Skip to main content
Erschienen in: International Journal of Computer Assisted Radiology and Surgery 7/2016

01.07.2016 | Original Article

Accuracy of 3D cephalometric measurements based on an automatic knowledge-based landmark detection algorithm

verfasst von: Abhishek Gupta, Om Prakash Kharbanda, Viren Sardana, Rajiv Balachandran, Harish Kumar Sardana

Erschienen in: International Journal of Computer Assisted Radiology and Surgery | Ausgabe 7/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Purpose

To evaluate the accuracy of three-dimensional cephalometric measurements obtained through an automatic landmark detection algorithm compared to those obtained through manual identification.

Methods

The study demonstrates a comparison of 51 cephalometric measurements (28 linear, 16 angles and 7 ratios) on 30 CBCT (cone beam computed tomography) images. The analysis was performed to compare measurements based on 21 cephalometric landmarks detected automatically and those identified manually by three observers.

Results

Inter-observer ICC for each landmark was found to be excellent (\({>}0.9\)) among three observers. The unpaired t-test revealed that there was no statistically significant difference in the measurements based on automatically detected and manually identified landmarks. The difference between the manual and automatic observation for each measurement was reported as an error. The highest mean error in the linear and angular measurements was found to be 2.63 mm (\(\hbox {Or}_{\mathrm{L}}\hbox {-Or}_{\mathrm{R}}\) distance) and \(2.12^{\circ }\) (\(\hbox {Co}_{\mathrm{L}}\hbox {-Go}_{\mathrm{L}}\)-Me angle), respectively. The highest mean error in the group of distance ratios was 0.03 (for N-Me/N-ANS and \(\hbox {Go}_{\mathrm{R}}\hbox {-Gn/S-N}\)).

Conclusion

Cephalometric measurements computed from automatic detection of landmarks on 3D CBCT image were as accurate as those computed from manual identification.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Hofrath H (1931) Die Bedeutung der Röntgen, Fern-und Abstandsaufnahme für die Diagnostik der Kieferanomalien. Fortschr Orthod 1:232–242 Hofrath H (1931) Die Bedeutung der Röntgen, Fern-und Abstandsaufnahme für die Diagnostik der Kieferanomalien. Fortschr Orthod 1:232–242
3.
Zurück zum Zitat Baumrind S, Frantz RC (1971) The reliability of head film measurements. 1. Landmark identification. Am J Orthod 60(2):111–127CrossRefPubMed Baumrind S, Frantz RC (1971) The reliability of head film measurements. 1. Landmark identification. Am J Orthod 60(2):111–127CrossRefPubMed
4.
Zurück zum Zitat Chien P, Parks E, Eraso F, Hartsfield J, Roberts W, Ofner S (2009) Comparison of reliability in anatomical landmark identification using two-dimensional digital cephalometrics and three-dimensional cone beam computed tomography in vivo. Dentomaxillofac Radiol 38(5):262–273. doi:10.1259/dmfr/81889955 CrossRefPubMed Chien P, Parks E, Eraso F, Hartsfield J, Roberts W, Ofner S (2009) Comparison of reliability in anatomical landmark identification using two-dimensional digital cephalometrics and three-dimensional cone beam computed tomography in vivo. Dentomaxillofac Radiol 38(5):262–273. doi:10.​1259/​dmfr/​81889955 CrossRefPubMed
5.
Zurück zum Zitat Kragskov J, Bosch C, Gyldensted C, Sindet-Pedersen S (1997) Comparison of the reliability of craniofacial anatomic landmarks based on cephalometric radiographs and three-dimensional CT scans. Cleft Palate Craniofac J 34(2):111–116CrossRefPubMed Kragskov J, Bosch C, Gyldensted C, Sindet-Pedersen S (1997) Comparison of the reliability of craniofacial anatomic landmarks based on cephalometric radiographs and three-dimensional CT scans. Cleft Palate Craniofac J 34(2):111–116CrossRefPubMed
6.
Zurück zum Zitat Tulunoglu O, Esenlik E, Gulsen A, Tulunoglu I (2011) A comparison of three-dimensional and two-dimensional cephalometric evaluations of children with cleft lip and palate. Eur J Dent 5(4):451–458PubMedPubMedCentral Tulunoglu O, Esenlik E, Gulsen A, Tulunoglu I (2011) A comparison of three-dimensional and two-dimensional cephalometric evaluations of children with cleft lip and palate. Eur J Dent 5(4):451–458PubMedPubMedCentral
7.
Zurück zum Zitat Park CS, Park JK, Kim H, Han SS, Jeong HG, Park H (2012) Comparison of conventional lateral cephalograms with corresponding CBCT radiographs. Imaging Sci Dent 42(4):201–205CrossRefPubMedPubMedCentral Park CS, Park JK, Kim H, Han SS, Jeong HG, Park H (2012) Comparison of conventional lateral cephalograms with corresponding CBCT radiographs. Imaging Sci Dent 42(4):201–205CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Nur M, Kayipmaz S, Bayram M, Celikoglu M, Kilkis D, Sezgin OS (2012) Conventional frontal radiographs compared with frontal radiographs obtained from cone beam computed tomography. Angle Orthod 82(4):579–584CrossRefPubMed Nur M, Kayipmaz S, Bayram M, Celikoglu M, Kilkis D, Sezgin OS (2012) Conventional frontal radiographs compared with frontal radiographs obtained from cone beam computed tomography. Angle Orthod 82(4):579–584CrossRefPubMed
9.
Zurück zum Zitat Olmez H, Gorgulu S, Akin E, Bengi AO, Tekdemir I, Ors F (2011) Measurement accuracy of a computer-assisted three-dimensional analysis and a conventional two-dimensional method. Angle Orthod 81(3):375–382CrossRefPubMed Olmez H, Gorgulu S, Akin E, Bengi AO, Tekdemir I, Ors F (2011) Measurement accuracy of a computer-assisted three-dimensional analysis and a conventional two-dimensional method. Angle Orthod 81(3):375–382CrossRefPubMed
10.
Zurück zum Zitat Moshiri M, Scarfe WC, Hilgers ML, Scheetz JP, Silveira AM, Farman AG (2007) Accuracy of linear measurements from imaging plate and lateral cephalometric images derived from cone-beam computed tomography. Am J Orthod Dentofacial Orthop 132(4):550–560CrossRefPubMed Moshiri M, Scarfe WC, Hilgers ML, Scheetz JP, Silveira AM, Farman AG (2007) Accuracy of linear measurements from imaging plate and lateral cephalometric images derived from cone-beam computed tomography. Am J Orthod Dentofacial Orthop 132(4):550–560CrossRefPubMed
11.
Zurück zum Zitat Gribel BF, Gribel MN, Frazao DC, McNamara JA Jr, Manzi FR (2011) Accuracy and reliability of craniometric measurements on lateral cephalometry and 3D measurements on CBCT scans. Angle Orthod 81(1):26–35CrossRefPubMed Gribel BF, Gribel MN, Frazao DC, McNamara JA Jr, Manzi FR (2011) Accuracy and reliability of craniometric measurements on lateral cephalometry and 3D measurements on CBCT scans. Angle Orthod 81(1):26–35CrossRefPubMed
12.
Zurück zum Zitat Damstra J, Fourie Z, Huddleston Slater JJ, Ren Y (2011) Reliability and the smallest detectable difference of measurements on 3-dimensional cone-beam computed tomography images. Am J Orthod Dentofacial Orthop 140(3):e107–114CrossRefPubMed Damstra J, Fourie Z, Huddleston Slater JJ, Ren Y (2011) Reliability and the smallest detectable difference of measurements on 3-dimensional cone-beam computed tomography images. Am J Orthod Dentofacial Orthop 140(3):e107–114CrossRefPubMed
13.
Zurück zum Zitat Scarfe WC, Farman AG, Sukovic P (2006) Clinical applications of cone-beam computed tomography in dental practice. J Can Dent Assoc 72(1):75–80PubMed Scarfe WC, Farman AG, Sukovic P (2006) Clinical applications of cone-beam computed tomography in dental practice. J Can Dent Assoc 72(1):75–80PubMed
14.
Zurück zum Zitat Rossini G, Cavallini C, Cassetta M, Barbato E (2011) 3D cephalometric analysis obtained from computed tomography. Review of the literature. Ann Stomatol (Roma) 2(3–4):31–39 Rossini G, Cavallini C, Cassetta M, Barbato E (2011) 3D cephalometric analysis obtained from computed tomography. Review of the literature. Ann Stomatol (Roma) 2(3–4):31–39
15.
Zurück zum Zitat Hassan B, van der Stelt P, Sanderink G (2009) Accuracy of three-dimensional measurements obtained from cone beam computed tomography surface-rendered images for cephalometric analysis: influence of patient scanning position. Eur J Orthod 31(2):129–134CrossRefPubMed Hassan B, van der Stelt P, Sanderink G (2009) Accuracy of three-dimensional measurements obtained from cone beam computed tomography surface-rendered images for cephalometric analysis: influence of patient scanning position. Eur J Orthod 31(2):129–134CrossRefPubMed
16.
Zurück zum Zitat Zamora N, Llamas JM, Cibrian R, Gandia JL, Paredes V (2012) A study on the reproducibility of cephalometric landmarks when undertaking a three-dimensional (3D) cephalometric analysis. Med Oral Patol Oral Cir Bucal 17(4):e678–688CrossRefPubMedPubMedCentral Zamora N, Llamas JM, Cibrian R, Gandia JL, Paredes V (2012) A study on the reproducibility of cephalometric landmarks when undertaking a three-dimensional (3D) cephalometric analysis. Med Oral Patol Oral Cir Bucal 17(4):e678–688CrossRefPubMedPubMedCentral
17.
Zurück zum Zitat Lagravere MO, Gordon JM, Guedes IH, Flores-Mir C, Carey JP, Heo G, Major PW (2009) Reliability of traditional cephalometric landmarks as seen in three-dimensional analysis in maxillary expansion treatments. Angle Orthod 79(6):1047–1056CrossRefPubMed Lagravere MO, Gordon JM, Guedes IH, Flores-Mir C, Carey JP, Heo G, Major PW (2009) Reliability of traditional cephalometric landmarks as seen in three-dimensional analysis in maxillary expansion treatments. Angle Orthod 79(6):1047–1056CrossRefPubMed
18.
Zurück zum Zitat Gribel BF, Gribel MN, Manzi FR, Brooks SL, McNamara JA Jr (2011) From 2D to 3D: an algorithm to derive normal values for 3-dimensional computerized assessment. Angle Orthod 81(1):3–10 Gribel BF, Gribel MN, Manzi FR, Brooks SL, McNamara JA Jr (2011) From 2D to 3D: an algorithm to derive normal values for 3-dimensional computerized assessment. Angle Orthod 81(1):3–10
19.
Zurück zum Zitat Fuyamada M, Nawa H, Shibata M, Yoshida K, Kise Y, Katsumata A, Ariji E, Goto S (2011) Reproducibility of landmark identification in the jaw and teeth on 3-dimensional cone-beam computed tomography images. Angle Orthod 81(5):843–849. doi:10.2319/010711-5.1 CrossRefPubMed Fuyamada M, Nawa H, Shibata M, Yoshida K, Kise Y, Katsumata A, Ariji E, Goto S (2011) Reproducibility of landmark identification in the jaw and teeth on 3-dimensional cone-beam computed tomography images. Angle Orthod 81(5):843–849. doi:10.​2319/​010711-5.​1 CrossRefPubMed
20.
Zurück zum Zitat de Oliveira AE, Cevidanes LH, Phillips C, Motta A, Burke B, Tyndall D (2009) Observer reliability of three-dimensional cephalometric landmark identification on cone-beam computerized tomography. Oral Surg Oral Med Oral Pathol Oral Radiol Endod 107(2):256–265CrossRefPubMed de Oliveira AE, Cevidanes LH, Phillips C, Motta A, Burke B, Tyndall D (2009) Observer reliability of three-dimensional cephalometric landmark identification on cone-beam computerized tomography. Oral Surg Oral Med Oral Pathol Oral Radiol Endod 107(2):256–265CrossRefPubMed
21.
Zurück zum Zitat Ludlow JB, Gubler M, Cevidanes L, Mol A (2009) Precision of cephalometric landmark identification: cone-beam computed tomography vs conventional cephalometric views. Am J Orthod Dentofacial Orthop 136(3):312–313CrossRefPubMedPubMedCentral Ludlow JB, Gubler M, Cevidanes L, Mol A (2009) Precision of cephalometric landmark identification: cone-beam computed tomography vs conventional cephalometric views. Am J Orthod Dentofacial Orthop 136(3):312–313CrossRefPubMedPubMedCentral
22.
Zurück zum Zitat Hassan B, Nijkamp P, Verheij H, Tairie J, Vink C, van der Stelt P, van Beek H (2013) Precision of identifying cephalometric landmarks with cone beam computed tomography in vivo. Eur J Orthod 35(1):38–44. doi:10.1093/ejo/cjr050 CrossRefPubMed Hassan B, Nijkamp P, Verheij H, Tairie J, Vink C, van der Stelt P, van Beek H (2013) Precision of identifying cephalometric landmarks with cone beam computed tomography in vivo. Eur J Orthod 35(1):38–44. doi:10.​1093/​ejo/​cjr050 CrossRefPubMed
23.
Zurück zum Zitat Shahidi S, Bahrampour E, Soltanimehr E, Zamani A, Oshagh M, Moattari M, Mehdizadeh A (2014) The accuracy of a designed software for automated localization of craniofacial landmarks on CBCT images. BMC Med Imaging 14(1):1471–2342CrossRef Shahidi S, Bahrampour E, Soltanimehr E, Zamani A, Oshagh M, Moattari M, Mehdizadeh A (2014) The accuracy of a designed software for automated localization of craniofacial landmarks on CBCT images. BMC Med Imaging 14(1):1471–2342CrossRef
24.
Zurück zum Zitat Makram M, Kamel H (2014) Reeb graph for automatic 3D cephalometry. Int J Image Process (IJIP) 8(2):17–65 Makram M, Kamel H (2014) Reeb graph for automatic 3D cephalometry. Int J Image Process (IJIP) 8(2):17–65
25.
Zurück zum Zitat Gupta A, Kharbanda O, Sardana V, Balachandran R, Sardana H (2015) A knowledge-based algorithm for automatic detection of cephalometric landmarks on CBCT images. Int J CARS:1–16. doi:10.1007/s11548-015-1173-6 Gupta A, Kharbanda O, Sardana V, Balachandran R, Sardana H (2015) A knowledge-based algorithm for automatic detection of cephalometric landmarks on CBCT images. Int J CARS:1–16. doi:10.​1007/​s11548-015-1173-6
26.
Zurück zum Zitat Yang J, Ling X, Lu Y, Wei M, Ding G (2001) Cephalometric image analysis and measurement for orthognathic surgery. Med Biol Eng Comput 39(3):279–284CrossRefPubMed Yang J, Ling X, Lu Y, Wei M, Ding G (2001) Cephalometric image analysis and measurement for orthognathic surgery. Med Biol Eng Comput 39(3):279–284CrossRefPubMed
27.
Zurück zum Zitat Lagravere MO, Low C, Flores-Mir C, Chung R, Carey JP, Heo G, Major PW (2010) Intraexaminer and interexaminer reliabilities of landmark identification on digitized lateral cephalograms and formatted 3-dimensional cone-beam computerized tomography images. Am J Orthod Dentofacial Orthop 137(5):598–604CrossRefPubMed Lagravere MO, Low C, Flores-Mir C, Chung R, Carey JP, Heo G, Major PW (2010) Intraexaminer and interexaminer reliabilities of landmark identification on digitized lateral cephalograms and formatted 3-dimensional cone-beam computerized tomography images. Am J Orthod Dentofacial Orthop 137(5):598–604CrossRefPubMed
28.
Zurück zum Zitat Tomasi C, Bressan E, Corazza B, Mazzoleni S, Stellini E, Lith A (2011) Reliability and reproducibility of linear mandible measurements with the use of a cone-beam computed tomography and two object inclinations. Dentomaxillofac Radiol 40(4):244–250CrossRefPubMedPubMedCentral Tomasi C, Bressan E, Corazza B, Mazzoleni S, Stellini E, Lith A (2011) Reliability and reproducibility of linear mandible measurements with the use of a cone-beam computed tomography and two object inclinations. Dentomaxillofac Radiol 40(4):244–250CrossRefPubMedPubMedCentral
29.
Zurück zum Zitat Swennen GRJ, Schutyser FAC, Hausamen JE (2005) Three-dimensional cephalometry: a color atlas and manual. Springer, Berlin Swennen GRJ, Schutyser FAC, Hausamen JE (2005) Three-dimensional cephalometry: a color atlas and manual. Springer, Berlin
30.
Zurück zum Zitat Kharbanda OP (2009) Orthodontics: Diagnosis and Management of Malocclusion and Dentofacial Deformities, 1st edn. Elsevier, Chennai Kharbanda OP (2009) Orthodontics: Diagnosis and Management of Malocclusion and Dentofacial Deformities, 1st edn. Elsevier, Chennai
31.
Zurück zum Zitat Clinical recommendations regarding use of cone beam computed tomography in orthodontics. [corrected]. Position statement by the American Academy of Oral and Maxillofacial Radiology (2013). Oral Surg Oral Med Oral Pathol Oral Radiol 116 (2):238–257 Clinical recommendations regarding use of cone beam computed tomography in orthodontics. [corrected]. Position statement by the American Academy of Oral and Maxillofacial Radiology (2013). Oral Surg Oral Med Oral Pathol Oral Radiol 116 (2):238–257
32.
Zurück zum Zitat Dula K, Bornstein MM, Buser D, Dagassan-Berndt D, Ettlin DA, Filippi A, Gabioud F, Katsaros C, Krastl G, Lambrecht JT, Lauber R, Luebbers HT, Pazera P, Turp JC (2014) SADMFR guidelines for the use of cone-beam computed tomography/digital volume tomography. Swiss Dent J 124(11):1169–1183PubMed Dula K, Bornstein MM, Buser D, Dagassan-Berndt D, Ettlin DA, Filippi A, Gabioud F, Katsaros C, Krastl G, Lambrecht JT, Lauber R, Luebbers HT, Pazera P, Turp JC (2014) SADMFR guidelines for the use of cone-beam computed tomography/digital volume tomography. Swiss Dent J 124(11):1169–1183PubMed
34.
Zurück zum Zitat Silva MA, Wolf U, Heinicke F, Bumann A, Visser H, Hirsch E (2008) Cone-beam computed tomography for routine orthodontic treatment planning: a radiation dose evaluation. Am J Orthod Dentofacial Orthop 133(5):019CrossRef Silva MA, Wolf U, Heinicke F, Bumann A, Visser H, Hirsch E (2008) Cone-beam computed tomography for routine orthodontic treatment planning: a radiation dose evaluation. Am J Orthod Dentofacial Orthop 133(5):019CrossRef
35.
36.
Zurück zum Zitat Olszewski R, Cosnard G, Macq B, Mahy P, Reychler H (2006) 3D CT-based cephalometric analysis: 3D cephalometric theoretical concept and software. Neuroradiology 48(11):853–862 Olszewski R, Cosnard G, Macq B, Mahy P, Reychler H (2006) 3D CT-based cephalometric analysis: 3D cephalometric theoretical concept and software. Neuroradiology 48(11):853–862
37.
Zurück zum Zitat Lee M, Kanavakis G, Miner RM (2014) Newly defined landmarks for a three-dimensionally based cephalometric analysis: a retrospective cone-beam computed tomography scan review. Angle Orthod 27:27 Lee M, Kanavakis G, Miner RM (2014) Newly defined landmarks for a three-dimensionally based cephalometric analysis: a retrospective cone-beam computed tomography scan review. Angle Orthod 27:27
38.
Zurück zum Zitat Bayome M, Park JH, Kook YA (2013) New three-dimensional cephalometric analyses among adults with a skeletal class I pattern and normal occlusion. Korean J Orthod 43(2):62–73CrossRefPubMedPubMedCentral Bayome M, Park JH, Kook YA (2013) New three-dimensional cephalometric analyses among adults with a skeletal class I pattern and normal occlusion. Korean J Orthod 43(2):62–73CrossRefPubMedPubMedCentral
Metadaten
Titel
Accuracy of 3D cephalometric measurements based on an automatic knowledge-based landmark detection algorithm
verfasst von
Abhishek Gupta
Om Prakash Kharbanda
Viren Sardana
Rajiv Balachandran
Harish Kumar Sardana
Publikationsdatum
01.07.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Computer Assisted Radiology and Surgery / Ausgabe 7/2016
Print ISSN: 1861-6410
Elektronische ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-015-1334-7

Weitere Artikel der Ausgabe 7/2016

International Journal of Computer Assisted Radiology and Surgery 7/2016 Zur Ausgabe