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cs.MM2023
Edge-Assisted Lightweight Region-of-Interest Extraction and Transmission for Vehicle Perception
Yan Cheng, Peng Yang, Ning Zhang +1
To enhance on-road environmental perception for autonomous driving, accurate and real-time analytics on high-resolution video frames generated from on-board cameras be-comes crucia…
cs.MM2023
Edge-Assisted On-Device Model Update for Video Analytics in Adverse Environments
Yuxin Kong, Peng Yang, Yan Cheng
While large deep neural networks excel at general video analytics tasks, the significant demand on computing capacity makes them infeasible for real-time inference on resource-cons…