Parameter optimization device, parameter optimization method, and parameter optimization program
AssigneeNEC Corporation
InventorSeiya Shibata
Life of this patent
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Abstract
A parameter optimization device 800 optimizes input CNN structure information and outputs optimized CNN structure information, and includes stride and dilation use layer detection means 811 for extracting stride and dilation parameter information for each convolution layer from the input CNN structure information, and stride and dilation use position modification means 812 for changing the stride and dilation parameter information of the convolution layer.
Claims11
A parameter optimization device that optimizes input CNN structure information and outputs optimized CNN structure information, the parameter optimization device comprising:
- a memory storing a software component;
- and
- one or more processors configured to execute the instructions to:
- extract stride and dilation parameter information for each convolution layer from the input CNN structure information;
- and
- change the stride and dilation parameter information of the convolution layer,
- wherein, until there are no more pairs of changeable stride and dilation parameters for all convolution layers in the CNN structure, the one or more processors execute the instructions to repeatedly execute a process for extracting the parameter information, and a process for changing the parameter information.
A parameter optimization method, implemented by a processor, for optimizing input CNN structure information and outputting optimized CNN structure information, the parameter optimization method comprising:
- extracting stride and dilation parameter information for each convolution layer from the input CNN structure information;
- and
- changing the stride and dilation parameter information of the convolution layer,
- wherein until there are no more pairs of changeable stride and dilation parameters for all convolution layers in the CNN structure, a process for extracting the parameter information and a process for changing the parameter information are executed.
A non-transitory computer readable recording medium storing a parameter optimization program for optimizing input CNN structure information and outputting optimized CNN structure information, wherein the program causes a processor to execute:
- a process of extracting stride and dilation parameter information for each convolution layer from the input CNN structure information;
- and
- a process of changing the stride and dilation parameter information of the convolution layer,
- wherein until there are no more pairs of changeable stride and dilation parameters for all convolution layers in the CNN structure, the program causes the processor to execute a process for extracting the parameter information and a process for changing the parameter information.
Dependencies are inferred from the claim text.