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Designing a synthetic crown is a time-consuming, inconsistent, and labor-intensive process. In this work, we present a fully automatic method that not only learns human design dental crowns, but also improves the consistency, functionality,…

Computer Vision and Pattern Recognition · Computer Science 2023-03-07 Golriz Hosseinimanesh , Farnoosh Ghadiri , Ammar Alsheghri , Ying Zhang , Julia Keren , Farida Cheriet , Francois Guibault

Dental crowns are essential dental treatments for restoring damaged or missing teeth of patients. Recent design approaches of dental crowns are carried out using commercial dental design software. Once a scan of a preparation is uploaded to…

Computational Engineering, Finance, and Science · Computer Science 2025-07-31 Ammar Alsheghri , Ying Zhang , Farnoosh Ghadiri , Julia Keren , Farida Cheriet , Francois Guibault

Digital crown design remains a labor-intensive bottleneck in restorative dentistry. We present CrownGen, a generative framework that automates patient-customized crown design using a denoising diffusion model on a novel tooth-level point…

Computer Vision and Pattern Recognition · Computer Science 2026-01-05 Juyoung Bae , Moo Hyun Son , Jiale Peng , Wanting Qu , Wener Chen , Zelin Qiu , Kaixin Li , Xiaojuan Chen , Yifan Lin , Hao Chen

Designing a dental crown is a time-consuming and labor intensive process. Our goal is to simplify crown design and minimize the tediousness of making manual adjustments while still ensuring the highest level of accuracy and consistency. To…

Computer Vision and Pattern Recognition · Computer Science 2025-01-10 Golriz Hosseinimanesh , Farnoosh Ghadiri , Francois Guibault , Farida Cheriet , Julia Keren

The design of restorative dental crowns from intraoral scans is labor-intensive for dental technicians. To address this challenge, we propose a novel voxel-based framework for automated dental crown design (VBCD). The VBCD framework…

Computer Vision and Pattern Recognition · Computer Science 2025-07-24 Linda Wei , Chang Liu , Wenran Zhang , Zengji Zhang , Shaoting Zhang , Hongsheng Li

We present ToothCraft, a diffusion-based model for the contextual generation of tooth crowns, trained on artificially created incomplete teeth. Building upon recent advancements in conditioned diffusion models for 3D shapes, we developed a…

Computer Vision and Pattern Recognition · Computer Science 2026-04-09 Dávid Pukanec , Tibor Kubík , Michal Španěl

Single-unit crown restoration is among the most common procedures in clinical dentistry, with CAD/CAM workflows now designing crowns directly from intraoral scans. Partial scans are often preferred over full-arch scans for single-unit cases…

Orthodontic treatment usually requires regular face-to-face examinations to monitor dental conditions of the patients. When in-person diagnosis is not feasible, an alternative is to utilize five intra-oral photographs for remote dental…

Computer Vision and Pattern Recognition · Computer Science 2024-07-17 Chenfan Xu , Zhentao Liu , Yuan Liu , Yulong Dou , Jiamin Wu , Jiepeng Wang , Minjiao Wang , Dinggang Shen , Zhiming Cui

Camera-captured document images usually suffer from perspective and geometric deformations. It is of great value to rectify them when considering poor visual aesthetics and the deteriorated performance of OCR systems. Recent learning-based…

Computer Vision and Pattern Recognition · Computer Science 2023-07-13 Jiaxin Zhang , Canjie Luo , Lianwen Jin , Fengjun Guo , Kai Ding

The goal of this work is to propose a robust, fast, and fully automatic method for personalized cranial defect reconstruction and implant modeling. We propose a two-step deep learning-based method using a modified U-Net architecture to…

Image and Video Processing · Electrical Eng. & Systems 2022-04-14 Marek Wodzinski , Mateusz Daniol , Miroslaw Socha , Daria Hemmerling , Maciej Stanuch , Andrzej Skalski

3D intraoral scan mesh is widely used in digital dentistry diagnosis, segmenting 3D intraoral scan mesh is a critical preliminary task. Numerous approaches have been devised for precise tooth segmentation. Currently, the deep learning-based…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Shufan Xi , Zexian Liu , Junlin Chang , Hongyu Wu , Xiaogang Wang , Aimin Hao

Partial dental point clouds often suffer from large missing regions caused by occlusion and limited scanning views, which bias encoder-only global features and force decoders to hallucinate structures. We propose a retrieval-augmented…

Computer Vision and Pattern Recognition · Computer Science 2025-12-04 Jianan Sun , Yukang Huang , Dongzhihan Wang , Mingyu Fan

Digital orthodontics represents a prominent and critical application of computer vision technology in the medical field. So far, the labor-intensive process of collecting clinical data, particularly in acquiring paired 3D orthodontic teeth…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Changsong Lei , Yaqian Liang , Shaofeng Wang , Jiajia Dai , Yong-Jin Liu

Head and neck squamous cell carcinoma (HNSCC) has one of the highest rates of recurrence cases among solid malignancies. Recurrence rates can be reduced by improving positive margins localization. Frozen section analysis (FSA) of resected…

Image and Video Processing · Electrical Eng. & Systems 2025-11-03 Qingyun Yang , Fangjie Li , Jiayi Xu , Zixuan Liu , Sindhura Sridhar , Whitney Jin , Jennifer Du , Jon Heiselman , Michael Miga , Michael Topf , Jie Ying Wu

Deformable image registration is fundamental to longitudinal and population analysis. Geometric alignment of the infant brain MR images is challenging, owing to rapid changes in image appearance in association with brain development. In…

Computer Vision and Pattern Recognition · Computer Science 2020-07-07 Dongming Wei , Sahar Ahmad , Yunzhi Huang , Lei Ma , Zhengwang Wu , Gang Li , Li Wang , Qian Wang , Pew-Thian Yap , Dinggang Shen

Roof plane segmentation is one of the key procedures for reconstructing three-dimensional (3D) building models at levels of detail (LoD) 2 and 3 from airborne light detection and ranging (LiDAR) point clouds. The majority of current…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Siyuan You , Guozheng Xu , Pengwei Zhou , Qiwen Jin , Jian Yao , Li Li

Performing magnetic resonance imaging (MRI) reconstruction from under-sampled k-space data can accelerate the procedure to acquire MRI scans and reduce patients' discomfort. The reconstruction problem is usually formulated as a denoising…

Image and Video Processing · Electrical Eng. & Systems 2023-12-11 Tianqi Xiang , Wenjun Yue , Yiqun Lin , Jiewen Yang , Zhenkun Wang , Xiaomeng Li

Optical Intra-oral Scanners (IOS) are widely used in digital dentistry, providing 3-Dimensional (3D) and high-resolution geometrical information of dental crowns and the gingiva. Accurate 3D tooth segmentation, which aims to precisely…

Computer Vision and Pattern Recognition · Computer Science 2022-11-01 Huimin Xiong , Kunle Li , Kaiyuan Tan , Yang Feng , Joey Tianyi Zhou , Jin Hao , Zuozhu Liu

Document dewarping from a distorted camera-captured image is of great value for OCR and document understanding. The document boundary plays an important role which is more evident than the inner region in document dewarping. Current…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Beiya Dai , Xing li , Qunyi Xie , Yulin Li , Xiameng Qin , Chengquan Zhang , Kun Yao , Junyu Han

Tooth image segmentation is a cornerstone of dental digitization. However, traditional image encoders relying on fixed-resolution feature maps often lead to discontinuous segmentation and poor discrimination between target regions and…

Computer Vision and Pattern Recognition · Computer Science 2026-02-26 Xinxin Zhao , Jian Jiang , Yan Tian , Liqin Wu , Zhaocheng Xu , Teddy Yang , Yunuo Zou , Xun Wang
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