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--- |
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size_categories: |
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- n<1K |
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task_categories: |
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- image-segmentation |
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task_ids: |
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- semantic-segmentation |
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tags: |
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- teeth-segmentation |
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- dental-imaging |
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- medical-imaging |
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train-eval-index: |
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- config: plain_text |
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task: semantic_segmentation |
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task_id: semantic_segmentation |
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splits: |
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train_split: train |
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eval_split: test |
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col_mapping: |
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image: image |
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label: image |
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--- |
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# Dataset Card for [Dataset Name] |
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **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) |
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- **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) |
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- **Paper:** [Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing](https://dergipark.org.tr/tr/pub/dubited/issue/68307/950568) |
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- **Leaderboard:** |
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- **Point of Contact:** S.Serdar Helli |
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### Dataset Summary |
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# Semantic-Segmentation-of-Teeth-in-Panoramic-X-ray-Image |
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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. |
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[***Github Link***](https://github.com/SerdarHelli/Segmentation-of-Teeth-in-Panoramic-X-ray-Image-Using-U-Net) |
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***Original Dataset For Only Images*** |
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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 |
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[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) |
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## Dataset Structure |
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### Data Instances |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"image": X-ray Image (Image), |
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"label": Binary Image Segmentation Map (Image) |
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} |
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``` |
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## Dataset Creation |
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### Source Data |
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***Original Dataset For Only Images*** |
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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 |
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[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) |
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### Annotations |
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#### Annotation process |
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The annotation was made manually. |
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#### Who are the annotators? |
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S.Serdar Helli |
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### Other Known Limitations |
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The X-Ray Images files associated with this dataset are licensed under a Creative Commons Attribution 4.0 International license. |
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To Check Out For More Information: |
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***Original Dataset For Only Images*** |
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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 |
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[Link DATASET for only original images.](https://data.mendeley.com/datasets/hxt48yk462/1) |
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## Additional Information |
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### Citation Information |
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For Labelling |
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``` |
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@article{helli10tooth, |
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title={Tooth Instance Segmentation on Panoramic Dental Radiographs Using U-Nets and Morphological Processing}, |
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author={HELL{\.I}, Serdar and HAMAMCI, Anda{\c{c}}}, |
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journal={D{\"u}zce {\"U}niversitesi Bilim ve Teknoloji Dergisi}, |
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volume={10}, |
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number={1}, |
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pages={39--50} |
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} |
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``` |
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For Original Images |
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``` |
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@article{abdi2015automatic, |
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title={Automatic segmentation of mandible in panoramic x-ray}, |
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author={Abdi, Amir Hossein and Kasaei, Shohreh and Mehdizadeh, Mojdeh}, |
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journal={Journal of Medical Imaging}, |
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volume={2}, |
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number={4}, |
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pages={044003}, |
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year={2015}, |
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publisher={SPIE} |
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} |
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``` |
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### Contributions |
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Thanks to [@SerdarHelli](https://github.com/SerdarHelli) for adding this dataset. |