Quantization-Aware NN Layers with High-throughput FPGA Implementation for Edge AI

Over the past few years, several applications have been extensively exploiting the advantages of deep learning, in particular when using convolutional neural networks (CNNs). The intrinsic flexibility of such models makes them widely adopted in a variety of practical applications, from medical to in...

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Principais autores:	Mara Pistellato, Filippo Bergamasco, Gianluca Bigaglia, Andrea Gasparetto, Andrea Albarelli, Marco Boschetti, Roberto Passerone
פורמט:	Artigo
שפה:	Inglês
יצא לאור:	MDPI AG 2023-05-01
סדרה:	Sensors
נושאים:	quantized CNN quantization-aware training FPGA edge AI peak-detection
גישה מקוונת:	https://www.mdpi.com/1424-8220/23/10/4667
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