TY - GEN
T1 - Comparative Analysis of CT Scan Resolutions for Accurate Vertebral Segmentation and 3D Modeling
AU - Sushmitha,
AU - Nayak, Subramanya G.
AU - Kanthi, M.
AU - Bhat, Shyamasunder N.
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - The resolution of Computed tomography (CT) scans plays an important role in the accuracy of vertebra segmentation and subsequent 3D model reconstruction which are essential for precise clinical applications and 3D printing. This study provides a comparative analysis of 1mm and 3mm CT scan resolutions that specifically focus on the segmentation of the L3 and L4 vertebrae using 3D Slicer. The 1mm resolution demonstrated superior performance with a Dice coefficient of 0.92 compared to 0.85 for the 3mm resolution by highlighting the significant impact of higher resolution on segmentation accuracy. The study also discusses the importance of image resolution proposing that 1mm scans offer enhanced precision for detailed 3D reconstruction. 3mm scans may suffice in scenarios where lower precision is acceptable. These findings emphasize the need for careful selection of CT scan resolution based on the intended clinical or research application by paving the way for optimized patient outcomes and efficient resource utilization.
AB - The resolution of Computed tomography (CT) scans plays an important role in the accuracy of vertebra segmentation and subsequent 3D model reconstruction which are essential for precise clinical applications and 3D printing. This study provides a comparative analysis of 1mm and 3mm CT scan resolutions that specifically focus on the segmentation of the L3 and L4 vertebrae using 3D Slicer. The 1mm resolution demonstrated superior performance with a Dice coefficient of 0.92 compared to 0.85 for the 3mm resolution by highlighting the significant impact of higher resolution on segmentation accuracy. The study also discusses the importance of image resolution proposing that 1mm scans offer enhanced precision for detailed 3D reconstruction. 3mm scans may suffice in scenarios where lower precision is acceptable. These findings emphasize the need for careful selection of CT scan resolution based on the intended clinical or research application by paving the way for optimized patient outcomes and efficient resource utilization.
UR - https://www.scopus.com/pages/publications/105004560712
UR - https://www.scopus.com/pages/publications/105004560712#tab=citedBy
U2 - 10.1109/AICECS63354.2024.10957119
DO - 10.1109/AICECS63354.2024.10957119
M3 - Conference contribution
AN - SCOPUS:105004560712
T3 - 2024 3rd International Conference on Artificial Intelligence, Computational Electronics and Communication System, AICECS 2024
BT - 2024 3rd International Conference on Artificial Intelligence, Computational Electronics and Communication System, AICECS 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Artificial Intelligence, Computational Electronics and Communication System, AICECS 2024
Y2 - 12 December 2024 through 14 December 2024
ER -