Convolutional neural network compression method and device and image classification method and device
A technology of convolutional neural network and compression method, which is applied in the image classification method and device, and the field of convolutional neural network compression, which can solve the problem of convolution kernel distribution sensitivity and achieve the effect of saving computing resources and time resource consumption
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[0052] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.
[0053]Current convolution kernel pruning methods are usually pruning schemes based on norm, geometric center similarity or structure search. In the norm-based method, it is necessary to set different pruning ratios according to the distribution of each convolutional layer, so as to avoid the accuracy drop caused by the different sensitivities of different layers to pruning. Improper pruning r...
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