Energy Efficient LSTM Accelerators for Embedded FPGAs through Parameterised Architecture Design

Chao Qian, Tianheng Ling, Gregor Schiele

Long Short-term Memory Networks (LSTMs) are a vital Deep Learning technique suitable for performing on-device time series analysis on local sensor data streams of embedded devices.…