3 papers
cs.MM2025
How2Compress: Scalable and Efficient Edge Video Analytics via Adaptive Granular Video Compression
Yuheng Wu, Thanh-Tung Nguyen, Lucas Liebe +4
With the rapid proliferation of the Internet of Things, video analytics has become a cornerstone application in wireless multimedia sensor networks. To support such applications un…
cs.DC2025
FCPO: Federated Continual Policy Optimization for Real-Time High-Throughput Edge Video Analytics
Lucas Liebe, Thanh-Tung Nguyen, Dongman Lee
The growing complexity of Edge Video Analytics (EVA) facilitates new kind of intelligent applications, but creates challenges in real-time inference serving systems. State-of-the-a…
cs.DC2025
OCTOPINF: Workload-Aware Inference Serving for Edge Video Analytics
Thanh-Tung Nguyen, Lucas Liebe, Nhat-Quang Tau +3
Edge Video Analytics (EVA) has gained significant attention as a major application of pervasive computing, enabling real-time visual processing. EVA pipelines, composed of deep neu…