In this paper we introduce Photonic-Aware Neural Networks, i.e., neural network models compliant with the underlying photonic implementation. By exploiting proper training strategies, we demonstrate a limited F1-score degradation on a surface defect detection problem.
Photonic-Aware Neural Network: a fixed-point emulation of photonic hardware
Marco CococcioniCo-primo
;Nicola AndriolliUltimo
2022-01-01
Abstract
In this paper we introduce Photonic-Aware Neural Networks, i.e., neural network models compliant with the underlying photonic implementation. By exploiting proper training strategies, we demonstrate a limited F1-score degradation on a surface defect detection problem.File in questo prodotto:
Non ci sono file associati a questo prodotto.
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
