Search Results for author: Martin Bauer

Found 16 papers, 8 papers with code

Basis restricted elastic shape analysis on the space of unregistered surfaces

no code implementations7 Nov 2023 Emmanuel Hartman, Emery Pierson, Martin Bauer, Mohamed Daoudi, Nicolas Charon

The use of such bases allows to simplify the representation of the corresponding shape space to a finite dimensional latent space.

Specificity

BaRe-ESA: A Riemannian Framework for Unregistered Human Body Shapes

no code implementations ICCV 2023 Emmanuel Hartman, Emery Pierson, Martin Bauer, Nicolas Charon, Mohamed Daoudi

We present Basis Restricted Elastic Shape Analysis (BaRe-ESA), a novel Riemannian framework for human body scan representation, interpolation and extrapolation.

Elastic shape analysis of surfaces with second-order Sobolev metrics: a comprehensive numerical framework

1 code implementation8 Apr 2022 Emmanuel Hartman, Yashil Sukurdeep, Eric Klassen, Nicolas Charon, Martin Bauer

This paper introduces a set of numerical methods for Riemannian shape analysis of 3D surfaces within the setting of invariant (elastic) second-order Sobolev metrics.

Modeling the Shape of the Brain Connectome via Deep Neural Networks

1 code implementation6 Mar 2022 Haocheng Dai, Martin Bauer, P. Thomas Fletcher, Sarang Joshi

The goal of diffusion-weighted magnetic resonance imaging (DWI) is to infer the structural connectivity of an individual subject's brain in vivo.

Integrated Construction of Multimodal Atlases with Structural Connectomes in the Space of Riemannian Metrics

1 code implementation20 Sep 2021 Kristen M. Campbell, Haocheng Dai, Zhe Su, Martin Bauer, P. Thomas Fletcher, Sarang C. Joshi

In order to enable population-level statistical analysis of the structural connectome, we propose representing a connectome as a Riemannian metric, which is a point on an infinite-dimensional manifold.

IoT Virtualization with ML-based Information Extraction

no code implementations10 Jun 2021 Martin Bauer

To address this issue, the Fed4IoT project has developed an IoT virtualization platform that, on the one hand, integrates information from many different source platforms and, on the other hand, makes the information required by the respective users available in the target platform of choice.

Management

Physics Informed Convex Artificial Neural Networks (PICANNs) for Optimal Transport based Density Estimation

1 code implementation2 Apr 2021 Amanpreet Singh, Martin Bauer, Sarang Joshi

Optimal Mass Transport (OMT) is a well studied problem with a variety of applications in a diverse set of fields ranging from Physics to Computer Vision and in particular Statistics and Data Science.

Density Estimation

Structural Connectome Atlas Construction in the Space of Riemannian Metrics

no code implementations9 Mar 2021 Kristen M. Campbell, Haocheng Dai, Zhe Su, Martin Bauer, P. Thomas Fletcher, Sarang C. Joshi

The structural connectome is often represented by fiber bundles generated from various types of tractography.

Supervised deep learning of elastic SRV distances on the shape space of curves

1 code implementation13 Jan 2021 Emmanuel Hartman, Yashil Sukurdeep, Nicolas Charon, Eric Klassen, Martin Bauer

Motivated by applications from computer vision to bioinformatics, the field of shape analysis deals with problems where one wants to analyze geometric objects, such as curves, while ignoring actions that preserve their shape, such as translations, rotations, or reparametrizations.

A numerical framework for elastic surface matching, comparison, and interpolation

1 code implementation20 Jun 2020 Martin Bauer, Nicolas Charon, Philipp Harms, Hsi-Wei Hsieh

Square root normal fields (SRNF) considerably simplify the computation of certain elastic distances between parametrized surfaces.

Light Dark Matter Annihilation and Scattering in LHC Detectors

no code implementations27 May 2020 Martin Bauer, Patrick Foldenauer, Peter Reimitz, Tilman Plehn

We systematically study models with light scalar and pseudoscalar dark matter candidates and their potential signals at the LHC.

High Energy Physics - Phenomenology High Energy Physics - Experiment

An inexact matching approach for the comparison of plane curves with general elastic metrics

no code implementations9 Jan 2020 Yashil Sukurdeep, Martin Bauer, Nicolas Charon

This paper introduces a new mathematical formulation and numerical approach for the computation of distances and geodesics between immersed planar curves.

Shape Analysis of Surfaces Using General Elastic Metrics

1 code implementation4 Oct 2019 Zhe Su, Martin Bauer, Stephen C. Preston, Hamid Laga, Eric Klassen

In this article we introduce a family of elastic metrics on the space of parametrized surfaces in 3D space using a corresponding family of metrics on the space of vector valued one-forms.

Differential Geometry Optimization and Control 49Q10, 58B20

Landmark-Guided Elastic Shape Analysis of Human Character Motions

no code implementations3 Feb 2015 Martin Bauer, Markus Eslitzbichler, Markus Grasmair

Motions of virtual characters in movies or video games are typically generated by recording actors using motion capturing methods.

General Classification

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