Related Experiment Video
Updated: Jun 17, 2026

Dynamic Navigation for Dental Implant Placement
Published on: September 13, 2022
Benchmarking NousNav: quantifying the spatial accuracy and clinical performance of an affordable, open-source
Colton Barr1,2,3, Colin Galvin4,5, Parikshit Juvekar4,5
1Brigham and Women's Hospital, Boston, MA, USA. c.barr@queensu.ca.
NousNav, an open-source neuronavigation system, demonstrates promising spatial accuracy for neurosurgery in low-resource settings. Its performance, using consumer-grade tracking, approaches commercial standards, enhancing accessibility to advanced surgical tools.
Area of Science:
- Neurosurgery
- Medical Device Technology
- Biomedical Engineering
Background:
- Advanced neurosurgical technologies are often inaccessible in low-resource settings due to high costs.
- Open-source platforms offer a potential solution to bridge this accessibility gap.
- NousNav is a novel, low-cost, open-source neuronavigation platform designed for resource-limited environments.
Purpose of the Study:
- To evaluate the spatial accuracy of the NousNav neuronavigation system.
- To compare the performance of NousNav's core technologies against a commercial gold standard.
- To assess the feasibility of using consumer-grade optical tracking for neurosurgical navigation.
Main Methods:
- Conducted experiments to evaluate hardware and registration infrastructure of NousNav.
- Tested system components in both simulated bench-top environments and clinical settings.
- Performed evaluations across four brain tumor resection cases.
Main Results:
- The Optitrack Duo tracker exhibited a mean localization error of 0.8mm (SD 0.4mm).
- Bench-top phantom testing showed an average target registration error of 5.0mm (SD 2.3mm) for NousNav.
- Clinical evaluations reported a mean distance of 4.2mm (SD 1.5mm) compared to a commercial system.
Conclusions:
- Baseline camera tracking, instrument calibration, and patient positioning significantly impact NousNav's spatial performance.
- NousNav provides an essential benchmark assessment for future development and clinical applications.
- The system's performance suggests potential for improving neurosurgical access in underserved regions.
More Related Videos
07:03Dynamic Navigation in Endodontics: Guided Access Cavity Preparation by Means of a Miniaturized Navigation System
Published on: May 5, 2022
10:23Technical Approach for Infrared Tracking for Soft Tissue Navigation with a Holographic Head-Mounted Display and Preclinical Validation
Published on: September 2, 2025
Related Concept Videos
Measuring Acceleration Due to Gravity
A simple pendulum can be described as a point mass and a string. Meanwhile, a physical pendulum is any object whose oscillations are similar to a simple pendulum, but cannot be modeled as a point mass on a string because its mass is distributed over a larger area. The behavior of a physical pendulum can be modeled using the principles of...
Azimuths and Bearings
Introduction to Global Positioning System
Errors in Global Positioning System
Field Application of Global Positioning System
Types of Global Positioning System Surveys