Advances in Neural Network-Based Image, Thermal, Infrared, and X-Ray Technologies

With the dynamic development of imaging technologies and increasing demands in various industrial fields, neural networks are playing a crucial role in advanced design, monitoring, and analysis techniques. This review article presents the latest research advancements in neural network-based imaging,...

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Bibliographic Details
Published in:Applied sciences Vol. 15; no. 13; p. 7198
Main Authors: Wilk-Jakubowski, Jacek, Pawlik, Łukasz, Ciopiński, Leszek, Wilk-Jakubowski, Grzegorz
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.07.2025
Subjects:
Algorithms
Biometry
Energy efficiency
Image processing
image sensors
infrared detectors
Innovations
Keywords
Medical imaging
Medical imaging equipment
neural network
Neural networks
Robotics
Robots
Security systems
Sensors
thermal imaging
X-ray
ISSN:2076-3417, 2076-3417
Online Access:Get full text
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Summary:With the dynamic development of imaging technologies and increasing demands in various industrial fields, neural networks are playing a crucial role in advanced design, monitoring, and analysis techniques. This review article presents the latest research advancements in neural network-based imaging, thermal, infrared, and X-ray technologies from 2005 to 2024. It focuses on two main research categories: ‘Technology’ and ‘Application’. The ‘Technology’ category includes neural network-enhanced image sensors, thermal imaging, infrared detectors, and X-ray technologies, while the ‘Application’ category is divided into image processing, robotics and design, object recognition, medical imaging, and security systems. In image processing, significant progress has been made in classification, segmentation, digital image storage, and information classification using neural networks. Robotics and design have seen advancements in mobile robots, navigation, and machine design through neural network integration. Object recognition technologies include neural network-based object detection, face recognition, and pattern recognition. Medical imaging has benefited from innovations in diagnosis, imaging techniques, and disease detection using neural networks. Security systems have improved in terms of monitoring and efficiency through neural network applications. This review aims to provide a comprehensive understanding of the current state and future directions of neural network-based imaging, thermal, infrared, and X-ray technologies.
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ISSN:2076-3417
2076-3417
DOI:10.3390/app15137198