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ML Training Data Generation Method

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Published March 31st, 2026
Detected April 1st, 2026
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Summary

USPTO granted Patent US12592058B2 to Sony Semiconductor Solutions Corporation covering a machine learning training data generation method. The patent describes generating ideal images from captured images and producing degraded images for model input training. The patent names six inventors including Yutaka Moriyama and Yoshiki Ando.

What changed

USPTO issued Patent No. US12592058B2 to Sony Semiconductor Solutions Corporation on March 31, 2026, covering a data generating method for machine learning model training. The patent discloses a process for generating ideal images from captured images and creating degraded images corresponding to model input data. The technology spans multiple CPC classifications including G06N 3/042 (neural networks), G06V 10/774 (learning arrangements), and H04N 23/60 (imaging). The patent application (No. 17909828) was filed March 12, 2021, and contains 18 claims.

Patent grants do not impose compliance obligations on other entities. Organizations developing ML training data pipelines may review this patent to understand existing intellectual property in this technical space. No immediate action is required unless the organization is developing similar technology where licensing discussions with Sony may be warranted.

Source document (simplified)

← USPTO Patent Grants

Data generating method, learning method, estimating method, data generating device, and program

Grant US12592058B2 Kind: B2 Mar 31, 2026

Assignee

Sony Semiconductor Solutions Corporation

Inventors

Yutaka Moriyama, Yoshiki Ando, Hajime Hosaka, Ryuhei Hata, Yusuke Shinmi, Yoshikuni Nomura

Abstract

An object is to obtain training data through an ideal image generated from an actually-shot image. A data generating method of generating data used in learning a model using a processor, the data generating method including: generating an ideal image corresponding to output data of the model from a captured image obtained by a predetermined device; and generating a degraded image corresponding to input data of the model from the ideal image.

CPC Classifications

G06V 10/774 G06T 5/50 G06T 5/60 G06T 2207/20081 G06T 2207/20084 G06N 3/042 G06N 3/098 H04N 23/60

Filing Date

2021-03-12

Application No.

17909828

Claims

18

View original document →

Named provisions

Data generating method Learning method Estimating method Data generating device Program

Classification

Agency
USPTO
Published
March 31st, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
US12592058B2

Who this affects

Applies to
Technology companies Manufacturers
Industry sector
3341 Computer & Electronics Manufacturing 5112 Software & Technology
Activity scope
Patent Grant
Geographic scope
United States US

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence Technology

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