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Single-shot 3D shape measurement based on RGB dot patterns and stereovision
Optics Express
|October 14, 2022
Summary
This study introduces a novel single-shot 3D measurement technique using RGB dots and line clustering stereo matching. The method significantly improves 3D reconstruction accuracy compared to traditional approaches.
Area of Science:
- Computer Vision
- 3D Metrology
- Optical Measurement
Background:
- Traditional stereo matching algorithms in one-shot structured light 3D measurement suffer from low accuracy and efficiency.
- Limitations in projector and imaging resolution hinder precise 3D shape reconstruction.
- RGB dots projection offers potential for improved stereo matching in single-shot 3D measurement.
Purpose of the Study:
- To develop an accurate and efficient single-shot 3D measurement method using RGB dots projection.
- To address the limitations of traditional stereo matching algorithms in 3D reconstruction.
- To enhance the accuracy and reliability of 3D surface reconstruction.
Main Methods:
- Proposed a single-shot 3D measurement technique utilizing RGB dots projection.
- Implemented line clustering stereo matching for coarse matching of segmented red points.
- Employed slope differenced distribution and area constrained erosion for robust RGB dot extraction.
- Utilized a model correction method to restore and constrain un-imaged patterns.
Main Results:
- Achieved a high accuracy of approximately 0.089mm in 3D reconstruction.
- Demonstrated superior performance compared to traditional disparity and RGB line methods.
- Successfully reconstructed 3D surfaces with enhanced precision.
Conclusions:
- The proposed line clustering stereo matching and model correction method significantly improves single-shot 3D measurement accuracy.
- This approach offers a viable solution for high-precision 3D surface reconstruction.
- The method shows promise for applications requiring accurate and efficient 3D measurements.
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