ZZZhuo Zhao

Zhuo Zhao

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Zhuo Zhao has a total of 56 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Adaptive pinhole point diffraction interferometer based on a liquid crystal on silicon spatial light modulator

    by Jiasheng Lu, Bing Li, Zhuo Zhao, Leqi Geng, Zhenchuan Hu, Xiao Jin

    This paper introduces an adaptive pinhole point diffraction interferometer (PPDI) integrated with a liquid crystal on silicon spatial light modulator (LCOS-SLM) to address the limitations of conventional adaptive optics (AO) systems in measuring large-asphericity surfaces. Conventional adaptive optics (AO) which is usually combined with a common path interferometer, is confined to measuring surfaces comparable to the beam spot size (usually 10 mm to 20 mm), and its commonly employed deformable mirror (DM) exhibits limited lateral resolution. By utilizing the LCOS-SLM's high-definition phase modulation capability, the system dynamically modifies diffracted wavefronts to compensate for high-order aspheric aberrations while expanding the lateral measurement range through non-common-path PPDI optics. The proposed method synthesizes aspheric wavefronts via Zernike polynomial-based patterns (specifically utilizing the defocus term, Z 4 loaded onto the LCOS-SLM), enabling precise surface profile retrieval through phase-shifting interferometry. Experimental validation on both a parabolic and a 6 th -order aspheric mirror demonstrated measurement accuracy with root-mean-square (RMS) deviations below λ/25, confirming the efficacy of LCOS-SLM-driven wavefront compensation. The integration of PPDI and LCOS-SLM eliminates aperture constraints imposed by traditional AO compensators. In principle, as long as the numerical aperture (NA) of the measured surface is smaller than that of the PPDI-generated testing wavefront, the approach is geometrically scalable to larger apertures. Furthermore, LCOS-SLM overcomes the low wavefront modulation resolution inherent in deformable mirrors (DM), and enables high-order aberration-based wavefront modulation through a developed LCOS-SLM pattern generation program. This approach provides a scalable solution for rotationally symmetric aspheric surface metrology in applications such as extreme ultraviolet lithography and precision optical manufacturing.

  • Open Access

    Dual-Modal Autofluorescence Microscopy for CycleGAN-Based H&E-like Image Generation in Liver Tissue: A Preliminary Proof-of-Concept Study

    by Qiuying Li, Chunyang Fan, Bing Li, Xiaoxu Liu, Zhuo Zhao, Zheng Wang

    Background/Objective: Hematoxylin and eosin (H&E) staining remains the routine reference in histopathology because it provides essential structural information for tissue evaluation. However, conventional H&E staining involves multiple reagent-based and operator-dependent procedures that may introduce variability in staining appearance. This study aimed to develop and preliminarily evaluate a technical proof-of-concept framework for generating H&E-like images from dual-modal autofluorescence microscopy data using a CycleGAN-based virtual staining approach. Methods: Human liver tissue sections were imaged using dual-modal autofluorescence, including DAPI-based nuclear fluorescence and endogenous tissue autofluorescence. A CycleGAN-based virtual staining framework with structural and perceptual constraints was developed to generate H&E-like images, followed by stain normalization to improve color consistency. The generated images were preliminarily evaluated by means of visual comparison, image-feature analysis, feature-space visualization, and nuclear counting. Results: The proposed framework generated H&E-like images with encouraging overall visual resemblance to conventional H&E images. Preliminary image-feature analysis suggested partial similarity between virtual and real H&E images, while feature-space visualization indicated that detectable differences remained. Nuclear counting on 168 images showed broadly consistent nuclear distribution between dual-modal autofluorescence and virtual H&E images, with minor discrepancies mainly related to thresholding artifacts. Some fine nuclear and chromatin-level details remained insufficiently reproduced in the current virtual H&E images. Conclusions: This study presents preliminary feasibility evidence for a technical proof-of-concept framework that translates dual-modal autofluorescence images into H&E-like images. In this small liver-tissue dataset, the generated images demonstrated encouraging overall H&E-like appearance and approximate nuclear localization. Further studies with larger and more diverse datasets, external validation, expert pathological assessment, diagnostic concordance analysis, and systematic workflow evaluation are warranted to assess robustness, diagnostic relevance, and potential utility in digital pathology workflows.

  • Precision Measurement Method for High-Order Aspheric Surface Based on Pinhole Point Diffraction Interferometry and Optimized Subaperture Stitching

    by Leqi Geng, Bing Li, Zhuo Zhao, Zhenchuan Hu, Jiasheng Lu

    To address the challenges of insufficient accuracy and poor versatility faced by conventional interferometers in measuring high-order aspheric surfaces, this paper proposes an optimized annular sub-aperture stitching method based on a reverse global planning strategy. The method initiates sub-aperture division from the edge region with the highest asphericity, aiming to maximize the effective measurement range of each individual sub-aperture and setting the minimization of the number of sub-apertures (N) as the core optimization objective. The algorithm features a concise structure, high stability, and ease of automation, enabling a significant extension of the interferometer's dynamic measurement range. Simulation studies demonstrate that the method effectively reduces the required number of sub-apertures, thereby suppressing the propagation and accumulation of mechanical positioning errors during the stitching process. Furthermore, by integrating this method with pinhole point diffraction interferometry (PPDI), a measurement system combining high accuracy and large measurement range is constructed. Experimental measurements of a convex high-order aspheric surface yield stitched results that are in excellent agreement with full-aperture measurements, with the peak-to-valley (PV) deviation of only 2.66 nm and the root-mean-square (RMS) deviation of only 0.44 nm. A detailed uncertainty analysis of the system confirms the reliability and reproducibility of the measurement results. This study not only provides an efficient method for the precision measurement of aspheric surfaces with large deviations but also offers a new technical pathway for enhancing the measurement capability and automation level of interferometers.


  • Precision Measurement for Aspherical Mirrors Based on Multiwavelength Point Diffraction Interferometry

    by Zhuo Zhao, Bing Li, Leqi Geng, Jiasheng Lu, Zhenchuan Hu, Xiao Jin

    Precision measurement of aspherical mirrors is critical for high-end optical systems, where surface accuracy directly impacts performance. However, there remain challenges in this task: 1) measurement precision in large scope; 2) larger ranges and flexibility in complex surface test; 3) environmental robustness in applications; 4) efficiency and accuracy in data processing. This study introduces a novel Multi-Wavelength Point Diffraction Interferometry (MPDI) method, significantly enhancing measurement flexibility and accuracy. Through the diffraction, high-accuracy wavefront (λ/10-4) is produced to perform relative measurement to aspherical mirrors. By integrating a triple-wavelength laser module and utilizing the beat frequency concept, the system generates at least nine equivalent wavelengths (245.8 nm to 3334.2 nm), enabling efficient testing of mirrors with both large surface deviations and high-resolution requirements. A key innovation is the random two-step phase retrieval method, which improves measurement efficiency by nearly 60% compared to conventional four-step methods, while minimizing the effects of environmental disturbances. The proposed system, equipped with machine vision alignment, ensures precise optical path alignment and enhances wavefront quality. Experimental results show a 5.3-fold increase in measurement range and RMS errors as low as 0.6∙10-3λ (λ = 633 nm), with stitching-free testing. This MPDI method offers substantial improvements in measurement range, robustness, and efficiency, making it a valuable tool for precision aspherical mirror metrology.


  • Simple and effective Frequency-aware Image Restoration for industrial visual anomaly detection

    by Tongkun Liu, Bing Li, Xiao Du, Bingke Jiang, Leqi Geng, Feiyang Wang, Zhuo Zhao


  • Tested mirror precision alignment system using a pinhole point diffraction interferometer based on machine vision

    by Jiasheng Lu, Bing Li, Zhuo Zhao, Leqi Geng

    In the pinhole point diffraction interferometer (PPDI), proper alignment between the reflection spot of the tested component and the pinhole is critical to obtain accurate interferograms. At present, adjusting for tilt error requires manual manipulation, and defocus error cannot be corrected. These limitations impede the instrumentation process of PPDI. To address this issue, the proposed tested mirror alignment system utilizes diffraction theory to analyze the mathematical error caused by the misalignment of the tested mirror’s reflected beam and pinhole. An alignment system based on machine vision was designed according to specific requirements. This system incorporates a CCD camera with a zoom lens, the classic PPDI with a pinhole substrate containing a lithography-made mark, and a 3-DOF stepper motor adjusting frame to mount the tested mirror. Additionally, image processing algorithms and step motor driving programs were applied to achieve precise alignment. The system implementation and experimental results indicated that the tilt errors are well-controlled, achieving the defocus error modification, making the interferogram acquisition process more convenient. From the results, this system offers desirable precision and efficiency for PPDI’s tested mirror alignment.