Datasets:
Tasks:
Image Segmentation
Modalities:
Image
Formats:
parquet
Sub-tasks:
semantic-segmentation
Size:
< 1K
size_categories: | |
- n<1K | |
source_datasets: | |
- original | |
task_categories: | |
- image-segmentation | |
task_ids: | |
- semantic-segmentation | |
- teeth_segmentation | |
- segmentation | |
- dentalimaging | |
- medicalimaging | |
- image-segmentation | |
train-eval-index: | |
- config: plain_text | |
task: semantic_segmentation | |
task_id: semantic_segmentation | |
splits: | |
train_split: train | |
eval_split: test | |
col_mapping: | |
image: image | |
label: image | |
# Dataset Card for [Dataset Name] | |
## Table of Contents | |
- [Table of Contents](#table-of-contents) | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** [https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net](https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net) | |
- **Repository:** [https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net](https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net) | |
- **Paper:** [Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing](https://dergipark.org.tr/tr/pub/dubited/issue/68307/950568) | |
- **Leaderboard:** | |
- **Point of Contact:** S.Serdar Helli | |
### Dataset Summary | |
# Semantic-Segmentation-of-Teeth-in-Panoramic-X-ray-Image | |
The aim of this study is automatic semantic segmentation and measurement total length of teeth 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. | |
[***Github Link***](https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net) | |
***Original Dataset For Only Images*** | |
DATASET ref - H. Abdi, S. Kasaei, and M. Mehdizadeh, “Automatic segmentation of mandible in panoramic x-ray,” J. Med. Imaging, vol. 2, no. 4, p. 44003, 2015 | |
[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) | |
### Supported Tasks and Leaderboards | |
## Dataset Structure | |
### Data Instances | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"image": X-ray Image (Image), | |
"label": Binary Image Segmentation Map (Image) | |
} | |
``` | |
## Dataset Creation | |
### Source Data | |
***Original Dataset For Only Images*** | |
DATASET ref - H. Abdi, S. Kasaei, and M. Mehdizadeh, “Automatic segmentation of mandible in panoramic x-ray,” J. Med. Imaging, vol. 2, no. 4, p. 44003, 2015 | |
[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) | |
### Annotations | |
#### Annotation process | |
The annotation was made manually. | |
#### Who are the annotators? | |
S.Serdar Helli | |
### Other Known Limitations | |
To Check Out: | |
***Original Dataset For Only Images*** | |
DATASET ref - H. Abdi, S. Kasaei, and M. Mehdizadeh, “Automatic segmentation of mandible in panoramic x-ray,” J. Med. Imaging, vol. 2, no. 4, p. 44003, 2015 | |
[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) | |
## Additional Information | |
### Citation Information | |
For Labelling | |
``` | |
@article{helli10tooth, | |
title={Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing}, | |
author={HELL{\.I}, Serdar and HAMAMCI, Anda{\c{c}}}, | |
journal={D{\"u}zce {\"U}niversitesi Bilim ve Teknoloji Dergisi}, | |
volume={10}, | |
number={1}, | |
pages={39--50} | |
} | |
``` | |
For Original Images | |
``` | |
@article{abdi2015automatic, | |
title={Automatic segmentation of mandible in panoramic x-ray}, | |
author={Abdi, Amir Hossein and Kasaei, Shohreh and Mehdizadeh, Mojdeh}, | |
journal={Journal of Medical Imaging}, | |
volume={2}, | |
number={4}, | |
pages={044003}, | |
year={2015}, | |
publisher={SPIE} | |
} | |
``` | |
### Contributions | |
Thanks to [@SerdarHelli](https://github.com/SerdarHelli) for adding this dataset. |