Dental Diagnostic Imaging in AI-based System: A Systematic Mapping Study

The analysis of human dental images is a complex and time-consuming task for a dentist, owing to the irregular and inconsistent various teeth's stuctures. Such analysis is required to detect tooth-related issues, anomalies, or alterations in tooth structure. Therefore, automation is crucial for dental image segmentation and inspection to guarantee accurate diagnosis and improved treatment planning. This article presents a thorough examination and analysis of dental image segmentation. It explores around 62 research works done between 2019 and 2023, utilizing several dental imaging modalities. The survey provides comprehensive information on the latest techniques, encompassing several imaging modalities, performance metrics, datasets employed, and the study's objectives.

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Published
2024-10-17
DOI
https://doi.org/10.1109/ceria64726.2024.10915047
Primary Topic
Dental Radiography and Imaging
Type
article
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Dental Diagnostic Imaging in AI-based System: A Systematic Mapping Study

Jemie Muliadi, Zuraini Ali Shah, Muhamad Rodhi Supriyadi, Raja Azman Awang et al.
Dental Radiography and Imaging
article

Dental Diagnostic Imaging in AI-based System: A Systematic Mapping Study

Jemie Muliadi, Zuraini Ali Shah, Muhamad Rodhi Supriyadi, Raja Azman Awang, Azurah A. Samah, Noor Huda Ismail, Hairudin Abdul Majid
article en

Abstract

The analysis of human dental images is a complex and time-consuming task for a dentist, owing to the irregular and inconsistent various teeth's stuctures. Such analysis is required to detect tooth-related issues, anomalies, or alterations in tooth structure. Therefore, automation is crucial for dental image segmentation and inspection to guarantee accurate diagnosis and improved treatment planning. This article presents a thorough examination and analysis of dental image segmentation. It explores around 62 research works done between 2019 and 2023, utilizing several dental imaging modalities. The survey provides comprehensive information on the latest techniques, encompassing several imaging modalities, performance metrics, datasets employed, and the study's objectives.

Universiti Sains Malaysia (MY), National Research and Innovation Agency (ID), University of Technology Malaysia (MY)
Openalex Percentile: Top 59%
Dental Radiography and Imaging
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Dental Diagnostic Imaging in AI-based System: A Systematic Mapping Study — Jemie Muliadi, Zuraini Ali Shah, et al. · (2024) | TGRS Research Map | TGRS