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Single-pixel imaging of dynamic objects using multi-frame motion estimation.

Sagi Monin1, Evgeny Hahamovich1, Amir Rosenthal2

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This study introduces a novel single-pixel imaging (SPI) method to overcome motion artifacts. The new approach enables accurate imaging of dynamic scenes by estimating and correcting object movement during data acquisition.

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Area of Science:

  • Optics and Photonics
  • Computational Imaging
  • Signal Processing

Background:

  • Single-pixel imaging (SPI) traditionally requires static scenes for accurate reconstruction.
  • Compressed-sensing algorithms in SPI can reduce the number of required illumination patterns.
  • The sequential data acquisition in SPI is a limitation for dynamic or moving objects.

Purpose of the Study:

  • To develop a single-pixel imaging (SPI) technique capable of imaging objects that move during data acquisition.
  • To enable SPI in scenarios where the imaged scene is not static.
  • To improve the robustness and applicability of SPI for real-world dynamic imaging.

Main Methods:

  • Development of algorithms to estimate object motion direction from inter-frame cross-correlations.
  • Incorporation of estimated motion into the SPI reconstruction model.
  • Exploitation of cyclic illumination patterns for direct motion estimation from raw data, enhancing numerical efficiency.

Main Results:

  • Successful demonstration of the motion-compensated SPI approach using both simulated and measured data.
  • Validation of the algorithm's ability to reconstruct images of moving objects.
  • Quantification of improved imaging performance in dynamic scenarios compared to traditional SPI.

Conclusions:

  • The presented SPI method effectively handles object motion during data acquisition, expanding its practical applications.
  • Motion estimation and compensation are crucial for robust SPI of dynamic scenes.
  • The developed algorithms offer a significant advancement for single-pixel imaging in non-static environments.