Jung Young-Eun, Suh Heeyeon, Park Joorok, Oh Heesoo
Angle Orthod. 2025 Apr 10;95(4):362-70. doi: 10.2319/122324-1049.1.
To evaluate the accuracy and reliability of an automated landmark identification (ALI) system and the impact of ALI errors on cephalometric measurements on cone-beam computed tomography (CBCT) images.
Thirty-one landmarks were identified on 76 CBCT images using Invivo7 software (Anatomage, San Jose, Calif). Ground truth was established by averaging landmark coordinates from two calibrated human examiners. The accuracy of the ALI system was assessed by the mean absolute error (MAE, mm) across coordinate axes, the mean error distance (mm), and the successful detection rate (SDR) for each landmark. Interexaminer reliability between the ALI and manual landmark location was evaluated. Eighteen cephalometric measurements were computed from 25 landmarks. Accuracy of measurements from the ALI system was assessed with the MAE and successful measurement rates (SMR).
The ALI system closely matched human examiners in landmark identification, with an average MAE of 0.94 ± 0.99 mm. Across all three coordinate axes, 87% of the landmarks had <2 mm MAE. ALI average MAE for conventional linear and angular cephalometric measurements were 1.35 ± 1.33 mm and 0.89 ± 0.89 degrees, respectively. Only one measurement, Intercondylar Width, showed MAE >3 mm.
The ALI system showed clinically acceptable accuracy and reliability for the majority of cephalometric landmarks and measurements. Clinicians are advised to critically evaluate ALI landmarks with substantial errors, to fully utilize the capabilities of commercial software effectively.
评估自动地标识别(ALI)系统的准确性和可靠性,以及ALI误差对锥束计算机断层扫描(CBCT)图像上头颅测量的影响。
使用Invivo7软件(Anatomage,加利福尼亚州圣何塞)在76张CBCT图像上识别31个地标。通过平均两位经过校准的人类检查者的地标坐标来确定真实值。通过各坐标轴上的平均绝对误差(MAE,毫米)、平均误差距离(毫米)以及每个地标点的成功检测率(SDR)来评估ALI系统的准确性。评估ALI与手动地标定位之间的检查者间可靠性。从25个地标点计算出18项头颅测量值。用MAE和成功测量率(SMR)评估ALI系统测量值的准确性。
ALI系统在地标识别方面与人类检查者非常匹配,平均MAE为0.94±0.99毫米。在所有三个坐标轴上,87%的地标点MAE<2毫米。ALI在传统线性和角度头颅测量中的平均MAE分别为1.35±1.33毫米和0.89±0.89度。只有一项测量,即髁间宽度,显示MAE>3毫米。
ALI系统对大多数头颅测量地标点和测量值显示出临床可接受的准确性和可靠性。建议临床医生对存在较大误差的ALI地标点进行严格评估,以有效充分利用商业软件的功能。