Related Experiment Video
Updated: Jun 21, 2026

Reliability of Artificial Intelligence-Based Cone Beam Computed Tomography Integration with Digital Dental Images
Published on: February 23, 2024
A posteriori registration and subtraction of panoramic compared with intraoral radiography
Thomas M Deserno1, Janaki Raman Rangarajan, Jens Hoffmann
1Department of Medical Informatics, Aachen University of Technology, Aachen, Germany. deserno@ieee.org
Objectives:
To demonstrate the feasibility of panoramic image subtraction for implant assessment.
Study Design:
Three titanium implants were inserted into a fresh pig mandible. One intraoral and 2 panoramic images were obtained at baseline and after each of 6 incremental (0.3, 0.6, 1.0, 1.5, 2.0, 2.5 mm) removals of bone. For each incremental removal of bone, the mandible was removed from and replaced in the holding device. Images representing incremental bone removals were registered by computer with the baseline images and subtracted. Assessment of the subtraction images was based on visual inspection and analysis of structured noise.
Results:
Incremental bone removals were more visible in intraoral than in panoramic subtraction images; however, computer-based registration of panoramic images reduced the structured noise and enhanced the visibility of incremental removals.
Conclusion:
The feasibility of panoramic image subtraction for implant assessment was demonstrated.

