Multi-Scale AI Detection System for Cross-Industry Applications

Publication ID: 24-11856881_0002_PTD
Published: October 26, 2025
Category:New Applications & Use Cases

Legal Citation

pr1or.art Inc., “Multi-Scale AI Detection System for Cross-Industry Applications,” Published Technical Disclosure No. 24-11856881_0002_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856881_0002_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. 11,856,881.

Background and Problem Solved

The original patent disclosed a system for detecting plant diseases using multi-scale deep learning. However, the patent's scope was limited to plant disease detection, leaving unexplored opportunities to apply this technology to other industries. This invention addresses the problem of adapting the core technology to tackle diverse applications, thereby increasing its utility and impact.

Novelty and Inventive Step

The novelty of this invention lies in the adaptation of the original multi-scale deep learning technology to diverse applications, demonstrating a non-obvious expansion of its utility. The inventive step is the recognition of the potential for this technology to be applied beyond plant disease detection, coupled with the development of new models and training datasets tailored to each new application.

Alternative Embodiments and Variations

Alternative embodiments of this invention could include the use of different deep learning architectures, such as convolutional neural networks or recurrent neural networks, or the integration of additional data sources, such as sensor data or weather information, to enhance the accuracy and robustness of the models. Variations could also include the application of this technology to other industries, such as quality control in manufacturing or predictive maintenance in infrastructure management.

Potential Commercial Applications and Market

This invention has significant commercial potential across multiple industries, including environmental monitoring, healthcare, food safety, and transportation. The market for these applications is substantial, with growing demand for AI-powered solutions that can drive efficiency, reduce costs, and improve outcomes. The invention's adaptability to diverse domains makes it an attractive opportunity for companies seeking to expand their offerings and stay competitive in rapidly evolving markets.

CPC Classifications

SectionClassGroup
A A01 A01B79/005
G G06 G06F18/214
G G06 G06F18/24317
G G06 G06F18/254
G G06 G06N3/045
G G06 G06N3/08
G G06 G06T3/40
G G06 G06T7/0012
G G06 G06V10/764
G G06 G06V10/774
G G06 G06V10/82
G G06 G06V20/188
G G06 G06V20/60
G G06 G06V20/68
A A01 A01G7/00
G G06 G06T2207/20016
G G06 G06T2207/20081
G G06 G06T2207/20084

Original Patent Information

Patent NumberUS 11,856,881
TitleDetection of plant diseases with multi-stage, multi-scale deep learning
Assignee(s)CLIMATE LLC