Abstract:In the design of action recognition models, the quality of videos in the dataset is an important issue, however the trade-off between the quality and performance is often ignored. In general, action recognition models are trained and tested on high-quality videos, but in actual situations where action recognition models are deployed, sometimes it might not be assumed that the input videos are of high quality. In this study, we report qualitative evaluations of action recognition models for the quality degradat… Show more
“…al. [35] show the impact of low video quality on analytics, but they study network variability rather than the camera being the reason for low video quality.…”
“…al. [35] show the impact of low video quality on analytics, but they study network variability rather than the camera being the reason for low video quality.…”
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