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Kinect-Supported Dataset Creation for Human Pose Estimation

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F14%3APU112026" target="_blank" >RIV/00216305:26230/14:PU112026 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1145/2643188.2643195" target="_blank" >http://dx.doi.org/10.1145/2643188.2643195</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1145/2643188.2643195" target="_blank" >10.1145/2643188.2643195</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Kinect-Supported Dataset Creation for Human Pose Estimation

  • Original language description

    Dataset creation of annotated human poses is very time-consuming. This paper presents an approach for rapid construction of a precisely annotated training dataset for human pose estimation of a sitting subject, intended especially for aeronautic cockpit. We propose to use Kinect as a tool for collecting ground truth to a purely visual dataset (for reasons defined by the application, use of Kinect or similar structured light-based approaches is impossible).  Since Kinect annotation of individual joints might be imprecise at certain moments, manual post-processing of the acquired data is necessary and we propose a scheme for efficient and reliable manual post-annotation. We produced a dataset of 6,322 annotated frames, involving 11 human subjects recorded in various light condition, different clothing, and varying background. Each frame contains one seated person in frontal view with annotation of pose and optical flow data.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20206 - Computer hardware and architecture

Result continuities

  • Project

    <a href="/en/project/7E13047" target="_blank" >7E13047: Applying Pilots Models for Safer Aircraft - A-PiMod</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2014

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of Spring Conference on Computer Graphics

  • ISBN

    978-80-223-3601-7

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    88-95

  • Publisher name

    Comenius University in Bratislava

  • Place of publication

    Smolenice

  • Event location

    Smolenice

  • Event date

    May 27, 2014

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article