@inproceedings{jiang2019networked, author = {Jiang, Junchen and Zhou, Yuhao and Ananthanarayanan, Ganesh and Shu, Yuanchao and Chien, Andrew A.}, title = {Networked Cameras Are the New Big Data Clusters}, booktitle = {Workshop on Hot Topics in Video Analytics and Intelligent Edges (HotEdgeVideo)}, year = {2019}, month = {October}, abstract = {With plummeting camera prices and increasing accuracy of deep neural networks (DNNs), we see an explosive growth of video-analytics applications over large camera deployments in the thousands, creating a multibillion dollar markets. Meanwhile, the proliferation of on-camera resource has spurred the prospect of massive live video analytics at edge. To deliver these promises, however, we must address the fundamental systems challenge: How to use on-camera resource in a large fleet of cameras to run more video-analytics applications?}, url = {http://approjects.co.za/?big=en-us/research/publication/cameras-are-the-new-cluster/}, }