Joint Frame Drop and Object Detection Task Offloading for Mobile Devices via RL with Lyapunov Optimization
Published in IEEE Transactions on Mobile Computing, 2025
Develop a layering framework for joint video frame drop and object detection task offloading. In the lower layer, by invoking Lyapunov optimization, we devise an algorithm for partitioning and offloading the computation tasks of deep neural networks.
Recommended citation: Vaughn Sohn, Suhwan Kim, Hyang-Won Lee(2025). "Joint Frame Drop and Object Detection Task Offloading for Mobile Devices via RL with Lyapunov Optimization." IEEE Transactions on Mobile Computing.