Model predictive compression for drone video analytics

A Chowdhery, M Chiang - 2018 IEEE International Conference …, 2018 - ieeexplore.ieee.org
… We consider mosaicing as a representative video analytics application and propose a model
predictive compression approach where each drone pre–processes the captured images to …

DroneCOCoNet: Learning-based edge computation offloading and control networking for drone video analytics

C Qu, P Calyam, J Yu, A Vandanapu… - Future Generation …, 2021 - Elsevier
… supporting video processing applications. In this paper, we propose a novel “DroneCOCoNet”
framework for drone video analytics that coordinates intelligent processing of large video

Policy-based function-centric computation offloading for real-time drone video analytics

D Chemodanov, C Qu, O Opeoluwa… - … Symposium on Local …, 2019 - ieeexplore.ieee.org
… • We describe a drone video analytics application that supports Function-Centric Computing
by decomposing our video analytics pipeline into a chain of microservice functions, and …

Learning-based multi-drone network edge orchestration for video analytics

C Qu, R Singh, A Esquivel-Morel… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
… -edge setups, and we optimize the user experience in terms of video quality in the multi-drone
video analytics related application scenarios. Uniquely, our work uses learningbased …

Dronenet-sim: A learning-based trace simulation framework for control networking in drone video analytics

C Qu, AE Morel, D Dahlquist, P Calyam - … of the 6th ACM Workshop on …, 2020 - dl.acm.org
… : drone video capture data and drone trace data. On drone video capture data gathering, we
collected 50 video … , JDI Mavic 2 and Parrot Drone (on drone simulator), each with 3 di erent …

Dycoco: A dynamic computation offloading and control framework for drone video analytics

C Qu, S Wang, P Calyam - 2019 IEEE 27th International …, 2019 - ieeexplore.ieee.org
video streaming between the UAV and GCS. This in turn affects the performance of video
] is satisfied through intelligent coordination in the drone video analytics, we present a novel …

Towards drone-sourced live video analytics via adaptive-yet-compatible compression

J Guo, C Peng - Proceedings of the 22nd International Workshop on …, 2021 - dl.acm.org
… We design and develop ACC for drone-sourced video analytics on top of the well-… to encode
“just-necessary” information needed for video analytics. Figure 1 shows the workflow of ACC …

Towards drone-sourced live video analytics for the construction industry

S George, J Wang, M Bala, T Eiszler, P Pillai… - Proceedings of the 20th …, 2019 - dl.acm.org
… computing to enable drone-sourced video analytics for live building … Accurate real-time
registration of drone observations on … analytics pipeline detects a construction defect in the drone-…

Critical infrastructure security against drone attacks using visual analytics

X Zhang, K Chandramouli - International conference on computer vision …, 2019 - Springer
video analytics component leverages upon the advancement of Region based Fully
Convolutional Network model for drone … of the drone by streaming the video footage captured from …

Enhancing network-edge connectivity and computation security in drone video analytics

AE Morel, DK Ufuktepe, R Ignatowicz… - 2020 IEEE Applied …, 2020 - ieeexplore.ieee.org
… In order to ensure secure computation task offloading in the drone video analytics, … drone.
Based on the ZTA, the trusted execution environment allows drones to execute video analytic