AlphaDent: A dataset for automated tooth pathology detection

In this article, we present a new unique dataset for dental research - AlphaDent. This dataset is based on the DSLR camera photographs of the teeth of 295 patients and contains over 1200 images. The dataset is labeled for solving the instance segmentation problem and is divided into 9 classes. The article provides a detailed description of the dataset and the labeling format. The article also provides the details of the experiment on neural network training for the Instance Segmentation problem using this dataset. The results obtained show high quality of predictions. The dataset is published under an open license; and the training/inference code and model weights are also available under open licenses.

Publication Details

Journal
ArXiv.org
Published
2025-07-30
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
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article

AlphaDent: A dataset for automated tooth pathology detection

ArXiv.org
Dental Radiography and Imaging
article

AlphaDent: A dataset for automated tooth pathology detection

article en

Abstract

In this article, we present a new unique dataset for dental research - AlphaDent. This dataset is based on the DSLR camera photographs of the teeth of 295 patients and contains over 1200 images. The dataset is labeled for solving the instance segmentation problem and is divided into 9 classes. The article provides a detailed description of the dataset and the labeling format. The article also provides the details of the experiment on neural network training for the Instance Segmentation problem using this dataset. The results obtained show high quality of predictions. The dataset is published under an open license; and the training/inference code and model weights are also available under open licenses.

ArXiv.org
Openalex Percentile: Top 38%
Dental Radiography and Imaging
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AlphaDent: A dataset for automated tooth pathology detection · ArXiv.org (2025) | TGRS Research Map | TGRS