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Panoramic Dental Radiography Image Enhancement Using Multiscale Mathematical Morphology
Julio César Mello Román1, Vicente R Fretes2,3, Carlos G Adorno2
1Facultad Politécnica, Universidad Nacional de Asunción, San Lorenzo 111421, Paraguay.
Sensors (Basel, Switzerland)
|May 5, 2021
Summary
A new algorithm, Multi-Scale Top-Hat transform powered by Geodesic Reconstruction (MSTHGR), enhances dental panoramic radiographs by improving contrast, detail, and edges. MSTHGR outperformed existing methods in key image quality metrics.
Area of Science:
- Medical Imaging
- Computer Vision
- Digital Image Processing
Background:
- Panoramic dental radiography is crucial for diagnosing dental conditions.
- Image quality directly impacts diagnostic accuracy.
- Existing contrast enhancement techniques have limitations.
Purpose of the Study:
- To introduce a novel algorithm for enhancing panoramic dental radiographs.
- To improve contrast, details, and edges in dental images.
- To evaluate the proposed algorithm against established methods.
Main Methods:
- A new algorithm, Multi-Scale Top-Hat transform powered by Geodesic Reconstruction (MSTHGR), was developed.
- MSTHGR utilizes multi-scale mathematical morphology for feature extraction.
- The algorithm was compared with seven other enhancement techniques.
Main Results:
- MSTHGR demonstrated superior performance in Contrast Improvement Ratio (CIR), Entropy (E), and Spatial Frequency (SF).
- The algorithm effectively enhanced local details and edges in panoramic radiographs.
- Numerical results confirmed MSTHGR's superiority over comparative algorithms.
Conclusions:
- MSTHGR is an effective method for improving the quality of panoramic dental radiographs.
- The algorithm enhances diagnostic potential by improving image clarity.
- This technique offers a significant advancement in dental image processing.
Keywords:
contrast enhancementmulti-scale mathematical morphologypanoramic dental radiographytop-hat transformation
