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Multi-Modal Multi-Task Foundational Models for Medical Image Manipulation

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Summary

The USPTO published patent application US20260094693A1 on April 2, 2026, disclosing a multi-modal AI system developed by inventors Alexandru Constantin Serban, Mehmet Akif Gulsun, Puneet Sharma, and Dorin Comaniciu for medical image manipulation and information retrieval. The system receives text-based instructions, encodes them using machine learning text encoders, and determines and performs instructions through medical applications to generate responses. The publication affects medical device makers, healthcare technology providers, and AI developers working on clinical applications.

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

What changed

The USPTO published patent application US20260094693A1 disclosing systems and methods for multi-modal multi-task foundational models that process text-based instructions to perform actions on medical applications. The technology uses machine learning text encoder networks to convert text instructions into features, a policy module to determine executable instructions, and medical applications to perform those instructions and generate responses for medical image manipulation and information retrieval.

No immediate compliance action is required as this is a patent publication rather than a regulatory requirement. However, medical device manufacturers, healthcare technology companies, and AI developers should review the patent claims to assess potential IP landscape implications for their own medical AI products. Companies developing similar text-instructed medical imaging systems may need to evaluate freedom-to-operate considerations.

Archived snapshot

Apr 2, 2026

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← USPTO Patent Applications

MULTI-MODAL MULTI-TASK FOUNDATIONAL MODELS FOR MEDICAL IMAGE MANIPULATION AND INFORMATION RETRIEVAL

Application US20260094693A1 Kind: A1 Apr 02, 2026

Inventors

Alexandru Constantin Serban, Mehmet Akif Gulsun, Puneet Sharma, Dorin Comaniciu

Abstract

Systems and methods for automatically performing one or more actions on one or more medical applications are provided. Text-based instructions are received. The text-based instructions are encoded into text features using a machine learning based text encoder network. One or more instructions for performing by one or more medical applications are determined using a policy module based on the text features. The one or more instructions are performed by the one or more medical applications to generate a response to the text-based instructions. The response to the text-based instructions is output.

CPC Classifications

G16H 30/40 G06F 40/279 G06V 10/7715 G06V 10/82 G06V 10/945 G06V 2201/03 G10L 15/22 G10L 2015/223

Filing Date

2024-09-27

Application No.

18898763

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Named provisions

Abstract Claims CPC Classifications

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Classification

Agency
USPTO
Published
April 2nd, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
US20260094693A1

Who this affects

Applies to
Medical device makers Healthcare providers Technology companies
Industry sector
3345 Medical Device Manufacturing 5112 Software & Technology 6211 Healthcare Providers
Activity scope
Medical Device Manufacturing Artificial Intelligence Development Healthcare Technology
Geographic scope
United States US

Taxonomy

Primary area
Healthcare
Operational domain
Legal
Topics
Artificial Intelligence Medical Devices

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