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Patent drawing for Image harmonization for deep learning model optimization
US 11,669,945 B2
Image processing US 11,669,945 B2 Not in force

Image harmonization for deep learning model optimization

This invention describes a computer system designed to make images more consistent for training artificial intelligence models. It works by taking an input image, breaking it into smaller sections, and then adjusting each section to statistically match corresponding parts of a reference image. The goal is to create a new, harmonized image that looks more uniform, which can then be used to teach AI models how to handle variations in image appearance.

Why it matters: Since 2020, the capabilities and accessibility of deep learning models for image generation and transformation have dramatically increased, making the creation of synthetic training data and robust pre-processing pipelines, as described, significantly more efficient and impactful.

Status
Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build
SpecializedSoftware logic, image processing, deep learning

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