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Reliability of Artificial Intelligence-Based Cone Beam Computed Tomography Integration with Digital Dental Images
Published on: February 23, 2024
Performance analysis of various techniques applied in human identification using dental X-rays.
A Banumathi1, B Vijayakumari, A Geetha
1Electronics and Communication Engineering Department, Thiagarajar College of Engineering, Madurai, Tamilnadu, India. au_banu@yahoo.com
Journal of Medical Systems
|July 12, 2007
Summary
This study introduces an automated method for identifying individuals using dental radiographs. By analyzing tooth contours, this approach aids in forensic identification from ante mortem and postmortem records.
Area of Science:
- Forensic Science
- Computer Science
- Biomedical Imaging
Background:
- Forensic dentistry relies on dental records, primarily radiographs, for personal identification.
- Manual comparison of ante mortem and postmortem dental records is time-consuming and labor-intensive.
- Automating the identification process can significantly improve efficiency and accuracy in forensic investigations.
Purpose of the Study:
- To develop and evaluate an automated system for identifying individuals using ante mortem and postmortem dental radiographs.
- To leverage image processing and pattern recognition techniques for accurate dental identification.
- To compare the effectiveness of different contour extraction methods in this automated identification process.
Main Methods:
- The proposed approach integrates morphological contour detection, Gaussian filtering, and a semi-automatic contour extraction method.
- The algorithm involves three key stages: radiograph segmentation, pixel classification, and contour matching.
- Tooth contours are extracted from postmortem radiographs and compared against a database of ante mortem radiographs.
Main Results:
- A hit rate of 0.7 was achieved using morphological contour detectors for identification.
- The performance of morphological contour detectors was found to be comparable to other evaluated methods.
- The automated system demonstrates potential for accurate and efficient forensic dental identification.
Conclusions:
- The developed automated system shows promise for enhancing the accuracy and speed of personal identification in forensic dentistry.
- Morphological contour detection is a viable feature for matching ante mortem and postmortem dental radiographs.
- Further research can refine these techniques for broader application in forensic identification.
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