Early Detection of Human Dental Defects by Using Deep Learning

Deep learning utilizes advanced neural networks, particularly convolutional neural networks (CNNs), to analyse dental images such as X-rays, CT scans, and intraoral photographs with high precision. Early intervention and improved treatment outcomes are guaranteed by these AI-driven models' ability to recognize minor anomalies that traditional diagnostic techniques can overlook. Additionally, using past patient data, deep learning helps dentists anticipate possible oral health problems through predictive analytics. Additionally, this technology makes automated diagnoses possible, which lessens the workload for dental practitioners and boosts productivity. Therefore, deep learning not only improves accuracy but also helps modern dentistry becoming more efficient and focused on patients.

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Publication Details

Published
2025-07-04
DOI
https://doi.org/10.1109/icctdc64446.2025.11158003
Citations
1
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
1.79
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article

Early Detection of Human Dental Defects by Using Deep Learning

Vani Santhosh, M. Srinivas, Abhijith L Kotian, Sultan Nadaf et al.
1 citations
Dental Radiography and Imaging
1.79
article

Early Detection of Human Dental Defects by Using Deep Learning

Vani Santhosh, M. Srinivas, Abhijith L Kotian, Sultan Nadaf, Vishal Poonacha K G, Shivaleela Aragoddi
article en
1 citations

Abstract

Deep learning utilizes advanced neural networks, particularly convolutional neural networks (CNNs), to analyse dental images such as X-rays, CT scans, and intraoral photographs with high precision. Early intervention and improved treatment outcomes are guaranteed by these AI-driven models' ability to recognize minor anomalies that traditional diagnostic techniques can overlook. Additionally, using past patient data, deep learning helps dentists anticipate possible oral health problems through predictive analytics. Additionally, this technology makes automated diagnoses possible, which lessens the workload for dental practitioners and boosts productivity. Therefore, deep learning not only improves accuracy but also helps modern dentistry becoming more efficient and focused on patients.

Institute of Engineering (NP)
Openalex Percentile: Top 13%
Dental Radiography and Imaging
1.79
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