activity
20162025
most citedTopological Machine Learning with Persistence Indicator Functions

36 citations · 68 across the 11 of their papers we have counts for

collaborators

11 papers

cs.CG2025

Accelerating Computation of Stable Merge Tree Edit Distances using Parameterized Heuristics

Florian Wetzels, Heike Leitte, Christoph Garth

In this paper, we present a novel heuristic algorithm for the stable but NP-complete deformation-based edit distance on merge trees. Our key contribution is the introduction of a u…

cs.CG2022★ 18 cited

Branch Decomposition-Independent Edit Distances for Merge Trees

Florian Wetzels, Heike Leitte, Christoph Garth

Edit distances between merge trees of scalar fields have many applications in scientific visualization, such as ensemble analysis, feature tracking or symmetry detection. In this p…

cs.LG2021★ 1 cited

Attribute-based Explanations of Non-Linear Embeddings of High-Dimensional Data

Jan-Tobias Sohns, Michaela Schmitt, Fabian Jirasek +2

Embeddings of high-dimensional data are widely used to explore data, to verify analysis results, and to communicate information. Their explanation, in particular with respect to th…

cs.HC2021★ 1 cited

Knowledge Rocks:Adding Knowledge Assistance to Visualization Systems

Anna-Pia Lohfink, Simon D. Duque Anton, Heike Leitte +1

We present Knowledge Rocks, an implementation strategy and guideline for augmenting visualization systems to knowledge-assisted visualization systems, as defined by the KAVA model.…

cs.CV2020

Visual Probing and Correction of Object Recognition Models with Interactive user feedback

Viny Saajan Victor, Pramod Vadiraja, Jan-Tobias Sohns +1

With the advent of state-of-the-art machine learning and deep learning technologies, several industries are moving towards the field. Applications of such technologies are highly d…

cs.CR2019★ 3 cited

Security in Process: Visually Supported Triage Analysis in Industrial Process Data

Anna-Pia Lohfink, Simon D. Duque Anton, Hans Dieter Schotten +2

Operation technology networks, i.e. hard- and software used for monitoring and controlling physical/industrial processes, have been considered immune to cyber attacks for a long ti…