Dynamically routed patch discriminator
AssigneeFord Global Technologies, LLC
InventorsShubh Gupta, Nikita Jaipuria, Praveen Narayanan, Vidya Nariyambut Murali
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Abstract
The present disclosure discloses a system and a method. In an example implantation, the system and the method can generate, at a discriminator, a plurality of image patches from an image, determine a plurality of routing coefficients within a capsule network based on the plurality of image patches, generate a prediction indicating whether the image is synthetic or sourced from a real distribution based on the plurality of routing coefficients, and update one or more weights of a generator based on the prediction, wherein the generator is connected to the discriminator.
Claims20
A system comprising a computer including a processor and a memory, the memory including instructions such that the processor is programmed to:
- generate, at a discriminator, a plurality of image patches from an image;
- determine a plurality of routing coefficients within a capsule network based on the plurality of image patches;
- generate a prediction indicating whether the image is synthetic or sourced from a real distribution based on the plurality of routing coefficients;
- and
- update one or more weights of a generator based on the prediction, wherein the generator is connected to the discriminator.
A system comprising a computer including a processor and a memory, the memory including instructions such that the processor is programmed to:
- generate, at a discriminator, a plurality of image patches from a synthetic image;
- determine a plurality of routing coefficients within a capsule network based on the plurality of image patches;
- generate a predicition indicating whether the synthetic image is synthetic or sourced from a real distribution based on the plurality of routing coefficients;
- and
- update one or more weights of a generator based on the prediction, wherein the generator is connected to the discriminator.
A method comprising:
- generating, at a discriminator, a plurality of image patches from an image;
- determining a plurality of routing coefficients within a capsule network based on the plurality of image patches;
- generating a prediction indicating whether the image is synthetic or sourced from a real distribution based on the plurality of routing coefficients;
- and
- updating one or more weights of a generator based on the prediction, wherein the generator is connected to the discriminator.
Dependencies are inferred from the claim text.