Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/3397481.3450695acmconferencesArticle/Chapter ViewAbstractPublication PagesiuiConference Proceedingsconference-collections
research-article
Open access

OralViewer: 3D Demonstration of Dental Surgeries for Patient Education with Oral Cavity Reconstruction from a 2D Panoramic X-ray

Published: 14 April 2021 Publication History

Abstract

Patient’s understanding on forthcoming dental surgeries is required by patient-centered care and helps reduce anxiety. Due to the complexity of dental surgeries and the patient-dentist expertise gap, conventional techniques of patient education are usually not effective for explaining surgical steps. In this paper, we present OralViewer—the first interactive application that enables dentist’s demonstration of dental surgeries in 3D to promote patients’ understanding. OralViewer takes a single 2D panoramic dental X-ray to reconstruct patient-specific 3D teeth structures, which are then assembled with registered gum and jaw bone models for complete oral cavity modeling. During the demonstration, OralViewer enables dentists to show surgery steps with virtual dental instruments that can animate effects on a 3D model in real-time. A technical evaluation shows that our deep learning model achieves a mean Intersection over Union (IoU) of 0.771 for 3D teeth reconstruction. A patient study with 12 participants shows OralViewer can improve patients’ understanding of surgeries. A preliminary expert study with 3 board-certified dentists further verifies the clinical validity of our system.

Supplementary Material

p553-liang-supplement (p553-liang-supplement.pdf)
Apicoectomy and crown lengthening, Details about 3D teeth reconstruction model, Training strategy, Participants' demographic information, surgery assignments, and demonstrators

References

[1]
Aly S Abdelrahim, Moumen T El-Melegy, and Aly A Farag. 2012. Realistic 3d reconstruction of the human teeth using shape from shading with shape priors. In 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops. IEEE, 64–69.
[2]
Aly S Abdelrehim, Aly A Farag, Ahmed M Shalaby, and Moumen T El-Melegy. 2013. 2D-PCA shape models: Application to 3D reconstruction of the human teeth from a single image. In International MICCAI Workshop on Medical Computer Vision. Springer, 44–52.
[3]
Stewart Agras, David Sylvester, and Donald Oliveau. 1969. The epidemiology of common fears and phobia. Comprehensive psychiatry 10, 2 (1969), 151–156.
[4]
Jason M Armfield and LJ Heaton. 2013. Management of fear and anxiety in the dental clinic: a review. Australian dental journal 58, 4 (2013), 390–407.
[5]
Koula Asimakopoulou, Adyya Gupta, and Sasha Scambler. 2014. Patient-centred care: barriers and opportunities in the dental surgery. Community dentistry and oral epidemiology 42, 6 (2014), 603–610.
[6]
Brian B Avants, Nick Tustison, and Gang Song. 2009. Advanced normalization tools (ANTS). Insight j 2, 365 (2009), 1–35.
[7]
Ido Badash, Karen Burtt, Carlos A Solorzano, and Joseph N Carey. 2016. Innovations in surgery simulation: a review of past, current and future techniques. Annals of translational medicine 4, 23 (2016).
[8]
Laila Bailey. 2010. Strategies for decreasing patient anxiety in the perioperative setting. AORN journal 92, 4 (2010), 445–460.
[9]
Stanley Braun, William P Hnat, Dana E Fender, and Harry L Legan. 1998. The form of the human dental arch. The Angle Orthodontist 68, 1 (1998), 29–36.
[10]
Sophia Burghardt, Susan Koranyi, Gabriel Magnucki, Bernhard Strauss, and Jenny Rosendahl. 2018. Non-pharmacological interventions for reducing mental distress in patients undergoing dental procedures: Systematic review and meta-analysis. Journal of Dentistry 69(2018), 22–31.
[11]
Francesco Capuano, Yue-Hin Loke, Ileen Cronin, Laura J Olivieri, and Elias Balaras. 2019. Computational study of pulmonary flow patterns after repair of transposition of great arteries. Journal of biomechanical engineering 141, 5 (2019).
[12]
Sung-Hwan Choi, Ji-Hoon Won, Jung-Yul Cha, and Chung-Ju Hwang. 2015. Effect of audiovisual treatment information on relieving anxiety in patients undergoing impacted mandibular third molar removal. Journal of Oral and Maxillofacial Surgery 73, 11 (2015), 2087–2092.
[13]
Christopher B Choy, Danfei Xu, JunYoung Gwak, Kevin Chen, and Silvio Savarese. 2016. 3d-r2n2: A unified approach for single and multi-view 3d object reconstruction. In European conference on computer vision. Springer, 628–644.
[14]
Gary Davidowitz and Philip G Kotick. 2011. The use of CAD/CAM in dentistry. Dental Clinics 55, 3 (2011), 559–570.
[15]
John R Elter, RONALD P STRAUSS, and JAMES D BECK. 1997. Assessing dental anxiety, dental care use and oral status in older adults. The Journal of the American Dental Association 128, 5(1997), 591–597.
[16]
Kazuhiro Endo, Naohiro Sata, Yasunao Ishiguro, Atsushi Miki, Hideki Sasanuma, Yasunaru Sakuma, Atsushi Shimizu, Masanobu Hyodo, Alan Lefor, and Yoshikazu Yasuda. 2014. A patient-specific surgical simulator using preoperative imaging data: an interactive simulator using a three-dimensional tactile mouse. Journal of Computational Surgery 1, 1 (2014), 1–8.
[17]
Jörg Eschweiler, Jan-Philipp Stromps, Maximilian Fischer, Fabian Schick, Björn Rath, Norbert Pallua, and Klaus Radermacher. 2016. A biomechanical model of the wrist joint for patient-specific model guided surgical therapy: Part 2. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine 230, 4 (2016), 326–334.
[18]
James L Gutmann and Paul E Lovdahl. 2010. Problem Solving in Endodontics-E-Book: Prevention, Identification and Management. Elsevier Health Sciences.
[19]
Joen Iannucci Haring and Laura Jansen. 2000. Dental radiography: principles and techniques. WB Saunders.
[20]
Reinhard Hickel, Arnd Peschke, Martin Tyas, Ivar Mjör, Stephen Bayne, Mathilde Peters, Karl-Anton Hiller, Ross Randall, Guido Vanherle, and Siegward D Heintze. 2010. FDI World Dental Federation: clinical criteria for the evaluation of direct and indirect restorations—update and clinical examples. Clinical oral investigations 14, 4 (2010), 349–366.
[21]
Steven Johnson, Kathleen Chapman, and Gene Huebner. 1984. Stress reduction prior to oral surgery. Anesthesia progress 31, 4 (1984), 165.
[22]
Zeev N Kain, Ferne Sevarino, Gerianne M Alexander, Sharon Pincus, and Linda C Mayes. 2000. Preoperative anxiety and postoperative pain in women undergoing hysterectomy: A repeated-measures design. Journal of psychosomatic research 49, 6 (2000), 417–422.
[23]
Hakki Oguz Kazancioglu, Mustafa Tek, Seref Ezirganli, and Nihat Demirtas. 2015. Does watching a video on third molar surgery increase patients’ anxiety level?Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiology 119, 3(2015), 272–277.
[24]
Olaf E Langland, Robert P Langlais, and John W Preece. 2002. Principles of dental imaging. Lippincott Williams & Wilkins.
[25]
Yuan Liang, Weinan Song, JP Dym, Kun Wang, and Lei He. 2019. CompareNet: Anatomical Segmentation Network with Deep Non-local Label Fusion. In International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, 292–300.
[26]
Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, and Lei He. 2020. Atlas-aware ConvNet for Accurate yet Robust Anatomical Segmentation. In Asian Conference on Machine Learning. PMLR, 113–128.
[27]
Yuan Liang, Weinan Song, Jiawei Yang, Liang Qiu, Kun Wang, and Lei He. 2020. X2Teeth: 3D Teeth Reconstruction from a Single Panoramic Radiograph. In International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, 400–409.
[28]
Chen Lin, Junyi Gao, Hua Zheng, Jun Zhao, Hua Yang, Yue Zheng, Yihan Cao, Yufei Chen, Guoliang Wu, Guole Lin, 2019. When to introduce three-dimensional visualization technology into surgical residency: a randomized controlled trial. Journal of medical systems 43, 3 (2019), 71.
[29]
Yue-Hin Loke, Francesco Capuano, Jason Mandell, Russell R Cross, Ileen Cronin, Paige Mass, Elias Balaras, and Laura J Olivieri. 2019. Abnormal Pulmonary Artery Bending Correlates With Increased Right Ventricular Afterload Following the Arterial Switch Operation. World Journal for Pediatric and Congenital Heart Surgery 10, 5(2019), 572–581.
[30]
Ting Luo, Changrong Shi, Xing Zhao, Yunsong Zhao, and Jinqiu Xu. 2016. Automatic synthesis of panoramic radiographs from dental cone beam computed tomography data. PloS one 11, 6 (2016), e0156976.
[31]
Ian Mills, Julia Frost, Chris Cooper, David R Moles, and Elizabeth Kay. 2014. Patient-centred care in general dental practice-a systematic review of the literature. BMC Oral Health 14, 1 (2014), 64.
[32]
Abu-Hussein Muhamad, Watted Nezar, and Abdulgani Azzaldeen. 2015. The curve of dental arch in normal occlusion. Open Science Journal of Clinical Medicine 3, 2 (2015), 47–54.
[33]
SS Naumovich, SA Naumovich, and VG Goncharenko. 2015. Three-dimensional reconstruction of teeth and jaws based on segmentation of CT images using watershed transformation. Dentomaxillofacial Radiology 44, 4 (2015), 20140313.
[34]
Kay T Oen, Analia Veitz-Keenan, Silvia Spivakovsky, Y Jo Wong, Eman Bakarman, and Julie Yip. 2014. CAD/CAM versus traditional indirect methods in the fabrication of inlays, onlays, and crowns. Cochrane Database of Systematic Reviews 2014, 4 (2014), CD011063.
[35]
Laura J Olivieri, David Zurakowski, Karthik Ramakrishnan, Lillian Su, Fahad A Alfares, Matthew R Irwin, Jenna Heichel, Axel Krieger, and Dilip S Nath. 2018. Novel, 3D display of heart models in the postoperative care setting improves CICU caregiver confidence. World Journal for Pediatric and Congenital Heart Surgery 9, 2(2018), 206–213.
[36]
Floor MD Oosterink, Ad De Jongh, and Johan Hoogstraten. 2009. Prevalence of dental fear and phobia relative to other fear and phobia subtypes. European journal of oral sciences 117, 2 (2009), 135–143.
[37]
A Prinz, M Bolz, and O Findl. 2005. Advantage of three dimensional animated teaching over traditional surgical videos for teaching ophthalmic surgery: a randomised study. British Journal of Ophthalmology 89, 11 (2005), 1495–1499.
[38]
M Raja’a and Farzaneh Farid. 2016. Computer-based technologies in dentistry: types and applications. Journal of dentistry (Tehran, Iran) 13, 3 (2016), 215.
[39]
Dianne Rekow. 1987. Computer-aided design and manufacturing in dentistry: a review of the state of the art. Journal of Prosthetic Dentistry 58, 4 (1987), 512–516.
[40]
R Gary Rozier, Alice M Horowitz, and Gary Podschun. 2011. Dentist-patient communication techniques used in the United States: the results of a national survey. The Journal of the American Dental Association 142, 5(2011), 518–530.
[41]
Richard M Satava. 1993. Virtual reality surgical simulator. Surgical endoscopy 7, 3 (1993), 203–205.
[42]
Joseph D Shirk, David D Thiel, Eric M Wallen, Jennifer M Linehan, Wesley M White, Ketan K Badani, and James R Porter. 2019. Effect of 3-dimensional virtual reality models for surgical planning of robotic-assisted partial nephrectomy on surgical outcomes: a randomized clinical trial. JAMA network open 2, 9 (2019), e1911598–e1911598.
[43]
Weinan Song, Yuan Liang, Kun Wang, and Lei He. 2020. Oral-3D: Reconstructing the 3D Bone Structure of Oral Cavity from 2D Panoramic X-ray. arXiv preprint arXiv:2003.08413(2020).
[44]
Moira A Stewart. 1995. Effective physician-patient communication and health outcomes: a review.CMAJ: Canadian medical association journal 152, 9 (1995), 1423.
[45]
Joerg R Strub, E Dianne Rekow, and Siegbert Witkowski. 2006. Computer-aided design and fabrication of dental restorations: current systems and future possibilities. The Journal of the American Dental Association 137, 9(2006), 1289–1296.
[46]
Emilia Taneva, Budi Kusnoto, and Carla A Evans. 2015. 3D scanning, imaging, and printing in orthodontics. Issues in contemporary orthodontics 148 (2015).
[47]
Maxim Tatarchenko, Stephan R Richter, René Ranftl, Zhuwen Li, Vladlen Koltun, and Thomas Brox. 2019. What do single-view 3d reconstruction networks learn?. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 3405–3414.
[48]
John M Travaline, Robert Ruchinskas, and Gilbert E D’Alonzo Jr. 2005. Patient-physician communication: why and how. Journal of the American Osteopathic Association 105, 1(2005), 13.
[49]
Samantha A Welker. 2014. UROGYNECOLOGY PATIENT EDUCATION: VISUALIZING SURGICAL MANAGEMENT OF PELVIC ORGAN PROLAPSE. Ph.D. Dissertation. Johns Hopkins University.
[50]
Eric Whaites and Nicholas Drage. 2013. Essentials of dental radiography and radiology. Elsevier Health Sciences.
[51]
Rachel Marie Whitman and David Dufeau. 2017. Visualization of Cardiac Anatomy: New Approaches for Medical Education. The FASEB Journal 31, 1_supplement (2017), 736–8.
[52]
Donna J Williams and Mubarak Shah. 1992. A fast algorithm for active contours and curvature estimation. CVGIP: Image understanding 55, 1 (1992), 14–26.
[53]
Ke Xian, Chunhua Shen, Zhiguo Cao, Hao Lu, Yang Xiao, Ruibo Li, and Zhenbo Luo. 2018. Monocular relative depth perception with web stereo data supervision. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 311–320.
[54]
Xiaoqin Yang, Jing Hu, Songsong Zhu, Xinhua Liang, Jihua Li, and En Luo. 2011. Computer-assisted surgical planning and simulation for condylar reconstruction in patients with osteochondroma. British Journal of Oral and Maxillofacial Surgery 49, 3 (2011), 203–208.

Cited By

View all
  • (2024)Recent Advances in Dental Panoramic X-Ray Synthesis and Its Clinical ApplicationsIEEE Access10.1109/ACCESS.2024.342265012(141032-141051)Online publication date: 2024
  • (2024)Best of Both Modalities: Fusing CBCT and Intraoral Scan Data Into a Single Tooth ImageMedical Image Computing and Computer Assisted Intervention – MICCAI 202410.1007/978-3-031-72069-7_52(553-563)Online publication date: 4-Oct-2024
  • (2021)TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor SegmentationMedical Image Computing and Computer Assisted Intervention – MICCAI 202110.1007/978-3-030-87193-2_55(579-588)Online publication date: 27-Sep-2021
  • Show More Cited By

Index Terms

  1. OralViewer: 3D Demonstration of Dental Surgeries for Patient Education with Oral Cavity Reconstruction from a 2D Panoramic X-ray
          Index terms have been assigned to the content through auto-classification.

          Recommendations

          Comments

          Please enable JavaScript to view thecomments powered by Disqus.

          Information & Contributors

          Information

          Published In

          cover image ACM Conferences
          IUI '21: Proceedings of the 26th International Conference on Intelligent User Interfaces
          April 2021
          618 pages
          ISBN:9781450380171
          DOI:10.1145/3397481
          This work is licensed under a Creative Commons Attribution-NonCommercial International 4.0 License.

          Sponsors

          Publisher

          Association for Computing Machinery

          New York, NY, United States

          Publication History

          Published: 14 April 2021

          Check for updates

          Author Tags

          1. 3D visualization
          2. deep learning
          3. patient education

          Qualifiers

          • Research-article
          • Research
          • Refereed limited

          Conference

          IUI '21
          Sponsor:

          Acceptance Rates

          Overall Acceptance Rate 746 of 2,811 submissions, 27%

          Upcoming Conference

          IUI '25

          Contributors

          Other Metrics

          Bibliometrics & Citations

          Bibliometrics

          Article Metrics

          • Downloads (Last 12 months)384
          • Downloads (Last 6 weeks)36
          Reflects downloads up to 08 Feb 2025

          Other Metrics

          Citations

          Cited By

          View all
          • (2024)Recent Advances in Dental Panoramic X-Ray Synthesis and Its Clinical ApplicationsIEEE Access10.1109/ACCESS.2024.342265012(141032-141051)Online publication date: 2024
          • (2024)Best of Both Modalities: Fusing CBCT and Intraoral Scan Data Into a Single Tooth ImageMedical Image Computing and Computer Assisted Intervention – MICCAI 202410.1007/978-3-031-72069-7_52(553-563)Online publication date: 4-Oct-2024
          • (2021)TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor SegmentationMedical Image Computing and Computer Assisted Intervention – MICCAI 202110.1007/978-3-030-87193-2_55(579-588)Online publication date: 27-Sep-2021
          • (2021)Human-Centered AI for Medical ImagingArtificial Intelligence for Human Computer Interaction: A Modern Approach10.1007/978-3-030-82681-9_16(539-570)Online publication date: 5-Nov-2021

          View Options

          View options

          PDF

          View or Download as a PDF file.

          PDF

          eReader

          View online with eReader.

          eReader

          HTML Format

          View this article in HTML Format.

          HTML Format

          Login options

          Figures

          Tables

          Media

          Share

          Share

          Share this Publication link

          Share on social media