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
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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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
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e-ISSN
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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
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