A matter of reality

  • Due to the increasing relevance of data, more and more data from various sources is accumulated for a variety of purposes. At the same time, however, there is a shortage of data in areas where it is urgently needed. Particularly in the field of machine learning, there is a lack of good and usable training data. Therefore, this research paper is concerned with the virtual data acquisition for the training of neural networks. For this purpose, first an application was developed that aims to generate virtual, automatically labeled data. Subsequently, a neural network was trained on the generated virtual data and tested on real data.

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Metadaten
Author:Julia Hartung, Nico Kuhn, Patrick Quell, Konstantin Wacker, Reiner Marchthaler
URN:urn:nbn:de:bsz:753-opus4-7097
DOI:https://doi.org/10.26273/he-opus-709
Document Type:Article
Language:English
Year of Completion:2018
Publishing Institution:Hochschule Esslingen
Release Date:2019/05/22
Tag:data analysis; data mining; neural networks; training data; virtual
GND Keyword:Neuronales Netz; Data Mining; Data Science; Virtuelle Realität
First Page:1
Last Page:8
Institutes:Fakultäten / Informationstechnik
DDC class:000 Allgemeines, Informatik, Informationswissenschaft / 000 Allgemeines, Wissenschaft / 004 Informatik
Open Access:frei verfügbar
Licence (German):License LogoVeröffentlichungsvertrag ohne Print-on-Demand