Image compression by layered quantum neural networks

N Kouda, N Matsui, H Nishimura - Neural Processing Letters, 2002 - Springer
N Kouda, N Matsui, H Nishimura
Neural Processing Letters, 2002Springer
We have proposed the qubit neuron model as a new scheme in non-standard computing.
Identification problems have been investigated on neural networks constructed by this qubit
neuron model, and we have found high processing abilities of them. In this paper, we
evaluate the performance of the quantum neural network of large size in image compression
problems to estimate the utility for the practical applications comparing with the conventional
network consists of formal neuron model.
Abstract
We have proposed the qubit neuron model as a new scheme in non-standard computing. Identification problems have been investigated on neural networks constructed by this qubit neuron model, and we have found high processing abilities of them. In this paper, we evaluate the performance of the quantum neural network of large size in image compression problems to estimate the utility for the practical applications comparing with the conventional network consists of formal neuron model.
Springer
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