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An Interactive Image Retrieval Approach to Searching for Images on Social Media

Published: 08 March 2019 Publication History

Abstract

Searching for images posted within social media services such as Twitter relies on matching textual queries to the contents of the posts that include the images. Unfortunately, social media posts may not always provide accurate or meaningful descriptions of the contents of the embedded images, making searching for images a challenging task. In this research, we augment the textual contents of the posts with new information extracted from the images using image processing and deep learning methods, and provide a visual interface to enable interactive image retrieval. A user study was conducted with 28 participants to collect evidence on how our approach was used in relation to Vakkari's three-stage model of information seeking. We also analyzed participants' perceptions of usefulness, ease of use, and satisfaction in comparison to a common grid-based image search interface. The results from this study highlight the value of providing visual and interactive features to enable searchers to discover images from social media sources.

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Cited By

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  • (2023)A Survey of Detection and Mitigation for Fake Images on Social Media PlatformsApplied Sciences10.3390/app13191098013:19(10980)Online publication date: 5-Oct-2023
  • (2022)Requirements and Concepts for Interactive Media Retrieval User InterfacesNordic Human-Computer Interaction Conference10.1145/3546155.3546701(1-10)Online publication date: 8-Oct-2022

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cover image ACM Conferences
CHIIR '19: Proceedings of the 2019 Conference on Human Information Interaction and Retrieval
March 2019
463 pages
ISBN:9781450360258
DOI:10.1145/3295750
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Published: 08 March 2019

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Author Tags

  1. image search
  2. information seeking
  3. interactive image retrieval
  4. search visualization

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  • Natural Sciences and Engineering Research Council of Canada (NSERC)

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Cited By

View all
  • (2023)A Survey of Detection and Mitigation for Fake Images on Social Media PlatformsApplied Sciences10.3390/app13191098013:19(10980)Online publication date: 5-Oct-2023
  • (2022)Requirements and Concepts for Interactive Media Retrieval User InterfacesNordic Human-Computer Interaction Conference10.1145/3546155.3546701(1-10)Online publication date: 8-Oct-2022

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