ML Training Data Generation Method
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)
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
Named provisions
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