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Polarizer-free two-pixel polarimetric camera by compressive sensing.
Applied Optics
|March 10, 2018
Summary
This study introduces a novel compressive sensing (CS) polarimetric imaging technique using a digital micromirror (DMD) array and two detectors. The method efficiently reconstructs polarimetric data with high compression rates and quality.
Area of Science:
- Optics and Photonics
- Computational Imaging
- Signal Processing
Background:
- Polarimetric imaging traditionally requires polarizers, adding complexity and cost.
- Compressive sensing (CS) offers efficient data acquisition but has not been extensively applied to polarimetry without polarizers.
- Digital Micromirror Devices (DMDs) provide programmable optical control, enabling novel imaging architectures.
Purpose of the Study:
- To propose and validate a novel compressive sensing (CS) polarimetric imaging system that eliminates the need for traditional polarizers.
- To develop and evaluate advanced reconstruction algorithms for accurate polarimetric data retrieval from CS measurements.
- To assess the system's performance, including compression rates and reconstruction quality, and analyze the impact of experimental imperfections.
Main Methods:
- A polarimetric imaging setup utilizing a digital micromirror (DMD) array and two single-pixel detectors was designed.
- A combined reconstruction approach, integrating CS and source separation, was developed and implemented using a reweighted fast iterative shrinkage-thresholding algorithm.
- Physical constraints specific to polarimetric imaging were incorporated into a constrained generalized forward-backward algorithm to further enhance reconstruction.
Main Results:
- Numerical simulations demonstrated the effectiveness of the two-pixel CS polarimetric imaging setup.
- The proposed combined reconstruction method significantly outperformed a two-step approach.
- High compression rates and good reconstruction quality were achieved for polarimetric contrast data.
- The influence of DMD experimental imperfections was analyzed, and 2D polarimetric imaging results were presented.
Conclusions:
- The developed CS polarimetric imaging system offers a polarizer-free and efficient alternative for acquiring polarimetric data.
- Advanced reconstruction algorithms, particularly the combined and constrained methods, are crucial for optimal performance.
- The system shows promise for various applications requiring compact and high-performance polarimetric imaging.
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