26ms inference time for resnet-50: Towards real-time execution of all dnns on smartphone
With the rapid emergence of a spectrum of high-end mobile devices, many applications that
required desktop-level computation capability formerly can now run on these devices
without any problem. However, without a careful optimization, executing Deep Neural
Networks (a key building block of the real-time video stream processing that is the
foundation of many popular applications) is still challenging, specifically, if an extremely low
latency or high accuracy inference is needed. This work presents CADNN, a programming …
required desktop-level computation capability formerly can now run on these devices
without any problem. However, without a careful optimization, executing Deep Neural
Networks (a key building block of the real-time video stream processing that is the
foundation of many popular applications) is still challenging, specifically, if an extremely low
latency or high accuracy inference is needed. This work presents CADNN, a programming …
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