Implementation of Deep Learning Models on an SoC-FPGA Device for Real-Time Music Genre Classification

Implementation of Deep Learning Models on an SoC-FPGA Device for Real-Time Music Genre Classification

Deep neutral networks (DNNs) are complex machine learning models designed for decision-making tasks with high accuracy. However, DNNs require high computational power and memory, which limits such models to fitting on edge devices, resulting in unnecessary processing delays and high energy consumpti...

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Bibliographic Details
Main Authors: Muhammad Faizan, Ioannis Intzes, Ioana Cretu, Hongying Meng
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Technologies
Subjects:
SoC
FPGA
deep learning
classification
CNN
LSTM
Online Access:https://www.mdpi.com/2227-7080/11/4/91

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