Information processing apparatus, information processing method, and storage medium
AssigneeCanon Kabushiki Kaisha
InventorYujiro SOEDA
Life of this patent
Estimating the term…
Abstract
There is provided with an information processing apparatus. A performing unit performs, for each of a plurality of recognition models that perform different recognition tasks, learning using corresponding learning data. A reconstructing unit reconstructs, during the learning, the plurality of recognition models by replacing weight parameters respectively acquired by shared parts of the recognition models with an integrated parameter obtained by integrating the weight parameters. A setting unit sets, during the learning, an integration cycle for performing the integration.
Claims14
An information processing apparatus comprising one or more memories storing instructions and one or more processors that execute the instructions to:
- perform, for each of a plurality of recognition models that perform different recognition tasks, learning using corresponding learning data;
- reconstruct, during the learning, the plurality of recognition models by replacing weight parameters respectively acquired by shared parts of the recognition models with an integrated parameter obtained by integrating the weight parameters;
- and
- set, during the learning, an integration cycle for performing the integration.
An information processing method comprising:
- performing, for each of a plurality of recognition models that perform different recognition tasks, learning using corresponding learning data;
- reconstructing, during the learning, the plurality of recognition models by replacing weight parameters respectively acquired by shared parts of the recognition models with an integrated parameter obtained by integrating the weight parameters;
- and
- setting, during the learning, an integration cycle for performing the integration.
A non-transitory computer readable storage medium storing a program that, when executed by a computer, causes the computer to perform an information processing method comprising:
- performing, for each of a plurality of recognition models that perform different recognition tasks, learning using corresponding learning data;
- reconstructing, during the learning, the plurality of recognition models by replacing weight parameters respectively acquired by shared parts of the recognition models with an integrated parameter obtained by integrating the weight parameters;
- and
- setting, during the learning, an integration cycle for performing the integration.
Dependencies are inferred from the claim text.