Joint Adaptive Resolution Selection and Conditional Early Exiting for Efficient Video Recognition on Edge Devices

Given the explosive growth in video content generation, there is a rising demand for efficient and scalable video recognition. Deep learning has shown its remarkable performance in video analytics, by applying 2D or 3D Convolutional Neural Networks (CNNs) across multiple video frames. However, high...

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Bibliographic Details
Main Authors: Qingli Wang, Chengwu Yu, Shan Chen, Weiwei Fang, Naixue Xiong
Format: Article
Language:English
Published: Tsinghua University Press 2025-05-01
Series:Big Data Mining and Analytics
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Online Access:https://www.sciopen.com/article/10.26599/BDMA.2024.9020093
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