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Augmented Reality Tourism Technology Based on an Improved ORB Algorithm and Homography Matrix
1Business School, Xianning Polytechnic.
This study introduces an enhanced feature matching and 3D registration method for augmented reality tourism, significantly improving accuracy and stability in complex environments. The new approach boosts correct matching rates and registration accuracy for better virtual-real world fusion.
Area of Science:
- Computer Vision
- Augmented Reality
- Tourism Technology
Background:
- Augmented reality (AR) tourism applications face challenges with feature-point matching and 3D registration.
- Existing methods suffer from poor alignment, low stability in complex environments, and inaccurate feature matching.
Purpose of the Study:
- To develop an improved feature-point matching and 3D registration method for AR tourism.
- To enhance alignment accuracy, stability, and feature-matching precision in AR applications.
Main Methods:
- Combined Speeded Up Robust Features (SURF) with enhanced Oriented FAST and Rotated BRIEF (ORB) for feature detection and matching.
- Employed Lucas-Kanade optical flow for tracking and Random Sample Consensus (RANSAC) for outlier elimination.
- Proposed an augmented reality tourism 3D registration technique using an improved homography matrix.
Main Results:
- Achieved average correct matching rate increases of 44.08% (vs. SIFT), 36.51% (vs. SURF), and 16.09% (vs. original ORB) under scale variation.
- Demonstrated improved correct matching rates under fuzzy transformations (33.46%, 19.65%, 9.35% increases).
- Attained an average registration accuracy of 98.74% under rotational transformation.
Conclusions:
- The proposed method significantly enhances feature-point matching and 3D registration for AR tourism.
- The improved technique offers a more stable and accurate solution for virtual-real world fusion in travel applications.
- This research provides a novel approach for advancing AR technology in the tourism industry.
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