3D Structure-guided Network for Tooth Alignment in 2D Photograph
2023-10-17
会议录名称34TH BRITISH MACHINE VISION CONFERENCE, BMVC 2023
发表状态已发表
DOIarXiv:2310.11106
摘要

Orthodontics focuses on rectifying misaligned teeth (i.e., malocclusions), affecting both masticatory function and aesthetics. However, orthodontic treatment often involves complex, lengthy procedures. As such, generating a 2D photograph depicting aligned teeth prior to orthodontic treatment is crucial for effective dentist-patient communication and, more importantly, for encouraging patients to accept orthodontic intervention. In this paper, we propose a 3D structure-guided tooth alignment network that takes 2D photographs as input (e.g., photos captured by smartphones) and aligns the teeth within the 2D image space to generate an orthodontic comparison photograph featuring aesthetically pleasing, aligned teeth. Notably, while the process operates within a 2D image space, our method employs 3D intra-oral scanning models collected in clinics to learn about orthodontic treatment, i.e., projecting the pre-and post-orthodontic 3D tooth structures onto 2D tooth contours, followed by a diffusion model to learn the mapping relationship. Ultimately, the aligned tooth contours are leveraged to guide the generation of a 2D photograph with aesthetically pleasing, aligned teeth and realistic textures. We evaluate our network on various facial photographs, demonstrating its exceptional performance and strong applicability within the orthodontic industry.

会议举办国UK
会议录编者/会议主办者British Machine Vision Association, BMVA
会议名称34th British Machine Vision Conference, BMVC 2023
会议地点Aberdeen, UK
会议日期November 20-24, 2023
学科领域生物医学工程学 ; 人工智能
URL查看原文
收录类别EI
语种英语
资助项目NSFC[6230012077]
WOS类目Computer Science, Software Engineering
WOS记录号PPRN:85684475
文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/348005
专题生物医学工程学院
信息科学与技术学院_博士生
生物医学工程学院_PI研究组_沈定刚组
生物医学工程学院_PI研究组_崔智铭组
生物医学工程学院_硕士生
作者单位
1.ShanghaiTech Univ, Sch Biomed Engn, Shanghai 201210, Peoples R China
2.Shanghai United Imaging Intelligence Co Ltd, Shanghai 200230, Peoples R China
3.Shanghai Clin Res & Trial Ctr, Shanghai 201210, Peoples R China
第一作者单位生物医学工程学院
第一作者的第一单位生物医学工程学院
推荐引用方式
GB/T 7714
Yulong Dou, Lanzhuju Mei, Dinggang Shen, and Zhiming Cui. 3d structure-guided network for tooth alignment in 2d photograph. In 34th British Machine Vision Conference 2023, BMVC 2023, Aberdeen, UK, November 20-24, 2023. BMVA, 2023. URL https://papers. bmvc2023.org/0322.pdf. 13
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