Device and method for classifying a digital image with an image classifier, for training the image classifier, and for determining an image dataset for the training
OwnerLukas Schott, Claudia Blaiottainventors
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Abstract
A device and method for classifying a digital image with an image classifier. The method includes providing a class representing an object, determining, depending on the class, a synthetic digital image that includes the object, training the image classifier to predict the class representing the object depending on the synthetic digital image, and determining a class with the image classifier depending on the digital image. A device and method for training the image classifier, and for determining an image dataset for the training are also described.
Claims12
A method for classifying a digital image with an image classifier, comprising the following steps:
- providing a class representing an object;
- determining, depending on the class, a synthetic digital image that includes the object;
- training the image classifier to predict the class representing the object depending on the synthetic digital image;
- and
- determining a class using the image classifier depending on the digital image.
A method for training an image classifier for classifying a digital image with the image classifier, the method comprising the following steps:
- providing a class representing an object;
- determining, depending on the class, a synthetic digital image that includes the object;
- and
- training the image classifier to predict the class representing the object depending on the synthetic digital image.
A method for determining an image dataset for training an image classifier, comprising the following steps:
- providing a class representing an object;
- determining, depending on the class, a synthetic digital image that includes the object and is labelled with the class;
- and
- adding the synthetic digital image to the image dataset.
A device, comprising:
- at least one processor;
- and
- at least one non-transitory memory configured to store instructions for classifying a digital image with an image classifier, the instructions, when executed by the at least one processor, causing the at least one processor to perform the following steps:
- providing a class representing an object;
- determining, depending on the class, a synthetic digital image that includes the object;
- training the image classifier to predict the class representing the object depending on the synthetic digital image;
- and
- determining a class using the image classifier depending on the digital image.
A non-transitory computer-readable medium on which is stored a computer programfor classifying a digital image with an image classifier, the instructions, when executed by a computer, causing the computer to perform the following steps:
- providing a class representing an object;
- determining, depending on the class, a synthetic digital image that includes the object;
- training the image classifier to predict the class representing the object depending on the synthetic digital image;
- and
- determining a class using the image classifier depending on the digital image.
Dependencies are inferred from the claim text.