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GPU-optimized matrix method for phase retrieval with the transport of intensity equation
Applied Optics
|August 12, 2025
Summary
We developed a faster, more accurate phase retrieval method using the transport of intensity equation (TIE) on GPUs. This matrix solution to the TIE (MS-TIE) improves quantitative phase imaging for biological samples.
Area of Science:
- Optics and Photonics
- Biomedical Imaging
- Computational Science
Background:
- Quantitative phase imaging (QPI) enables non-interferometric optical phase retrieval.
- Current TIE-based methods struggle to balance accuracy and computational speed.
- Addressing the accuracy-speed trade-off is crucial for practical QPI applications.
Purpose of the Study:
- To introduce a GPU-optimized iterative phase retrieval algorithm based on the transport of intensity equation (TIE).
- To enhance the accuracy and reduce the execution time of quantitative phase retrieval.
- To validate the proposed method for imaging biological specimens.
Main Methods:
- Developed the matrix solution to the TIE (MS-TIE) using a matrix formulation in the Fourier domain.
- Implemented iterative phase retrieval leveraging GPU parallelization for accelerated computation.
- Validated MS-TIE through simulations with diverse phase/intensity patterns and experimental imaging of biological samples.
Main Results:
- MS-TIE achieves improved accuracy and significantly reduced execution time compared to existing methods.
- The GPU optimization enables efficient parallelization of the matrix formulation.
- Demonstrated superior performance in balancing accuracy and speed for phase retrieval.
Conclusions:
- The proposed MS-TIE method offers a significant advancement in quantitative phase imaging.
- GPU acceleration of the matrix-based TIE solution enhances computational efficiency.
- MS-TIE effectively retrieves optical phase information with improved accuracy and speed, suitable for biological applications.
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