Task Presentation and Human Perception in Interactive Video Retrieval
CoRR(2024)
摘要
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 paper, 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. In order to study the effects
of different task representation schemes, we conduct a large crowdsourced
experiment. 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.
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