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Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
Published on: November 30, 2022
Eyeball muscles' diameters versus volume estimated by numerical image segmentation.
A Majos1, P Grzelak, W Młynarczyk
1Radiology Department, Medical University of Lodz, Lodz, Poland. egnys@poczta.onet.pl
European Journal of Ophthalmology
|May 31, 2007
Summary
The numerical segmentation image technique (NSI) accurately estimates extraocular muscle volume, offering a more precise method than single diameter measurements for assessing exophthalmos. This imaging technique aids in monitoring treatment effectiveness for orbital diseases.
Area of Science:
- Ophthalmology
- Radiology
- Medical Imaging
Background:
- Accurate assessment of extraocular muscle (EOM) volume is crucial for diagnosing and managing conditions like exophthalmos.
- Traditional methods using single muscle diameters may not fully capture volumetric changes.
- The numerical segmentation image technique (NSI) offers a potential advancement in volumetric analysis.
Purpose of the Study:
- To evaluate the clinical utility of the numerical segmentation image technique (NSI) for estimating EOM volume.
- To compare NSI-derived volumes with conventional single-diameter measurements.
- To determine the correlation between EOM volume and the degree of exophthalmos.
Main Methods:
- Magnetic resonance imaging (MRI) was performed on 45 patients using a 1.5-T scanner.
- Standard T1-weighted sequences in transversal and coronal planes were acquired.
- Three-dimensional volumetric estimation of EOMs was conducted using the NSI technique with a level set segmentation algorithm.
Main Results:
- A strong correlation was found between total EOM volume and the degree of exophthalmos.
- The study confirmed the utility of single diameter measurements for assessing muscle enlargement.
- However, NSI-derived muscle volume estimates showed a more accurate correlation with exophthalmos severity than single diameter measurements.
Conclusions:
- The NSI technique is clinically valuable for objective, individualized EOM volume assessment.
- It provides objective data for estimating pathologic processes causing exophthalmos.
- NSI is particularly useful for monitoring subtle changes in muscle volume during therapeutic interventions.

