Automated generation of 3D from 2D videos using Manifold Learning

Lieferzeit: Lieferbar innerhalb 14 Tagen

39,90 

ISBN: 6139459060
ISBN 13: 9786139459063
Autor: Pippal, Meghna
Verlag: LAP LAMBERT Academic Publishing
Umfang: 76 S.
Erscheinungsdatum: 29.03.2019
Auflage: 1/2019
Format: 0.6 x 22 x 15
Gewicht: 131 g
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 7101567 Kategorie:

Beschreibung

Depth estimation from a single monocular image is a difficult problem.The task is even more challenging as depth cues such as motion, stereo correspondences are not present in single image. Hence machine learning based approach for extracting depth information from single image is proposed. Firstly depth is generated by manifold learning in which LLE algorithm is used, it is a non linear method of dimensionality reduction in which neighbors of input set in higher dimensional space are preserved while being transformed into lower dimensional space. The depth maps obtained are further refined by fixed point algorithm, it is supervised learning in which those features are extracted from image which have strong correspondences with labels.

Autorenporträt

Meghna Pippal is a senior software developer, living in Bangalore. Evolution of AI techniques to solve day to day task has always interested her. Apart from her work she is currently working on another project which would help to create automated videos for all the new features being released for any given application.

Herstellerkennzeichnung:


OmniScriptum SRL
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2012 Chisinau
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