A closer look at spatiotemporal convolutions for action recognition
In this paper we discuss several forms of spatiotemporal convolutions for video analysis and
study their effects on action recognition. Our motivation stems from the observation that 2D …
study their effects on action recognition. Our motivation stems from the observation that 2D …
Understanding and auto-adjusting performance-sensitive configurations
Modern software systems are often equipped with hundreds to thousands of configurations,
many of which greatly affect performance. Unfortunately, properly setting these …
many of which greatly affect performance. Unfortunately, properly setting these …
{ALERT}: Accurate learning for energy and timeliness
An increasing number of software applications incorporate runtime Deep Neural Networks
(DNNs) to process sensor data and return inference results to humans. Effective deployment …
(DNNs) to process sensor data and return inference results to humans. Effective deployment …