各维度中值 640x640 各维度最大值 640x640 标签信息统计 数据示例 数据示例1 X-ray与mask 数据示例2 X-ray与mask 文件结构 DXR/ ├── Dental X_Ray/ │ ├── test/ │ │ ├── test_mask/ │ │ │ └── [mask_files.png] │ │ └── [image_files.jpg] │ ├── train/ │ ...
This framework takes a panoramic X-ray image as input, feeds it into a series of neural network modules, and then achieves the recognition results of dental disease/treatment and enumeration detection. We have achieved satisfactory experimental results under the supervision of dentists and experts, ...
In response to the increasing prevalence of dental diseases, dental health, a vital aspect of human well-being, warrants greater attention. Panoramic X-ray images (PXI) and Cone Beam Computed Tomography (CBCT) are key tools for dentists in diagnosing and treating dental conditions. Additionally, ...
Illustration of our proposed method for caries detection in dental X-ray images that consists of two major parts (1) data collection and annotation; and (2) end-to-end training of caries detection models. Full size image Dental Caries Detection Dataset (DCD\(^{2}\)) Data collection strategy...
In this paper, the tooth segmentation study for dental X-ray panorama has been conducted and the abnormal performance of a single tooth has been analyzed. Considering the efficient performance of U-net model on medical image segmentation, we optimized the U-net network model for the datasets of...
The aim of this study is automatic semantic segmentation in one-shot panoramic x-ray image by using deep learning method with U-Net Model and binary image analysis in order to provide diagnostic information for the management of dental disorders, diseases, and conditions. deep-learning dataset med...
Comparative data on the developing dentition of known-age chimpanzees and humans were collected from the literature (Supplementary Data4). The data for chimpanzees were from refs.35,36,62and comprise all eight permanent tooth types (I1–M3). The known-age human dataset was combined from studies...
Alternatively, virtual planning can be conducted utilizing a three-dimensional x-ray dataset and, if available, 3D-scans of the intended prosthetics or virtually created teeth [3, 4]. It is acknowledged that 3D-planned surgical guides contribute to enhanced precision in surgical implant placement, ...
In dentistry, the diagnosis of dental diseases using oral or X-ray images [7], prediction of treatments [8], classification [9], statistics from research data [10], and other topics have been addressed using a deep learning method. Specifically, studies on the diagnosis of diseases using a...
Med Image Anal 68:101871 Article Google Scholar De Back W, Seurig S, Wagner S, Marré B, Roeder I, Scherf N (2019) Forensic age estimation with Bayesian convolutional neural networks based on panoramic dental X-ray imaging Stahl F, Grabowski R (2003) Orthodontic findings in the deciduous...