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An Accurate Linear Method for 3D Line Reconstruction for Binocular or Multiple View Stereo Vision
Lijun Zhong1, Junyou Qin1, Xia Yang1
1School of Aeronautics and Astronautics, Sun Yat-Sen University, Guangzhou 510275, China.
Sensors (Basel, Switzerland)
|January 22, 2021
Summary
A new Point-then-Direction (PtD) method improves 3D line reconstruction accuracy using a single point correspondence. PtD enhances both line direction and position estimation compared to Direction-then-Point (DtP) in stereo vision.
Area of Science:
- Computer Vision
- Geometric Reconstruction
- Photogrammetry
Background:
- 3D line reconstruction is crucial for stereo vision applications.
- Existing methods like Direction-then-Point (DtP) and Two Points 3D coordinates (TPS) have limitations when only one point correspondence is available.
- Accurate 3D line reconstruction is essential for tasks like robotics, augmented reality, and 3D modeling.
Purpose of the Study:
- To introduce a novel linear method, Point-then-Direction (PtD), for 3D line reconstruction using a single pair of corresponding points.
- To evaluate the accuracy of the proposed PtD method against established DtP and TPS methods.
- To demonstrate the suitability of PtD for multi-camera systems.
Main Methods:
- The Point-then-Direction (PtD) method utilizes the intersection of rays from corresponding image points to determine a 3D point's coordinate.
- The 3D point is then used as a positional constraint to calculate the line's direction by minimizing image angle residuals.
- The method was tested using simulations in binocular and multiple view stereo vision setups.
Main Results:
- PtD significantly improves the accuracy of both 3D line direction and position compared to the DtP method.
- PtD demonstrates superior accuracy in estimating the 3D line's direction compared to the TPS method.
- While PtD excels in direction accuracy, TPS offers higher precision for 3D line position.
Conclusions:
- The proposed Point-then-Direction (PtD) method offers a more accurate and linear approach to 3D line reconstruction with a single point correspondence.
- PtD provides a valuable alternative to existing methods, particularly when precise line direction is critical.
- The findings suggest PtD is a robust technique applicable to various stereo vision configurations, including multi-camera systems.
Keywords:
3D line reconstructionPoint-then-Directioncorresponding image points intersectionlinear solutionplane intersection
