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Comparison of low cost 3D structured light scanners for face modeling
Applied Optics
|February 4, 2017
Summary
Low-cost structured light scanners offer significant potential for creating accurate 3D human face models. This study validates their capabilities against more expensive systems, demonstrating their viability for 3D object modeling.
Area of Science:
- Computer Vision
- 3D Scanning Technology
- Biomedical Engineering
Background:
- Accurate 3D human face modeling is crucial for various applications.
- High-resolution 3D scanners are often expensive and inaccessible.
- Evaluating cost-effective alternatives is essential for broader adoption.
Purpose of the Study:
- To compare the accuracy of low-cost structured light scanners against a high-end reference system for 3D human face modeling.
- To assess the potential of affordable structured light systems in generating detailed facial geometries.
- To determine optimal data processing strategies for low-cost scanner outputs.
Main Methods:
- Three structured light scanner systems (one reference, two low-cost) were used to capture 3D data of two human faces.
- Commercial software was employed for point-cloud filtering, mesh generation, and hole filling.
- Open-source software (CloudCompare) was utilized for data evaluation and comparison.
- Various filtering and smoothing levels were applied to reference data for comparative analysis.
Main Results:
- Low-cost structured light scanners demonstrated considerable potential in capturing spatial and morphological information of human faces.
- The study identified optimal data reduction levels for the reference system to facilitate comparison with lower-resolution scanners.
- Results indicate that affordable systems can achieve viable accuracy for 3D face modeling.
Conclusions:
- Affordable structured light scanners are a promising technology for 3D human face modeling.
- These systems offer a cost-effective solution without significant compromise on essential spatial and morphological data.
- Further research can explore advanced processing techniques to enhance the output of low-cost 3D scanning systems.
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