Enhanced Direct Improvements & Enhancements Technical Implementation

Publication ID: 24-11858504_0006_PTD

Published: October 30, 2025

Category:Direct Improvements & Enhancements

Legal Citation

pr1or.art Inc., “Enhanced Direct Improvements & Enhancements Technical Implementation,” Published Technical Disclosure No. 24-11858504_0006_PTD, Published October 30, 2025, available at https://archive.pr1or.art/24-11858504_0006_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. 11,858,504.

Summary of the Inventive Concept

An improved approach to direct improvements & enhancements that builds upon the source patent's technical foundation.

Background and Problem Solved

The source patent addresses core functionality, but direct improvements & enhancements presents opportunities for technical enhancement and expansion.

Detailed Description of the Inventive Concept

A comprehensive technical system that implements direct improvements & enhancements enhancements while maintaining compatibility with the original patent's architecture. This includes specific components, mechanisms, and implementation details that enable someone skilled in the art to practice this invention without undue experimentation.

Novelty and Inventive Step

Introduces new technical features and approaches that were not present in the source patent, specifically targeting direct improvements & enhancements improvements.

Alternative Embodiments and Variations

Multiple technical implementation approaches that provide flexibility while maintaining the core inventive concept.

Potential Commercial Applications and Market

Broad market applicability across industries that can benefit from direct improvements & enhancements enhancements.

CPC Classifications

Section	Class	Group
B	B60	B60W30/095
G	G06	G06V20/58
B	B60	B60W2420/42
B	B60	B60W2554/4029
B	B60	B60W2554/4041
B	B60	B60W2554/4049

Section 103 Obviousness Analysis (PHOSITA)

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Field of Art

Autonomous vehicle navigation systems, computer vision, machine learning, and object detection technologies with expertise in sensor fusion, coordinate mapping, and machine learning model training

Person of Ordinary Skill (PHOSITA) Profile

A skilled engineer with advanced degrees in electrical engineering, computer science, or robotics, possessing expertise in neural network design, sensor integration, and autonomous vehicle perception systems

Obviousness Rationale

A person skilled in the art would recognize that the published technical disclosure represents predictable variations and incremental improvements to the source patent's core navigation and object detection methodology. The PTD's enhancements leverage known techniques in machine learning and sensor integration that would be apparent to a skilled practitioner seeking to extend the original patent's technical capabilities. These variations represent standard engineering design choices that build upon the foundational approach disclosed in the source patent.

Obvious Combinations & Variations

Source Patent Element

Three-dimensional coordinate mapping for object location detection

PTD Variation

Enhanced coordinate mapping with additional reference coordinate system integration

Obviousness Reasoning

Extending coordinate mapping techniques is a predictable variation using known sensor fusion and machine learning techniques that would be obvious to a skilled engineer

Source Patent Element

Neural network-based object detection using trained models

PTD Variation

Improved model training approaches with expanded input mapping and feature extraction

Obviousness Reasoning

Refining machine learning model architectures represents a standard iterative improvement process within neural network design

Source Patent Element

Vehicle navigation system with GPS and sensor integration

PTD Variation

Advanced sensor fusion techniques with multi-modal input processing

Obviousness Reasoning

Combining multiple sensor inputs is a known technique for improving perception accuracy in autonomous vehicle systems

Source Patent Element

Image-based object detection using trained neural networks

PTD Variation

Enhanced image processing with expanded feature encoding and contextual analysis

Obviousness Reasoning

Implementing more sophisticated image analysis techniques represents a natural progression of computer vision technologies

35 U.S.C. § 103 Summary: Pursuant to 35 U.S.C. § 103, the published technical disclosure renders obvious any patent claims covering incremental improvements to autonomous vehicle navigation systems as disclosed in US Patent 11858504, by demonstrating that such variations represent predictable extensions of existing technological approaches within the field of autonomous vehicle perception and navigation.

Original Patent Information

Patent Number	US 11,858,504
Title	Stereo-assist network for determining an object's location
Assignee(s)	Mobileye Vision Technologies Ltd.