Cargando…

VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective

Customer demands for product search are growing as a result of the recent growth of the e-commerce market. According to this trend, studies on object-centric retrieval using product images have emerged, but it is difficult to respond to complex user-environment scenarios and a search requires a vast...

Descripción completa

Detalles Bibliográficos
Autores principales: Lee, Gwangjin, Jo, Won, Choi, Yukyung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824814/
https://www.ncbi.nlm.nih.gov/pubmed/36617111
http://dx.doi.org/10.3390/s23010513
_version_ 1784866502473678848
author Lee, Gwangjin
Jo, Won
Choi, Yukyung
author_facet Lee, Gwangjin
Jo, Won
Choi, Yukyung
author_sort Lee, Gwangjin
collection PubMed
description Customer demands for product search are growing as a result of the recent growth of the e-commerce market. According to this trend, studies on object-centric retrieval using product images have emerged, but it is difficult to respond to complex user-environment scenarios and a search requires a vast amount of data. In this paper, we propose the Video E-commerce Retrieval Dataset (VERD), which utilizes user-perspective videos. In addition, a benchmark and additional experiments are presented to demonstrate the need for independent research on product-centered video-based retrieval. VERD is publicly accessible for academic research and can be downloaded by contacting the author by email.
format Online
Article
Text
id pubmed-9824814
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-98248142023-01-08 VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective Lee, Gwangjin Jo, Won Choi, Yukyung Sensors (Basel) Article Customer demands for product search are growing as a result of the recent growth of the e-commerce market. According to this trend, studies on object-centric retrieval using product images have emerged, but it is difficult to respond to complex user-environment scenarios and a search requires a vast amount of data. In this paper, we propose the Video E-commerce Retrieval Dataset (VERD), which utilizes user-perspective videos. In addition, a benchmark and additional experiments are presented to demonstrate the need for independent research on product-centered video-based retrieval. VERD is publicly accessible for academic research and can be downloaded by contacting the author by email. MDPI 2023-01-03 /pmc/articles/PMC9824814/ /pubmed/36617111 http://dx.doi.org/10.3390/s23010513 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lee, Gwangjin
Jo, Won
Choi, Yukyung
VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title_full VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title_fullStr VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title_full_unstemmed VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title_short VERD: Emergence of Product-Based Video E-Commerce Retrieval Dataset from User’s Perspective
title_sort verd: emergence of product-based video e-commerce retrieval dataset from user’s perspective
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824814/
https://www.ncbi.nlm.nih.gov/pubmed/36617111
http://dx.doi.org/10.3390/s23010513
work_keys_str_mv AT leegwangjin verdemergenceofproductbasedvideoecommerceretrievaldatasetfromusersperspective
AT jowon verdemergenceofproductbasedvideoecommerceretrievaldatasetfromusersperspective
AT choiyukyung verdemergenceofproductbasedvideoecommerceretrievaldatasetfromusersperspective