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20112026
most citedThe Topology ToolKit

212 citations · 323 across the 23 of their papers we have counts for

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5 papers · 1 filter

cs.LG2026

DebrisTracer: Reliable Tracking in Hypervelocity Impact Fast Imaging

Théophane Loloum, Fabien Vivodtzev, David Hébert +3

This application paper presents DebrisTracer, a framework for the reliable tracking of debris in hypervelocity impact fast imaging. These noisy and highly specific datasets capture…

cs.LG2024

A Practical Solver for Scalar Data Topological Simplification

Mohamed Kissi, Mathieu Pont, Joshua A. Levine +1

This paper presents a practical approach for the optimization of topological simplification, a central pre-processing step for the analysis and visualization of scalar data. Given…

cs.LG2023

Wasserstein Auto-Encoders of Merge Trees (and Persistence Diagrams)

Mahieu Pont, Julien Tierny

This paper presents a computational framework for the Wasserstein auto-encoding of merge trees (MT-WAE), a novel extension of the classical auto-encoder neural network architecture…

cs.LG2023

Wasserstein Dictionaries of Persistence Diagrams

Keanu Sisouk, Julie Delon, Julien Tierny

This paper presents a computational framework for the concise encoding of an ensemble of persistence diagrams, in the form of weighted Wasserstein barycenters [100], [102] of a dic…

cs.LG2022★ 2 cited

Discrete Morse Sandwich: Fast Computation of Persistence Diagrams for Scalar Data -- An Algorithm and A Benchmark

Pierre Guillou, Jules Vidal, Julien Tierny

This paper introduces an efficient algorithm for persistence diagram computation, given an input piecewise linear scalar field defined on a -dimensional simplicial complex $…