Intermediate Deep Feature Compression: the Next Battlefield of Intelligent Sensing

17 Sep 2018Zhuo ChenWeisi LinShiqi WangLingyu DuanAlex C. Kot

The recent advances of hardware technology have made the intelligent analysis equipped at the front-end with deep learning more prevailing and practical. To better enable the intelligent sensing at the front-end, instead of compressing and transmitting visual signals or the ultimately utilized top-layer deep learning features, we propose to compactly represent and convey the intermediate-layer deep learning features of high generalization capability, to facilitate the collaborating approach between front and cloud ends... (read more)

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