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Effects of Human Cognition-Inspired Task Presentation on Interactive Video Retrieval

Rossetto, Luca orcid logoORCID: 0000-0002-5389-9465, Willis, Nina and Bernstein, Abraham (2025) Effects of Human Cognition-Inspired Task Presentation on Interactive Video Retrieval. ACM Transactions on Multimedia Computing Communications and Applications, 21 (6). ISSN 1551-6865

Abstract
Interactive video retrieval is a cooperative process between humans and retrieval systems. Large-scale evaluation campaigns, however, often overlook human factors, such as the effects of perception, attention, and memory, when assessing media retrieval systems. Consequently, their setups fall short of emulating realistic retrieval scenarios. In this article, we study the effect of task target presentation on the rate of retrieval success in a large crowdsourced experiment. To do this, we design novel task presentation modes based on concepts in media memorability, implement the pipelines necessary for processing target video segments, and build a custom experimental platform for the final evaluation. Our findings demonstrate that the way in which the target of a video retrieval task is presented has a substantial influence on the difficulty of the retrieval task and that individuals can successfully retrieve a target video segment despite reducing or even altering the provided hints, opening up a discussion around future evaluation protocols in the domain of interactive media retrieval.
Metadata
Item Type:Article (Published)
Refereed:Yes
Uncontrolled Keywords:Interactive Retrieval Evaluation, Video Retrieval, Human Perception and Memory
Subjects:Computer Science > Computer engineering
Computer Science > Computer networks
DCU Faculties and Centres:DCU Faculties and Schools > Faculty of Engineering and Computing
DCU Faculties and Schools > Faculty of Engineering and Computing > School of Computing
Publisher:Association for Computing Machinery
Official URL:https://dl.acm.org/doi/10.1145/3727983
Copyright Information:Authors
ID Code:32331
Deposited On:06 Mar 2026 15:58 by Gordon Kennedy . Last Modified 06 Mar 2026 15:58
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