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Transport of intensity equation-based computational phase retrieval for robust quantitative phase imaging
Optics Letters
|December 15, 2025
Summary
This study introduces a new computational method for phase retrieval using the transport of intensity equation (TIE). The enhanced algorithm improves accuracy and robustness in quantitative phase imaging (QPI), even with non-uniform intensity and large defocus distances.
Area of Science:
- Computational imaging
- Optical physics
- Image reconstruction
Background:
- Quantitative phase imaging (QPI) methods like the transport of intensity equation (TIE) are valuable for non-interferometric imaging.
- Standard TIE methods face limitations including sensitivity to uniform intensity, boundary conditions, and blurring at large defocus distances.
Purpose of the Study:
- To develop an iterative phase recovery algorithm that overcomes the limitations of traditional TIE.
- To enhance the accuracy and robustness of QPI, particularly for challenging experimental conditions.
Main Methods:
- An iterative phase recovery algorithm was developed, integrating a TIE phase-compensation solution.
- The algorithm minimizes the difference between experimental and theoretical axial intensity derivatives using angular spectrum propagation.
- Physics-based priors derived from TIE were incorporated into the iterative reconstruction.
Main Results:
- Simulations demonstrated the algorithm's validity across various non-uniform intensity, noise, boundary condition, and defocus distance scenarios.
- Experimental verification confirmed the method's effectiveness for large defocus distances.
- The proposed method showed robustness when compared to standard TIE solutions.
Conclusions:
- The proposed iterative algorithm offers a fast and accurate phase recovery solution for QPI.
- This method effectively addresses key limitations of the transport of intensity equation, enhancing its practical applicability.

