Acknowledgement
This research was financially supported by the Ministry of Science and ICT of Korea through the Institute of Information and Communications Technology Planning and Evaluation in 2021(No.20210012430012002, Setting up Big data of dental case and Developing dental implant identification system based on Deep learning technology).
References
- Hammerle CH, Glauser R. Clinical evaluation of dental implant treatment. Periodontol 2000 2004;34:230-9. https://doi.org/10.1046/j.0906-6713.2003.003434.x
- Romeo E, Lops D, Margutti E, Ghisolfi M, Chiapasco M, Vogel G. Long-term survival and success of oral implants in the treatment of full and partial arches: a 7-year prospective study with the ITI dental implant system. Int J Oral Maxillofac Implants 2004;19:247-59.
- Grossmann Y, Nissan J, Levin L. Clinical effectiveness of implant-supported removable partial dentures: a review of the literature and retrospective case evaluation. J Oral Maxillofac Surg 2009;67:1941-6. https://doi.org/10.1016/j.joms.2009.04.081
- Simonis P, Dufour T, Tenenbaum H. Long-term implant survival and success: a 10-16-year follow-up of non-submerged dental implants. Clin Oral Implants Res 2010;21:772-7. https://doi.org/10.1111/j.1600-0501.2010.01912.x
- Hadj Said M, Le Roux MK, Catherine JH, Lan R. Development of an artificial intelligence model to identify a dental implant from a radiograph. Int J Oral Maxillofac Implants 2020;36:1077-82.
- Misch K, Wang HL. Implant surgery complications: etiology and treatment. Implant Dent 2008;17:159-68. https://doi.org/10.1097/ID.0b013e3181752f61
- Annibali S, Ripari M, LA Monaca G, Tonoli F, Cristalli MP. Local complications in dental implant surgery: prevention and treatment. Oral Implantol 2008;1:21-33.
- Nedir R, Bischof M, Szmukler-Moncler S, Belser UC, Samson J. Prosthetic complications with dental implants: from an up-to-8-year experience in private practice. Int J Oral Maxillofac Implants 2006;21:919-28.
- Sahiwal IG, Woody RD, Benson BW, Guillen GE. Radiographic identification of nonthreaded endosseous dental implants. J Prosthet Dent 2002;87:552-62. https://doi.org/10.1067/mpr.2002.124431
- Sewerin I. Identification of dental implants on radiographs. Quintessence Int 1992;23:611-8.
- Chan HP, Samala RK, Hadjiiski LM, Zhou C. Deep learning in medical image analysis. Adv Exp Med Biol 2020;1213:3-21. https://doi.org/10.1007/978-3-030-33128-3_1
- Hwang JJ, Jung YH, Cho BH, Heo MS. An overview of deep learning in the field of dentistry. Imaging Sci Dent 2019;49:1-7. https://doi.org/10.5624/isd.2019.49.1.1
- Lee JH, Kim YT, Lee JB, Jeong SN. A performance comparison between automated deep learning and dental professionals in classification of dental implant systems from dental imaging: a multi-center study. Diagnostics 2020;10:910.
- Takahashi T, Nozaki K, Gonda T, Mameno T, Wada M, Ikebe K. Identification of dental implants using deep learning-pilot study. Int J Implant Dent 2020;6:53.
- Sukegawa S, Yoshii K, Hara T, Yamashita K, Nakano K, Yamamoto N, Nagatsuka H, Furuki Y. Deep neural networks for dental implant system classification. Biomolecules 2020;10:984.
- Kim JE, Nam NE, Shim JS, Jung YH, Cho BH, Hwang JJ. Transfer learning via deep neural networks for implant fixture system classification using periapical radiographs. J Clin Med 2020;9:1117.
- Tan M, Le QV. Efficientnet: rethinking model scaling for convolutional neural networks. Proc Mach Learn Res 2019;97:6105-14.
- Michelinakis G, Sharrock A, Barclay CW. Identification of dental implants through the use of Implant Recognition Software (IRS). Int Dent J 2006;56:203-8. https://doi.org/10.1111/j.1875-595X.2006.tb00095.x
- Zheng Q, Yang M, Tian X, Jiang N, Wang D. A full stage data augmentation method in deep convolutional neural network for natural image classification. Discrete Dyn Nat Soc 2020;1:1-11. https://doi.org/10.1155/S1026022697000022
- Truhlar RS, Morris HF, Ochi S. A review of panoramic radiography and its potential use in implant dentistry. Implant Dent 1993;2:122-30. https://doi.org/10.1097/00008505-199305000-00010
- Kayal RA. Distortion of digital panoramic radiographs used for implant site assessment. J Orthod Sci 2016;5:117-20.