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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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 |
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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 |