Structure from Articulated Motion: Accurate and Stable Monocular 3D Reconstruction without Training Data.

articulated structure recovery human pose estimation structure from motion

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
22 Oct 2019
Historique:
received: 23 09 2019
revised: 15 10 2019
accepted: 15 10 2019
entrez: 27 10 2019
pubmed: 28 10 2019
medline: 28 10 2019
Statut: epublish

Résumé

Recovery of articulated 3D structure from 2D observations is a challenging computer vision problem with many applications. Current learning-based approaches achieve state-of-the-art accuracy on public benchmarks but are restricted to specific types of objects and motions covered by the training datasets. Model-based approaches do not rely on training data but show lower accuracy on these datasets. In this paper, we introduce a model-based method called

Identifiants

pubmed: 31652665
pii: s19204603
doi: 10.3390/s19204603
pmc: PMC6833108
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : Bundesministerium für Bildung und Forschung
ID : 01IW18002

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Auteurs

Onorina Kovalenko (O)

Department Augmented Vision, German Research Center for Artificial Intelligence (DFKI), 67663 Kaiserslautern, Germany. onorina.kovalenko@dfki.de.

Vladislav Golyanik (V)

Department of Computer Graphics, Max Planck Institute for Informatics, 66123 Saarbrücken, Germany. golyanik@mpi-inf.mpg.de.

Jameel Malik (J)

Department Augmented Vision, German Research Center for Artificial Intelligence (DFKI), 67663 Kaiserslautern, Germany. jameel.malik@dfki.de.
Department of Computer Science, University of Kaiserslautern, 67663 Kaiserslautern, Germany. jameel.malik@dfki.de.
School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), 44000 Islamabad, Pakistan. jameel.malik@dfki.de.

Ahmed Elhayek (A)

Department Augmented Vision, German Research Center for Artificial Intelligence (DFKI), 67663 Kaiserslautern, Germany. ahmed.elhayek@dfki.de.
Department of Computer Science, University of Prince Mugrin (UPM), 20012 Madinah, Saudi Arabia. ahmed.elhayek@dfki.de.

Didier Stricker (D)

Department Augmented Vision, German Research Center for Artificial Intelligence (DFKI), 67663 Kaiserslautern, Germany. didier.stricker@dfki.de.
Department of Computer Science, University of Kaiserslautern, 67663 Kaiserslautern, Germany. didier.stricker@dfki.de.

Classifications MeSH