Fully automatic integration of dental CBCT images and full-arch intraoral impressions with stitching error correction via individual tooth segmentation and identification

被引:7
作者
Jang, Tae Jun [1 ]
Yun, Hye Sun [1 ]
Hyun, Chang Min [1 ]
Kim, Jong-Eun [2 ]
Lee, Sang-Hwy [3 ]
Seo, Jin Keun [1 ]
机构
[1] Yonsei Univ, Sch Math & Comp Computat Sci & Engn, Seoul, South Korea
[2] Yonsei Univ, Coll Dent, Dept Prosthodont, Seoul, South Korea
[3] Yonsei Univ, Coll Dent, Oral Sci Res Ctr, Dept Oral & Maxillofacial Surg, Seoul, South Korea
关键词
Multimodal data registration; Image segmentation; Point cloud segmentation; Intraoral scan; Cone-beam computerized tomography; ORTHOGNATHIC SURGERY; SCANNING SYSTEMS; IN-VITRO; REGISTRATION; ACCURACY; CT; SURFACE; PROTOCOL; SPLINT;
D O I
10.1016/j.media.2024.103096
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a fully automated method of integrating intraoral scan (IOS) and dental cone-beam computerized tomography (CBCT) images into one image by complementing each image's weaknesses. Dental CBCT alone may not be able to delineate precise details of the tooth surface due to limited image resolution and various CBCT artifacts, including metal-induced artifacts. IOS is very accurate for the scanning of narrow areas, but it produces cumulative stitching errors during full-arch scanning. The proposed method is intended not only to compensate the low-quality of CBCT-derived tooth surfaces with IOS, but also to correct the cumulative stitching errors of IOS across the entire dental arch. Moreover, the integration provides both gingival structure of IOS and tooth roots of CBCT in one image. The proposed fully automated method consists of four parts; (i) individual tooth segmentation and identification module for IOS data (TSIM-IOS); (ii) individual tooth segmentation and identification module for CBCT data (TSIM-CBCT); (iii) global-to-local tooth registration between IOS and CBCT; and (iv) stitching error correction for full-arch IOS. The experimental results show that the proposed method achieved landmark and surface distance errors of 112.4 mu m and 301.7 mu m, respectively.
引用
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页数:10
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