Abstract:
We propose a method for implementing an LSTM-based multiple-people identification system on a small-scale FPGA. To reduce the hardware-resource usage, we introduce a digi...Show MoreMetadata
Abstract:
We propose a method for implementing an LSTM-based multiple-people identification system on a small-scale FPGA. To reduce the hardware-resource usage, we introduce a digit adjustment and bit reduction method for converting the floating-point type to the fixed-point type with high precision. It enables not only to reduce the hardware-resource usage without degrading the identification accuracy but also to shorten the computation time by 50% compared to that of the conventional floating-point type.
Published in: 2022 19th International SoC Design Conference (ISOCC)
Date of Conference: 19-22 October 2022
Date Added to IEEE Xplore: 07 February 2023
ISBN Information:
Print on Demand(PoD) ISSN: 2163-9612