A closer look at spatiotemporal convolutions for action recognition

D Tran, H Wang, L Torresani, J Ray… - Proceedings of the …, 2018 - openaccess.thecvf.com
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 …

Understanding and auto-adjusting performance-sensitive configurations

S Wang, C Li, H Hoffmann, S Lu, W Sentosa… - Acm Sigplan …, 2018 - dl.acm.org
Modern software systems are often equipped with hundreds to thousands of configurations,
many of which greatly affect performance. Unfortunately, properly setting these …

{ALERT}: Accurate learning for energy and timeliness

C Wan, M Santriaji, E Rogers, H Hoffmann… - 2020 USENIX annual …, 2020 - usenix.org
An increasing number of software applications incorporate runtime Deep Neural Networks
(DNNs) to process sensor data and return inference results to humans. Effective deployment …