Human Pose Estimation from Monocular Images

Publikation: Buch/Bericht/Sammelwerk/Konferenzband › Monografie › Forschung

Autoren

  • Bastian Wandt

Organisationseinheiten

Forschungs-netzwerk anzeigen

Details

OriginalspracheDeutsch
ErscheinungsortDüsseldorf
Seitenumfang112
PublikationsstatusVeröffentlicht - 2020

Publikationsreihe

NameFortschritt-Berichte VDI
Herausgeber (Verlag)VDI Verlag
Band869
ISSN (Print)0178-9627

Abstract

Abstract This dissertation deals with the problem of capturing human motions and poses using a single camera. The frst part of the thesis proposes two closely related approaches for the 3D reconstruction of human motions from image sequences. To resolve inherent ambiguities in monocular 3D reconstruction the main idea of this part is to exploit temporal properties of human motions in combination with a human body model learned from training data. The second part of the thesis tackles the problem of reconstructing a human pose from a single image. A human body model is learned by training a deep neural network that covers nonlinearities and anthropometric constraints. C O N T E N T S 1 Introduction ….. 1 1.1 Applications and Commercial Systems . . . . . . . . . . . 1 1.2 Image-based Motion Capture . . . . . . . . . . . . . . . . 2 1.3 Contributions . . . . . . . . . . . . . . . . . . . . . . . . . 6 1.3.1 Time Consistent Human Motion Reconstruction . 6 1.3.2 RepNet

Schlagwörter

    3D reconstruction, Universität Hannover, Structure From Motion, TNT, Monocular Cameras, Human Pose Estimation

Zitieren

Human Pose Estimation from Monocular Images. / Wandt, Bastian.
Düsseldorf, 2020. 112 S. (Fortschritt-Berichte VDI; Band 869).

Publikation: Buch/Bericht/Sammelwerk/Konferenzband › Monografie › Forschung

Wandt, B 2020, Human Pose Estimation from Monocular Images. Fortschritt-Berichte VDI, Bd. 869, Düsseldorf. https://doi.org/10.51202/9783186869104
Wandt, B. (2020). Human Pose Estimation from Monocular Images. (Fortschritt-Berichte VDI; Band 869). https://doi.org/10.51202/9783186869104
Wandt B. Human Pose Estimation from Monocular Images. Düsseldorf, 2020. 112 S. (Fortschritt-Berichte VDI). doi: 10.51202/9783186869104
Wandt, Bastian. / Human Pose Estimation from Monocular Images. Düsseldorf, 2020. 112 S. (Fortschritt-Berichte VDI).
Download
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