IAI 02-21 Masterarbeit zum Thema: Analysis of background subtraction algorithms evaluated with images captured by a plenoptic camera
KIT
Karlsruhe, DE
vor 3 Tg.

together unique

IAI 02-21 Masterarbeit zum Thema : Analysis of background subtraction algorithms evaluated with images captured by a plenoptic camera

Organizational unit

Institute for Automation and Applied Informatics (IAI)

Job description

Object recognition is a crucial and essential task in computer vision and many of the approaches for 2D object detection utilize gray value information to extract desired objects from images.

Nevertheless, gray values of the background influence the performance of those approaches strongly. To reduce this negative impact, background subtraction is regarded as a vital step.

A typical background subtraction algorithm contains normally the following three steps : background initialization, foreground detection, and background maintenance.

In recent years, numerous algorithms to segment foreground from background have been developed. Each algorithm owns certain pros and cons.

Thus, an evaluation of the approaches using real images is an important issue. In our project, we use images captured by a high-speed plenoptic camera for the evaluation.

Tasks :

  • Literature review focusing on background subtraction (BS) algorithms
  • Implementation of various BS approaches and evaluation of the results from different algorithms based on real images
  • Investigation of the performances of each in terms of different criteria, such as computation time, accuracy, etc. and choosing appropriate approaches for the project
  • Modifying and optimization of the approaches to obtain a better result
  • Documentation of all the outcomes in either English or German
  • as soon as possible

    Personal qualification

    We are looking for a highly self-motivated student in the field of mechanical engineering or related. Knowledge and experiences in MATLAB is a requirement.

    Contract duration

    6 months or by agreement

    Contact person in line-management

    For further information, please contact Miao Zhang,

    Canditature :

    Please send your application in electronic form to :

    vacancy number : IAI 02-21

    Recognized severely disabled persons will be preferred if they are equally qualified.

  • card-body>
  • margin-top : 1.875rem; .card-body h2+* margin-top : 1.5625rem; .pse 50 width : calc(50% - 0.9375rem); padding : 0; media only screen and (max-width : 768px) .
  • pse 50 width : 100%; margin-left : 0 !important; margin-right : 0 !important; .pse 50 : nth-child(even) margin-top : 1.875rem;
  • pse 50 : nth-child(odd) margin-right : 0.9375rem; .pse 50 : nth-child(even) margin-left : 0.9375rem; .printblack : after border-width : 0 !important;
  • media print .noprint display : none; .printblack color : #000000 !important; background : none !important; .border border : 1px solid #000000;
  • key-visual display : none !important; h1 font-size : 2em !important; a.dummy : after color : #fff !important;
  • Melde diesen Job
    checkmark

    Thank you for reporting this job!

    Your feedback will help us improve the quality of our services.

    Bewerben
    E-Mail
    Klicke auf "Weiter", um unseren Datenschutz-und Nutzungsbestimmungen zuzustimmen . Du kriegst außerdem die besten Jobs als E-Mail-Alert. Los geht's!
    Weiter
    Bewerbungsformular