Synergistic Breast Tissue Image Generation System

Publication ID: 24-11857358_0003_PTD
Published: October 28, 2025
Category:Synergistic Combinations

Legal Citation

pr1or.art Inc., “Synergistic Breast Tissue Image Generation System,” Published Technical Disclosure No. 24-11857358_0003_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857358_0003_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,358.

Summary of the Inventive Concept

A novel system integrating AI, IoT, blockchain, and new materials to generate synthetic breast tissue images with suppressed high-density elements, enabling enhanced visualization and data integrity for breast cancer screening and diagnosis.

Background and Problem Solved

The original patent disclosed a system for synthetic breast tissue image generation by high-density element suppression, but it had limitations in terms of data integrity and visualization capabilities. The new inventive concept addresses these limitations by synergistically combining AI, IoT, blockchain, and new materials to create a more powerful system for breast tissue image generation.

Detailed Description of the Inventive Concept

The system comprises an image processor configured to identify high-density elements in the images, a machine learning module trained on a dataset of breast tissue images to predict and suppress the high-density elements, and a blockchain-based image validation component to ensure data integrity. The system can be integrated with IoT-enabled breast imaging devices and wearable IoT devices to receive image data and provide real-time feedback to the user. The generated synthetic images can be displayed on a new materials-based image display component with enhanced visualization capabilities.

Novelty and Inventive Step

The new claims introduce a synergistic combination of AI, IoT, blockchain, and new materials, which is not obvious from the original patent. The integration of these distinct technologies provides a novel and non-obvious solution for breast tissue image generation with enhanced data integrity and visualization capabilities.

Alternative Embodiments and Variations

Alternative embodiments may include using different AI algorithms, IoT protocols, or blockchain platforms. Variations may include integrating the system with other medical imaging modalities or using different types of new materials for image display.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential in the medical imaging industry, particularly in breast cancer screening and diagnosis. The system can be marketed to hospitals, clinics, and medical research institutions, offering enhanced visualization and data integrity capabilities for improved patient outcomes.

CPC Classifications

SectionClassGroup
A A61 A61B6/5258
A A61 A61B6/461
A A61 A61B6/502
G G06 G06T11/008
G G06 G06T2207/10116
G G06 G06T2207/30068

Field of Art

Medical imaging, specifically breast tissue tomosynthesis and digital image processing, involving advanced computational techniques for image generation and enhancement

Person of Ordinary Skill (PHOSITA) Profile

A skilled practitioner with expertise in medical imaging, computer vision, machine learning, and digital signal processing, holding advanced degrees in biomedical engineering, computer science, or related fields with working knowledge of medical image analysis techniques

Obviousness Rationale

A person of ordinary skill would recognize that the PTD's integration of AI, IoT, and blockchain technologies represents predictable extensions of the source patent's core image processing methodology. The fundamental image generation and high-density element suppression techniques remain substantially consistent with the original patent's teachings. The additional technological layers represent incremental improvements using standard engineering approaches to enhance existing medical imaging systems.

Obvious Combinations & Variations

Source Patent Element
Image processor for identifying and suppressing high-density elements in breast tissue images
PTD Variation
Machine learning module trained on breast tissue image datasets to predict and suppress high-density elements
Obviousness Reasoning
Applying machine learning to existing image processing techniques represents a known and predictable optimization approach, utilizing standard AI techniques to enhance existing computational methods
Source Patent Element
X-ray image acquisition system for generating 2D projection images
PTD Variation
IoT-enabled breast imaging devices integrated with AI-powered image processing
Obviousness Reasoning
Extending traditional imaging systems with networked and intelligent technologies is a standard engineering approach for improving medical diagnostic capabilities
Source Patent Element
Digital image generation and display system
PTD Variation
Blockchain-based image validation component ensuring data integrity
Obviousness Reasoning
Implementing cryptographic verification for medical imaging data represents a straightforward security enhancement using established blockchain technologies
Source Patent Element
Two-dimensional synthesized image generation method
PTD Variation
New materials-based display component with enhanced visualization capabilities
Obviousness Reasoning
Improving display technologies to better visualize medical images is a predictable evolution in medical imaging systems, representing a design choice within ordinary skill
Source Patent Element
Computer-implemented method for processing breast tissue images
PTD Variation
Wearable IoT device providing real-time feedback for synthetic image generation
Obviousness Reasoning
Integrating mobile and wearable technologies with medical imaging represents a standard approach to expanding diagnostic capabilities using known technological convergence techniques
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857358 and the disclosed technological variations, a person of ordinary skill in medical imaging would find the claimed innovations obvious and lacking inventive step. The incremental technological additions represent predictable combinations of known techniques in image processing, artificial intelligence, and medical diagnostic technologies, thereby rendering subsequent claims obvious as a matter of law.

Original Patent Information

Patent NumberUS 11,857,358
TitleSystem and method for synthetic breast tissue image generation by high density element suppression
Assignee(s)Hologic, Inc.