The Inferior Alveolar Nerve (IAN) is of main interest in the maxillofacial field, as an accurate localization of such nerve reduces the risks of injury during surgical procedures. Although recent literature has focused on developing novel deep learning techniques to produce accurate segmentation masks of the canal containing the IAN, there are still strong limitations due to the scarce amount of publicly available 3D maxillofacial datasets. In this paper, we present an improved version of a previously released tool, IACAT (Inferior Alveolar Canal Annotation Tool), today used by medical experts to produce 3D ground truth annotation. In addition, we release a new dataset, ToothFairy, which is part of the homonymous MICCAI2023 challenge hosted by the Grand-Challenge platform, as an extension of the previously released Maxillo dataset, which was the only publicly available. With ToothFairy, the number of annotations has been increased as well as the quality of existing data.

Annotating the Inferior Alveolar Canal: the Ultimate Tool / Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Grana, Costantino. - 14233:(2023), pp. 525-536. (Intervento presentato al convegno 22nd International Conference on Image Analysis and Processing (ICIAP 2023) tenutosi a Udine, Italy nel Sep 11-15) [10.1007/978-3-031-43148-7_44].

Annotating the Inferior Alveolar Canal: the Ultimate Tool

Luca Lumetti;Vittorio Pipoli;Federico Bolelli;Costantino Grana
2023

Abstract

The Inferior Alveolar Nerve (IAN) is of main interest in the maxillofacial field, as an accurate localization of such nerve reduces the risks of injury during surgical procedures. Although recent literature has focused on developing novel deep learning techniques to produce accurate segmentation masks of the canal containing the IAN, there are still strong limitations due to the scarce amount of publicly available 3D maxillofacial datasets. In this paper, we present an improved version of a previously released tool, IACAT (Inferior Alveolar Canal Annotation Tool), today used by medical experts to produce 3D ground truth annotation. In addition, we release a new dataset, ToothFairy, which is part of the homonymous MICCAI2023 challenge hosted by the Grand-Challenge platform, as an extension of the previously released Maxillo dataset, which was the only publicly available. With ToothFairy, the number of annotations has been increased as well as the quality of existing data.
2023
5-set-2023
22nd International Conference on Image Analysis and Processing (ICIAP 2023)
Udine, Italy
Sep 11-15
14233
525
536
Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Grana, Costantino
Annotating the Inferior Alveolar Canal: the Ultimate Tool / Lumetti, Luca; Pipoli, Vittorio; Bolelli, Federico; Grana, Costantino. - 14233:(2023), pp. 525-536. (Intervento presentato al convegno 22nd International Conference on Image Analysis and Processing (ICIAP 2023) tenutosi a Udine, Italy nel Sep 11-15) [10.1007/978-3-031-43148-7_44].
File in questo prodotto:
File Dimensione Formato  
2023ICIAP_Annotating_the_Inferior_Alveolar_Canal___the_Ultimate_Tool.pdf

Open access

Tipologia: Versione dell'autore revisionata e accettata per la pubblicazione
Dimensione 3.07 MB
Formato Adobe PDF
3.07 MB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

Licenza Creative Commons
I metadati presenti in IRIS UNIMORE sono rilasciati con licenza Creative Commons CC0 1.0 Universal, mentre i file delle pubblicazioni sono rilasciati con licenza Attribuzione 4.0 Internazionale (CC BY 4.0), salvo diversa indicazione.
In caso di violazione di copyright, contattare Supporto Iris

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/1310386
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 2
  • ???jsp.display-item.citation.isi??? 2
social impact