segmentation via Persistent Homology
by: Stucki, Nico, et al.
Published: (2024)

Persistent Homology for MCI Classification: A Comparative Analysis between Graph and Vietoris-Rips Filtrations
by: Bhattacharya, Debanjali, et al.
Published: (2024)

Persistence Spheres: Bi-continuous Representations of Persistence Diagrams
by: Pegoraro, Matteo
Published: (2025)

Natural Image Classification via Quasi-Cyclic Graph Ensembles and Random-Bond Ising Models at the Nishimori Temperature
by: Usatyuk, V. S., et al.
Published: (2025)

Attending to Topological Spaces: The Cellular Transformer
by: Ballester, Rubén, et al.
Published: (2024)

Scalar Function Topology Divergence: Comparing Topology of 3D Objects
by: Trofimov, Ilya, et al.
Published: (2024)

Scale-Free Image Keypoints Using Differentiable Persistent Homology
by: Barbarani, Giovanni, et al.
Published: (2024)

Analyzing Brain Tumor Connectomics using Graphs and Persistent Homology
by: Bhattacharya, Debanjali, et al.
Published: (2024)

Topological Machine Learning with Unreduced Persistence Diagrams
by: Abreu, Nicole, et al.
Published: (2025)

A Normalized Bottleneck Distance on Persistence Diagrams and Homology Preservation under Dimension Reduction
by: May, Nathan H., et al.
Published: (2023)

A Topological Data Analysis Framework for Quantifying Necrosis in Glioblastomas
by: Tellez, Francisco, et al.
Published: (2025)

An Extended Topological Model For High-Contrast Optical Flow
by: Turow, Brad, et al.
Published: (2026)

Emotion recognition in talking-face videos using persistent entropy and neural networks
by: Paluzo-Hidalgo, Eduardo, et al.
Published: (2021)

Topology Estimation of Simulated 4D Image Data by Combining Downscaling and Convolutional Neural Networks
by: Hannouch, Khalil Mathieu, et al.
Published: (2023)

Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning
by: Shin, Jaesun, et al.
Published: (2024)

Topological Quality of Subsets via Persistence Matching Diagrams
by: Torras-Casas, Álvaro, et al.
Published: (2023)

Mix-GENEO: A Flexible Filtration for Multiparameter Persistent Homology Detects Digital Images
by: He, Jiaxing, et al.
Published: (2024)

Deep Learning 2.0: Artificial Neurons That Matter -- Reject Correlation, Embrace Orthogonality
by: Bouhsine, Taha
Published: (2024)

Analyzing Singular Patterns in Discrete Planar Vector Fields via Persistent Path Homology
by: Chen, Yu, et al.
Published: (2024)

The Gestalt Computational Model by Persistent Homology
by: Chen, Yu, et al.
Published: (2024)

A Closed-Form Persistence-Landmark Pipeline for Certified Point-Cloud and Graph Classification
by: Majhi, Sushovan, et al.
Published: (2026)

Point-Level Topological Representation Learning on Point Clouds
by: Grande, Vincent P., et al.
Published: (2024)

Topological reconstruction of sampled surfaces via Morse theory
by: Coltraro, Franco, et al.
Published: (2024)

Boosting Graph Pooling with Persistent Homology
by: Ying, Chaolong, et al.
Published: (2024)

Contraction and Hourglass Persistence for Learning on Graphs, Simplices, and Cells
by: Ji, Mattie, et al.
Published: (2026)

Persistent Homology as Stopping-Criterion for Voronoi Interpolation
by: Melodia, Luciano, et al.
Published: (2019)

Average degree of the essential variety
by: Breiding, Paul, et al.
Published: (2022)

Convolutional Persistence Transforms
by: Solomon, Elchanan, et al.
Published: (2022)

Non-isotropic Persistent Homology: Leveraging the Metric Dependency of PH
by: Grande, Vincent P., et al.
Published: (2023)

Persistent Homology via Ellipsoids
by: Canova, Niklas, et al.
Published: (2024)

PHLP: Sole Persistent Homology for Link Prediction - Interpretable Feature Extraction
by: You, Junwon, et al.
Published: (2024)

Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures
by: Loiseaux, David, et al.
Published: (2023)

Torsion in Persistent Homology and Neural Networks
by: Walch, Maria
Published: (2025)

xPerT: Extended Persistence Transformer
by: Kim, Sehun
Published: (2024)

Stability for Inference with Persistent Homology Rank Functions
by: Wang, Qiquan, et al.
Published: (2023)