A novel visualization system of using augmented reality in knee replacement surgery: Enhanced bidirectional maximum correntropy algorithm
Open Access
- 9 January 2021
- journal article
- research article
- Published by Wiley in The International Journal of Medical Robotics and Computer Assisted Surgery
- Vol. 17 (3)
Abstract
Background and Aim: Image registration and alignment are the main limitations of augmented reality (AR)‐based knee replacement surgery. This research aims to decrease the registration error, eliminate outcomes that are trapped in local minima to improve the alignment problems, handle the occlusion and maximize the overlapping parts.Methodology: Markerless image registration method was used for AR‐based knee replacement surgery to guide and visualize the surgical operation. While weight least square algorithm was used to enhance stereo camera‐based tracking by filling border occlusion in right‐to‐left direction and non‐border occlusion from left‐to‐right direction.Results: This study has improved video precision to 0.57–0.61 mm alignment error. Furthermore, with the use of bidirectional points, that is, forward and backward directional cloud point, the iteration on image registration was decreased. This has led to improve the processing time as well. The processing time of video frames was improved to 7.4–11.74 frames per second.Conclusions: It seems clear that this proposed system has focused on overcoming the misalignment difficulty caused by the movement of patient and enhancing the AR visualization during knee replacement surgery. The proposed system was reliable and favourable which helps in eliminating alignment error by ascertaining the optimal rigid transformation between two cloud points and removing the outliers and non‐Gaussian noise. The proposed AR system helps in accurate visualization and navigation of anatomy of knee such as femur, tibia, cartilage, blood vessels and so forth.Keywords
This publication has 28 references indexed in Scilit:
- Video see‐through augmented reality for oral and maxillofacial surgeryThe International Journal of Medical Robotics and Computer Assisted Surgery, 2016
- An augmented reality navigation system for pediatric oncologic surgery based on preoperative CT and MRI imagesJournal of Pediatric Surgery, 2013
- Taking a Broader Perspective on the Benefits of Minimally Invasive SurgeryJAMA Surgery, 2013
- Occlusion filling in stereo: Theory and experimentsComputer Vision and Image Understanding, 2013
- Surgeons blinded by enhanced navigation: the effect of augmented reality on attentionSurgical Endoscopy, 2012
- Comparison of robot-assisted and conventional total knee arthroplasty: A controlled cadaver study using multiparameter quantitative three-dimensional CT assessment of alignmentComputer Aided Surgery, 2012
- Depth deviation and occurrence of early surgical complications or unexpected events using a single stereolithographic surgi-guideInternational Journal of Oral and Maxillofacial Surgery, 2011
- Image-Guided Interventions: Technology Review and Clinical ApplicationsAnnual Review of Biomedical Engineering, 2010
- Computer assisted oral and maxillofacial surgery – a review and an assessment of technologyInternational Journal of Oral and Maxillofacial Surgery, 2001
- Complete 3-D reconstruction of dental cast shape using perceptual groupingIEEE Transactions on Medical Imaging, 2001