Publication Details

PersonGONE: Image Inpainting for Automated Checkout Solution

BARTL Vojtěch, ŠPAŇHEL Jakub and HEROUT Adam. PersonGONE: Image Inpainting for Automated Checkout Solution. In: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, vol. 2022. New Orleans, LA: IEEE Computer Society, 2022, pp. 3114-3122. ISSN 2160-7516. Available from: https://ieeexplore.ieee.org/document/9857198
Czech title
PersonGONE: Řešení automatického odbavení pomocí vkládání do obrazu
Type
conference paper
Language
english
Authors
URL
Keywords

automatic checkout, product counting, image inpainting, object detection, object tracking

Abstract

In this paper, we present a solution for automatic checkout in a retail store as a part of AI City Challenge 2022. We propose a novel approach that uses the removal of unwanted objects in this case, body parts of operating staff, which are localized and further removed from video by an image inpainting method. Afterwards, a neural network detector can detect products with a decreased detection false positive rate. A part of our solution is also automatic detection of ROI (the place where products are shown to the system). We reached 0.4167 F1-Score with 0.3704 precision and 0.4762 recall which placed us at the 7th place of AI City Challenge 2022 in corresponding Track 4. The code is made public and available on GitHub.

Published
2022
Pages
3114-3122
Journal
Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), vol. 2022, no. 7, ISSN 2160-7516
Proceedings
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
Series
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
Conference
IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops 2022, New Orleans, Louisiana, US
Publisher
IEEE Computer Society
Place
New Orleans, LA, US
DOI
UT WoS
000861612703024
EID Scopus
BibTeX
@INPROCEEDINGS{FITPUB12737,
   author = "Vojt\v{e}ch Bartl and Jakub \v{S}pa\v{n}hel and Adam Herout",
   title = "PersonGONE: Image Inpainting for Automated Checkout Solution",
   pages = "3114--3122",
   booktitle = "2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)",
   series = "IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops",
   journal = "Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)",
   volume = 2022,
   number = 7,
   year = 2022,
   location = "New Orleans, LA, US",
   publisher = "IEEE Computer Society",
   ISSN = "2160-7516",
   doi = "10.1109/CVPRW56347.2022.00351",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12737"
}
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