Revolutionizing Machine Perception and Intelligence Through OpenCV Technology

Abstract—Humans perceive the world through vision, and image processing strives to empower machines with similar capabilities. OpenCV, a robust library of programming functions, acts as the brain behind computer vision tasks, enabling machines to interpret and analyze visual data. Despite its widespread adoption, OpenCV faces challenges in handling large datasets effectively, limiting its scalability for modern applications. This paper delves into these challenges and introduces a novel approach to optimize OpenCV for large dataset processing, thereby addressing its current limitations. Keywords: OpenCV, large datasets, optimization, computer vision, scalability

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-06
DOI
https://doi.org/10.5281/zenodo.15606366
Primary Topic
Advanced Neural Network Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Revolutionizing Machine Perception and Intelligence Through OpenCV Technology

Zenodo (CERN European Organization for Nuclear Research)
Advanced Neural Network Applications
article

Revolutionizing Machine Perception and Intelligence Through OpenCV Technology

article en

Abstract

Abstract—Humans perceive the world through vision, and image processing strives to empower machines with similar capabilities. OpenCV, a robust library of programming functions, acts as the brain behind computer vision tasks, enabling machines to interpret and analyze visual data. Despite its widespread adoption, OpenCV faces challenges in handling large datasets effectively, limiting its scalability for modern applications. This paper delves into these challenges and introduces a novel approach to optimize OpenCV for large dataset processing, thereby addressing its current limitations. Keywords: OpenCV, large datasets, optimization, computer vision, scalability

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 55%
Advanced Neural Network Applications
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Revolutionizing Machine Perception and Intelligence Through OpenCV Technology · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS