Real-Time Neural Video Recovery and Enhancement on Mobile Devices

no code implementations • 22 Jul 2023 • Zhaoyuan He, Yifan Yang, Lili Qiu, Kyoungjun Park

Although deep learning-based video enhancement techniques are gaining attention, most of them cannot support real-time enhancement on mobile devices.

Super-Resolution Video Enhancement

Enabling Real-time Neural Recovery for Cloud Gaming on Mobile Devices

no code implementations • 15 Jul 2023 • Zhaoyuan He, Yifan Yang, Shuozhe Li, Diyuan Dai, Lili Qiu, Yuqing Yang

Our approach is extensively evaluated using iPhone 12 and laptop implementations, and we demonstrate the utility of game states in the game video recovery and the effectiveness of our overall design.

Decoder

Adaptive Scheduling for Edge-Assisted DNN Serving

no code implementations • 19 Apr 2023 • Jian He, Chenxi Yang, Zhaoyuan He, Ghufran Baig, Lili Qiu

Based on this observation, we first design a novel scheduling algorithm to exploit the batching benefits of all requests that run the same DNN.

Scheduling