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Single-pixel three-dimensional imaging based on 2D compressed sensing algorithm
Optics Express
|August 13, 2025
Summary
This study introduces a novel single-pixel, non-scanning 3D imaging method using compressed sensing (CS) and time-of-flight. The V2DALM algorithm enables faster, more robust 3D reconstruction for rapid object recognition.
Area of Science:
- Optics and Photonics
- Computer Vision
- Signal Processing
Background:
- Non-scanning 3D imaging is crucial for rapid detection and recognition.
- Compressed sensing (CS) enables signal reconstruction from minimal data, ideal for fast 3D imaging.
Purpose of the Study:
- To achieve single-pixel, non-scanning 3D imaging using a novel CS algorithm and time-of-flight.
- To evaluate the performance of the V2DALM algorithm in 3D imaging applications.
Main Methods:
- Developed the V2DALM algorithm, a new 2D compressed sensing approach.
- Integrated V2DALM with the time-of-flight measurement principle for 3D imaging.
- Verified feasibility through principle experiments and simulations.
Main Results:
- Algorithm V2DALM demonstrated significantly shorter reconstruction times compared to TVAL3 at similar imaging quality.
- V2DALM showed superior noise resistance over 2DPG-ED at the same sampling rate.
- Experimental results confirmed the feasibility of V2DALM for 3D imaging.
Conclusions:
- The V2DALM algorithm facilitates rapid, high-resolution depth map reconstruction for 3D objects.
- This non-scanning 3D imaging technique shows potential for applications in rapid detection and recognition.
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