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AI Estimates Biological Age from Facial, Tongue, Retina

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Summary

The USPTO published patent application US20260112504A1, filed December 10, 2025, for methods, devices, and systems that use a multi-modal transformer-based architecture with cross-attention combining facial, tongue, and retina images to estimate biological age (BA). The resulting AgeDiff metric (chronological age minus biological age) can function as a standalone biomarker or combine with other factors for chronic disease risk stratification and progression prediction. Inventors are Yuanxu GAO and Kang ZHANG, with application number 19414736.

“Provided herein in some embodiments are methods, devices, storage media, and systems using a model having a multi-modal transformer-based architecture with cross-attention which combines facial, tongue and retina images to estimate biological age (BA).”

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Published by USPTO on changeflow.com . Detected, standardized, and enriched by GovPing. Review our methodology and editorial standards .

About this source

GovPing monitors USPTO Patent Applications - Health Informatics (G16H) for new healthcare & life sciences regulatory changes. Every update since tracking began is archived, classified, and available as free RSS or email alerts — 137 changes logged to date.

What changed

The USPTO published a patent application for an AI-driven biological age estimation method. The invention uses a multi-modal transformer-based model with cross-attention mechanisms to process facial, tongue, and retina images simultaneously, producing a biological age estimate that differs from chronological age.

Affected parties include technology companies developing AI health-assessment tools, medical device manufacturers, and healthcare providers deploying diagnostic AI systems. While this publication creates no immediate compliance obligations, it establishes prior art in the AI health-diagnostics space and may influence future patent strategies and competitive positioning for organizations working in biological age estimation or multi-modal health assessment.

Archived snapshot

Apr 23, 2026

GovPing captured this document from the original source. If the source has since changed or been removed, this is the text as it existed at that time.

← USPTO Patent Applications

METHODS, DEVICES, AND SYSTEMS FOR ESTIMATION OF BIOLOGICAL AGE

Application US20260112504A1 Kind: A1 Apr 23, 2026

Inventors

Yuanxu GAO, Kang ZHANG

Abstract

Provided herein in some embodiments are methods, devices, storage media, and systems using a model having a multi-modal transformer-based architecture with cross-attention which combines facial, tongue and retina images to estimate biological age (BA). The difference between chronological age (CA) and BA (AgeDiff) can be used as a standalone biomarker, or conjunctively alongside other known factors for risk stratification and progression prediction of chronic diseases.

CPC Classifications

G16H 50/30 G06N 3/045 G16H 30/40

Filing Date

2025-12-10

Application No.

19414736

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Last updated

Classification

Agency
USPTO
Published
April 23rd, 2026
Instrument
Notice
Branch
Executive
Legal weight
Non-binding
Stage
Final
Change scope
Minor

Who this affects

Applies to
Technology companies Medical device makers
Industry sector
5112 Software & Technology
Activity scope
Patent application filing AI model architecture
Geographic scope
United States US

Taxonomy

Primary area
Intellectual Property
Operational domain
Legal
Topics
Artificial Intelligence Healthcare

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