Solar Irradiance Anticipative Transformer

1 code implementation • 29 May 2023 • Thomas M. Mercier, Tasmiat Rahman, Amin Sabet

This paper proposes an anticipative transformer-based model for short-term solar irradiance forecasting.

Solar Irradiance Forecasting

Dynamic Transformer for Efficient Machine Translation on Embedded Devices

no code implementations • 17 Jul 2021 • Hishan Parry, Lei Xun, Amin Sabet, Jia Bi, Jonathon Hare, Geoff V. Merrett

The new reduced design space results in a BLEU score increase of approximately 1% for sub-optimal models from the original design space, with a wide range for performance scaling between 0. 356s - 1. 526s for the GPU and 2. 9s - 7. 31s for the CPU.

Machine Translation Translation

Temporal Early Exits for Efficient Video Object Detection

no code implementations • 21 Jun 2021 • Amin Sabet, Jonathon Hare, Bashir Al-Hashimi, Geoff V. Merrett

In this paper, we propose temporal early exits to reduce the computational complexity of per-frame video object detection.

Object object-detection +2

Dynamic-OFA: Runtime DNN Architecture Switching for Performance Scaling on Heterogeneous Embedded Platforms

1 code implementation • 8 May 2021 • Wei Lou, Lei Xun, Amin Sabet, Jia Bi, Jonathon Hare, Geoff V. Merrett

However, the training process of such dynamic DNNs can be costly, since platform-aware models of different deployment scenarios must be retrained to become dynamic.