Machine Learning-Based Image Compression Settings Reflecting User Preferences
Summary
The European Patent Office published Google LLC's patent application EP3942467A1 for a machine learning-based image compression system that adapts settings based on user preferences. The invention uses neural networks, including graph convolutional networks, to optimize the balance between image quality and file size based on individual user behavior. The patent covers methods for dynamically adjusting compression parameters to reflect user preferences while minimizing bandwidth usage.
What changed
The EPO published patent application EP3942467A1 filed by Google LLC on March 25, 2026. The invention relates to systems and methods for machine learning-based image compression that dynamically adjusts compression settings based on user preferences, utilizing neural network architectures including GCNNs to predict optimal quality-file-size tradeoffs. The application covers multiple IPC classifications including G06N 3/0464, G06F 16/583, G06T 9/00, and G06V classifications covering image processing, recognition, and pattern analysis.
Technology companies developing image compression, delivery systems, or media processing applications should review this patent publication to assess potential exposure. The broad IPC classification coverage suggests applicability to ML-based image and video processing systems. Upon patent grant, companies practicing similar ML-based compression techniques may need to evaluate licensing requirements or design-around options.
Source document (simplified)
MACHINE LEARNING-BASED IMAGE COMPRESSION SETTING REFLECTING USER PREFERENCES
Publication EP3942467A1 Kind: A1 Mar 25, 2026
Applicants
Google LLC
Inventors
HURWITZ, Jonathan D., RAY, Punyabrata
IPC Classifications
G06N 3/0464 20230101AFI20250930BHEP G06N 3/09 20230101ALI20250930BHEP G06N 3/096 20230101ALI20250930BHEP G06F 16/583 20190101ALI20250930BHEP G06F 18/21 20230101ALI20250930BHEP G06T 9/00 20060101ALI20250930BHEP G06V 10/40 20220101ALI20250930BHEP G06V 10/70 20220101ALI20250930BHEP G06V 10/778 20220101ALI20250930BHEP
Designated States
AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LI, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR
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