Software systems and components are increasingly based on machine learning methods, such as Convolutional Neural Networks (CNNs). Thus, there is a growing need for common programmers and machine learning newcomers to understand the general functioning of these algorithms. However, as neural networks are complex in nature, novel presentation means are required to enable rapid access to the functionality. For that purpose, we examine how CNNs can be visualized in Virtual Reality (VR), as a virtual environment offers the opportunity to focus users on content through effects such as immersion and presence. With a first exploratory study, we confirmed that our visualization approach is both intuitive to use and conductive to learning. Moreover, users indicated an increased motivation to learning due to the virtual environment. Based on our findings, we propose a follow-up study that specifically compares the benefits of a virtual visualization approach to a traditional desktop visualization.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Using Visualization of Convolutional Neural Networks in Virtual Reality for Machine Learning Newcomers


    Beteiligte:

    Kongress:


    Erscheinungsdatum :

    2019



    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Visualizing Convolutional Neural Networks with Virtual Reality

    Meissler, Nadine / Wohlan, Annika / Hochgeschwender, Nico | Deutsches Zentrum für Luft- und Raumfahrt (DLR) | 2019

    Freier Zugriff


    Newcomers

    Kraftfahrwesen | 1997


    Newcomers

    Simister,J. / Holloway,H. / Fraser,I. et al. | Kraftfahrwesen | 1998


    Newcomers - Cadillac BLS

    Horrell, Paul | Online Contents | 2006