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Panoramic X-ray (PX) is a prevalent modality in dental practice for its wide availability and low cost. However, as a 2D projection image, PX does not contain 3D anatomical information, and therefore has limited use in dental applications…

图像与视频处理 · 电气工程与系统科学 2024-08-05 Xiaoshuang Li , Mingyuan Meng , Zimo Huang , Lei Bi , Eduardo Delamare , Dagan Feng , Bin Sheng , Jinman Kim

Panoramic X-ray (PX) provides a 2D picture of the patient's mouth in a panoramic view to help dentists observe the invisible disease inside the gum. However, it provides limited 2D information compared with cone-beam computed tomography…

图像与视频处理 · 电气工程与系统科学 2021-01-12 Weinan Song , Yuan Liang , Jiawei Yang , Kun Wang , Lei He

Panoramic X-ray (PX) is a prevalent modality in dentistry practice owing to its wide availability and low cost. However, as a 2D projection of a 3D structure, PX suffers from anatomical information loss and PX diagnosis is limited compared…

图像与视频处理 · 电气工程与系统科学 2024-09-30 Xiaoshuang Li , Zimo Huang , Mingyuan Meng , Eduardo Delamare , Dagan Feng , Lei Bi , Bin Sheng , Lingyong Jiang , Bo Li , Jinman Kim

3D reconstruction of medical imaging from 2D images has become an increasingly interesting topic with the development of deep learning models in recent years. Previous studies in 3D reconstruction from limited X-ray images mainly rely on…

图像与视频处理 · 电气工程与系统科学 2023-09-06 Weinan Song , Haoxin Zheng , Dezhan Tu , Chengwen Liang , Lei He

Panoramic radiography is a widely used imaging modality in dental practice and research. However, it only provides flattened 2D images, which limits the detailed assessment of dental structures. In this paper, we propose Occudent, a…

计算机视觉与模式识别 · 计算机科学 2023-11-29 Sihwa Park , Seongjun Kim , In-Seok Song , Seung Jun Baek

Reconstructing the 3D anatomical structures of the oral cavity, which originally reside in the cone-beam CT (CBCT), from a single 2D Panoramic X-ray(PX) remains a critical yet challenging task, as it can effectively reduce radiation risks…

计算机视觉与模式识别 · 计算机科学 2024-11-07 Wen Ma , Huikai Wu , Zikai Xiao , Yang Feng , Jian Wu , Zuozhu Liu

Three-dimensional (3D) and dynamic 3D+time (4D) reconstruction of coronary arteries from X-ray coronary angiography (CA) has the potential to improve clinical procedures. However, there are multiple challenges to be addressed, most notably,…

图像与视频处理 · 电气工程与系统科学 2025-07-28 Kirsten W. H. Maas , Danny Ruijters , Nicola Pezzotti , Anna Vilanova

We present DiffVox, a self-supervised framework for Cone-Beam Computed Tomography (CBCT) reconstruction by directly optimizing a voxelgrid representation using physics-based differentiable X-ray rendering. Further, we investigate how the…

图像与视频处理 · 电气工程与系统科学 2025-03-21 Mohammadhossein Momeni , Vivek Gopalakrishnan , Neel Dey , Polina Golland , Sarah Frisken

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…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Chenfan Xu , Zhentao Liu , Yuan Liu , Yulong Dou , Jiamin Wu , Jiepeng Wang , Minjiao Wang , Dinggang Shen , Zhiming Cui

Recent methods for 3D reconstruction and rendering increasingly benefit from end-to-end optimization of the entire image formation process. However, this approach is currently limited: effects of the optical hardware stack and in particular…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Wenqi Xian , Aljaž Božič , Noah Snavely , Christoph Lassner

Image reconstruction is an inverse problem that solves for a computational image based on sampled sensor measurement. Sparsely sampled image reconstruction poses addition challenges due to limited measurements. In this work, we propose an…

图像与视频处理 · 电气工程与系统科学 2023-01-18 Liyue Shen , John Pauly , Lei Xing

X-ray, known for its ability to reveal internal structures of objects, is expected to provide richer information for 3D reconstruction than visible light. Yet, existing neural radiance fields (NeRF) algorithms overlook this important nature…

图像与视频处理 · 电气工程与系统科学 2024-03-26 Yuanhao Cai , Jiahao Wang , Alan Yuille , Zongwei Zhou , Angtian Wang

The problem of obtaining dense reconstruction of an object in a natural sequence of images has been long studied in computer vision. Classically this problem has been solved through the application of bundle adjustment (BA). More recently,…

计算机视觉与模式识别 · 计算机科学 2017-12-04 Rui Zhu , Chaoyang Wang , Chen-Hsuan Lin , Ziyan Wang , Simon Lucey

Panoramic radiograph (PR) is fundamentally used in routine dental care, but it inherently provides only a two-dimensional (2D) projection of complex three-dimensional (3D) craniofacial anatomy. Most existing learning-based methods attempt…

计算机视觉与模式识别 · 计算机科学 2026-05-21 Yaoyao Yue , Jérôme Schmid , Xiaoshuang Li , Eduardo Delamare , Jinman Kim

We tackle the ill-posed inverse rendering problem in 3D reconstruction with a Neural Radiance Field (NeRF) approach informed by Physics-Based Rendering (PBR) theory, named PBR-NeRF. Our method addresses a key limitation in most NeRF and 3D…

计算机视觉与模式识别 · 计算机科学 2025-04-09 Sean Wu , Shamik Basu , Tim Broedermann , Luc Van Gool , Christos Sakaridis

Current token-sequence-based Large Language Models (LLMs) are not well-suited for directly processing 3D Boundary Representation (Brep) models that contain complex geometric and topological information. We propose BrepLLM, the first…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Liyuan Deng , Hao Guo , Yunpeng Bai , Yongkang Dai , Huaxi Huang , Yilei Shi

Online reconstructing and rendering of large-scale indoor scenes is a long-standing challenge. SLAM-based methods can reconstruct 3D scene geometry progressively in real time but can not render photorealistic results. While NeRF-based…

计算机视觉与模式识别 · 计算机科学 2023-04-19 Yiming Gao , Yan-Pei Cao , Ying Shan

Reconstruction of the mandible is one of the most common challenges facing maxillofacial surgeons. The mandible plays a major role in supporting the teeth inside the mouth. This work aims to develop a proposed methodology for improving…

医学物理 · 物理学 2021-06-30 Nabeel I. Allawi

The computer-assisted radiologic informative report has received increasing research attention to facilitate diagnosis and treatment planning for dental care providers. However, manual interpretation of dental images is limited, expensive,…

计算机视觉与模式识别 · 计算机科学 2023-06-21 Amani Almalki , Longin Jan Latecki

We present a neural parametric 3D breast shape model and, based on this model, introduce a low-cost and accessible 3D surface reconstruction pipeline capable of recovering accurate breast geometry from a monocular RGB video. In contrast to…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Maximilian Weiherer , Antonia von Riedheim , Vanessa Brébant , Bernhard Egger , Christoph Palm
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