One shot learning approach to identify drivers

Malik Haddad, David Sanders, Martin Clifford Langner, Giles Tewkesbury

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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    Abstract

    This paper presents a new approach to identify users of shared powered mobility platfroms using One Shot learning algorithm. An electronic circuit is created using a Raspberry Pi and a camera module. Python programming language is used to create a program to control the function of the camera module and conduct One Shot learning to identify users. A user interface containing Start and Stop buttons is created to operate the camera module. If Start is pressed, the Python program will trigger the camera to take a snapshot, then the program will identify the face in that snapshot and perform facial recognition to compare that face with a database of user facial images. If a match was found a message box popped-up showing the user name. Once a user is identified, their settings and preferences can be downloaded to the shared powered mobility platform. If the face in the snapshot did not match any of the user facial images in the data base, a message popped-up showing that user was not found in the database. Practical testing showed the system behaved satisfactorily and successfully detected users. One Shot learning allowed new users to be added to the database without the need to retrain the whole system.
    Original languageEnglish
    Title of host publicationProceedings of SAI Intelligent Systems Conference
    Subtitle of host publicationIntelliSys 2021: Intelligent Systems and Applications
    EditorsK. Arai
    PublisherSpringer
    Pages622-629
    Number of pages8
    ISBN (Electronic)9783030821937
    ISBN (Print)9783030821920
    DOIs
    Publication statusEarly online - 4 Aug 2021
    EventIntelliSys 2021 - Amsterdam, Netherlands
    Duration: 2 Sept 20213 Sept 2021

    Publication series

    NameLecture Notes in Networks and Systems
    PublisherSpringer
    Volume294
    ISSN (Print)2367-3370

    Conference

    ConferenceIntelliSys 2021
    Country/TerritoryNetherlands
    CityAmsterdam
    Period2/09/213/09/21

    Keywords

    • camera
    • wheelchair
    • disabled
    • one shot learning
    • Python
    • RCUK
    • EPSRC
    • EP/S005927/1

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