Kato CN, Barra SG, Tavares NP, Amaral TM, Brasileiro CB, Mesquita RA, et al. Use of fractal analysis in dental images: a systematic review. Dentomaxillofac Radiol. 2020;49(2):20180457. https://doi.org/10.1259/dmfr.20180457.

Article  PubMed  PubMed Central  Google Scholar 

Yavuz E, Yardimci S. Comparison of periapical radiography, panoramic radiography, and CBCT in the evaluation of trabecular bone structure using fractal analysis. Oral Radiol. 2024;40(3):394–400. https://doi.org/10.1007/s11282-024-00743-9.

Article  PubMed  Google Scholar 

Aslan E, Onem E, Mert A, Baksi BG. Comparison of quantitative radiomorphometric predictors of healthy and MRONJ-affected bone using panoramic radiography and cone-beam CT. Dentomaxillofac Radiol. 2024;53(6):407–16. https://doi.org/10.1093/dmfr/twae024.

Article  PubMed  PubMed Central  Google Scholar 

VadiatiSaberi B, Khosravifard N, Nooshmand K, DaliliKajan Z, Ghaffari ME. Fractal analysis of the trabecular bone pattern in the presence/absence of metal artifact–producing objects: comparison of cone-beam computed tomography with panoramic and periapical radiography. Dentomaxillofac Radiol. 2021;50(6):20200559. https://doi.org/10.1259/dmfr.20200559.

Article  Google Scholar 

Gurbuz E, Dursun E, Vatansever A, Caglayan F. Microcomputed tomographic analysis of bone microarchitecture after sinus augmentation with hyaluronic matrix: a case–control study. Oral Maxillofac Surg. 2021;26(3):431–7. https://doi.org/10.1007/s10006-021-01002-5.

Article  PubMed  Google Scholar 

Pereira DA, Mendes PGJ, De Souza Santos S, De Rezende Barbosa GL, Pessoa RSE, De Oliveira GJPL. Effect of the association of infra-red and red wavelength photobiomodulation therapy on the healing of post-extraction sockets of third lower molars: a split-mouth randomized clinical trial. Lasers Med Sci. 2022;37(5):2479–87. https://doi.org/10.1007/s10103-022-03511-5.

Article  PubMed  Google Scholar 

Bachtler R, Walter Ch, Schulze RKW. Fractal dimension in CBCT images as predictor for MRONJ: a retrospective cohort study. Clin Oral Invest. 2021;25(4):2113–8. https://doi.org/10.1007/s00784-020-03523-x.

Article  CAS  Google Scholar 

Magat G, Ozcan Sener S. Evaluation of trabecular pattern of mandible using fractal dimension, bone area fraction, and gray scale value: comparison of cone-beam computed tomography and panoramic radiography. Oral Radiol. 2019;35(1):35–42. https://doi.org/10.1007/s11282-018-0316-1.

Article  PubMed  Google Scholar 

Kış HC, Güleryüz Gürbulak A. Evaluation of the peri-implant bone trabecular microstructure changes in short implants with fractal analysis. Int J Implant Dent. 2020;6(1):13. https://doi.org/10.1186/s40729-020-00209-7.

Article  PubMed  PubMed Central  Google Scholar 

Mishra S, Kumar M, Mishra L, Mohanty R, Nayak R, Das AC, et al. Fractal dimension as a tool for assessment of dental implant stability—a scoping review. J Clin Med. 2022;11(14):4051. https://doi.org/10.3390/jcm11144051.

Article  PubMed  PubMed Central  Google Scholar 

Arvind TP, Jain RK, Nagi R, Tiwari A. Evaluation of alveolar bone microstructure around impacted maxillary canines using fractal analysis in Dravidian population: a retrospective CBCT study. J Contemp Dent Pract. 2022;23(6):593–600. https://doi.org/10.5005/jp-journals-10024-3343.

Article  PubMed  Google Scholar 

Musulluoğlu F, Alan H, Yılmaz S. Investigation of the effect of oral and internal bisphosphonate use on bone density in the jaws in patients with osteoporosis in panoramic radiography. Oral Surg Oral Med Oral Pathol Oral Radiol. 2023;136(3):284–93.

Article  PubMed  Google Scholar 

Pauwels R, Faruangsaeng T, Charoenkarn T, Ngonphloy N, Panmekiate S. Effect of exposure parameters and voxel size on bone structure analysis in CBCT. Dentomaxillofac Radiol. 2015;44(8):20150078. https://doi.org/10.1259/dmfr.20150078.

Article  CAS  PubMed  PubMed Central  Google Scholar 

White SC, Rudolph DJ. Alterations of the trabecular pattern of the jaws in patients with osteoporosis. Oral Surg Oral Med Oral Pathol Oral Radiol Endod. 1999;88(5):628–35.

Article  CAS  PubMed  Google Scholar 

Hua Y, Nackaerts O, Duyck J, Maes F, Jacobs R. Bone quality assessment based on cone beam computed tomography imaging. Clin Oral Implants Res. 2009;20(8):767–71. https://doi.org/10.1111/j.1600-0501.2008.01677.x.

Article  PubMed  Google Scholar 

Katkar R, Steffy DD, Noujeim M, Deahl ST, Geha H. The effect of milliamperage, number of basis images, and export slice thickness on contrast-to-noise ratio and detection of mandibular canal on cone beam computed tomography scans: an in vitro study. Oral Surg Oral Med Oral Pathol Oral Radiol. 2016;122(5):646–53. https://doi.org/10.1016/j.oooo.2016.08.006.

Article  PubMed  Google Scholar 

Issa J, Riad A, Olszewski R, Dyszkiewicz-Konwińska M. The influence of slice thickness, sharpness, and contrast adjustments on inferior alveolar canal segmentation on cone-beam computed tomography scans: a retrospective study. JPM. 2023;13(10):1518. https://doi.org/10.3390/jpm13101518.

Article  PubMed  PubMed Central  Google Scholar 

Pour D, Arzi B, Shamshiri A. Assessment of slice thickness effect on visibility of inferior alveolar canal in cone beam computed tomography images. Dent Res J. 2016;13(6):527. https://doi.org/10.4103/1735-3327.197041.

Article  Google Scholar 

Çitir M, Karslioglu H, Uzun C. Evaluation of mandibular trabecular and cortical bone by fractal analysis and radiomorphometric indices in bruxist and non-bruxist patients. BMC Oral Health. 2023;23(1):522. https://doi.org/10.1186/s12903-023-03245-y.

Article  PubMed  PubMed Central  Google Scholar 

Torres S, Chen C, Leroux B, Lee P, Hollender L, Schubert M. Fractal dimension evaluation of cone beam computed tomography in patients with bisphosphonate-associated osteonecrosis. Dentomaxillofac Radiol. 2011;40(8):501–5. https://doi.org/10.1259/dmfr/14636637.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Nursari EM, Kiswanjaya B, Wijanarko AP, Priaminiarti M, Bachtiar-Iskandar HH, Yoshihara A. The relationship between radiomorphometric indices and fractal dimension analysis: a cone-beam computed tomography study. Sci Rep. 2024;14:23440. https://doi.org/10.1038/s41598-024-74485-3.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Gonca M, Gunacar DN, Kose TE, Beser B. Evaluation of trabecular bone and mandibular cortical thickness in adults with different vertical facial types. Oral Surg Oral Med Oral Pathol Oral Radiol. 2023;135(2):282–93. https://doi.org/10.1016/j.oooo.2022.09.006.

Article  PubMed  Google Scholar 

Da Silva MEB, Dos Santos HS, Ruhland L, Rabelo GD, Badaró MM. Fractal analysis of dental periapical radiographs: a revised image processing method. Oral Surg Oral Med Oral Pathol Oral Radiol. 2023;135:669–77. https://doi.org/10.1016/j.oooo.2022.11.014.

Article  PubMed  Google Scholar 

De Oliveira Loures A, De Abreu M, Devito KL, Grisolia-Seifert EF, Jähn-Rickert K, Rabelo GD. Fractal analysis of the mandible cortical bone: correlation among fractal dimension values obtained by two processing methods from periapical radiograph and micro-computed tomography with cone-beam computed tomography. Radiat Environ Biophys. 2023;62:511–8. https://doi.org/10.1007/s00411-023-01045-0.

Article  PubMed  Google Scholar 

Kadan E, Kiliç R, Miloğlu Ö, Özbek İ, Oral E. Panoramic radiography in the evaluation of the relationship of maxillary molar teeth and maxillary sinuses on the deep learning models improved with the findings obtained by cone beam computed tomography. Niger J Clin Pract. 2024;27(5):669–77. https://doi.org/10.4103/njcp.njcp_220_24.

Article  CAS  PubMed  Google Scholar 

Ibrahim N, Parsa A, Hassan B, Van Der Stelt P, Wismeijer D. Diagnostic imaging of trabecular bone microstructure for oral implants: a literature review. Dentomaxillofac Radiol. 2013;42(3):20120075. https://doi.org/10.1259/dmfr.20120075.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Thurzo A, Urbanová W, Novák B, Czako L, Siebert T, Stano P, et al. Where is the artificial intelligence applied in dentistry? Systematic review and literature analysis. Healthcare. 2022;10(7):1269. https://doi.org/10.3390/healthcare10071269.

Article  PubMed  PubMed Central  Google Scholar 

Akbulut S, Bayrak S, Korkmaz YN. Prediction of rapid palatal expansion success via fractal analysis in hand-wrist radiographs. Am J Orthod Dentofacial Orthop. 2020;158(2):192–8. https://doi.org/10.1016/j.ajodo.2019.07.018

Article  PubMed  Google Scholar