3 papers
cs.CL2021
Dynamic Transformer for Efficient Machine Translation on Embedded Devices
Hishan Parry, Lei Xun, Amin Sabet +3
The Transformer architecture is widely used for machine translation tasks. However, its resource-intensive nature makes it challenging to implement on constrained embedded devices,…
cs.CV2021
Temporal Early Exits for Efficient Video Object Detection
Amin Sabet, Jonathon Hare, Bashir Al-Hashimi +1
Transferring image-based object detectors to the domain of video remains challenging under resource constraints. Previous efforts utilised optical flow to allow unchanged features…
cs.CV2021
Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms
Wei Lou, Lei Xun, Amin Sabet +3
Mobile and embedded platforms are increasingly required to efficiently execute computationally demanding DNNs across heterogeneous processing elements. At runtime, the available ha…