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Updated: Mar 15, 2026

Shaping the Amplitude and Phase of Laser Beams by Using a Phase-only Spatial Light Modulator
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Phase-gradient-based initialization for lensless quantitative phase imaging.

Huazheng Wu, Lingzhi Jiang, Zhoubin Chen

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    Summary
    This summary is machine-generated.

    This study introduces a new phase-gradient initialization for coded ptychographic imaging. It enables accurate reconstruction of transparent samples with large phase variations, overcoming limitations of random initialization methods.

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    Area of Science:

    • Optical Imaging
    • Computational Imaging
    • Phase Retrieval

    Background:

    • Quantitative phase imaging faces challenges with transparent samples exhibiting large phase variations.
    • Phase retrieval from intensity-only measurements is a non-convex problem, often leading to non-physical solutions with conventional algorithms.

    Purpose of the Study:

    • To develop a robust initialization strategy for coded ptychographic imaging that overcomes limitations in large-phase regimes.
    • To enable stable and physically correct phase reconstruction for transparent samples with significant phase variations.

    Main Methods:

    • A phase-gradient-based initialization strategy is proposed for coded ptychographic imaging.
    • Local phase gradients are extracted from intensity patterns as lateral displacements.
    • A globally consistent initial phase is constructed using displacement-derived information.

    Main Results:

    • The proposed initialization strategy enables stable and physically correct phase reconstruction.
    • Successful reconstruction is demonstrated in large-phase regimes where random initialization fails.
    • The method achieves accurate results without requiring increased measurement redundancy.

    Conclusions:

    • Phase-gradient-based initialization provides essential first-order physical constraints for phase retrieval.
    • This strategy significantly improves the reliability of quantitative phase imaging for challenging samples.
    • The approach offers a breakthrough for analyzing transparent materials with complex optical properties.