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Stress measurement and simulation of the key silicon-based structures based on infrared photoelasticity 基于红外光弹性的硅基关键结构应力测量与模拟
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-19 DOI: 10.1016/j.optlaseng.2024.108567

It is important to evaluate the reliability of the key silicon-based structures such as Through silicon vias (TSV) and Micro-electromechanical Systems (MEMS). The thermo-mechanical stress of TSV and the bonding stress of MEMS are quantitatively determined in this paper based on real-time phase shifting using a polarization camera. The polarizated images based on finite element simulation are reconstructed by stress-optic law and Mueller matrix multiplication for experimental verification. A economical infrared polariscope without rotation of optical elements is developed to provide a rapid measurement of stress in silicon-based structures. The error correction algorithm for the low extinction ratio in infrared polariscope is used for measurement of stress. Experimental results indicate that the infrared photoelastic system enables measurement of stress in TSV and MEMS.

评估硅通孔(TSV)和微机电系统(MEMS)等关键硅基结构的可靠性非常重要。本文基于偏振相机的实时相移,定量测定了 TSV 的热机械应力和 MEMS 的键合应力。通过应力光学定律和穆勒矩阵乘法重建了基于有限元模拟的偏振图像,并进行了实验验证。开发了一种无需旋转光学元件的经济型红外偏振镜,可快速测量硅基结构中的应力。利用红外偏振镜低消光比的误差修正算法测量应力。实验结果表明,红外光弹性系统能够测量 TSV 和 MEMS 中的应力。
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引用次数: 0
A laser stripe segmentation algorithm for wheel tread profile of rail vehicles under ambient light interference 环境光干扰下轨道车辆轮纹轮廓的激光条纹分割算法
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-19 DOI: 10.1016/j.optlaseng.2024.108600

In the measurement of the wheel tread in rail vehicles, line laser vision measurement technology has a good application prospect. However, the intensity and location of the ambient light will constantly change in the actual application scenarios. Traditional laser stripe segmentation algorithms often fail to produce accurate results, leading to decreased measurement precision in wheel tread. To solve the problem, a segmentation algorithm for laser stripes was proposed. Firstly, the SSR algorithm and frame subtraction were utilized to remove the background noise. Then, the OTSU method was used for the preliminary segmentation. After that, smoothing Images and reducing noise were performed with geometric mean filtering and morphological closing. Finally, the segmentation function which was based on the gray scale distribution characteristics of each region of the image was established to achieve the accurate segmentation of laser stripes. Laser stripe segmentation experiments, laser stripe segmentation comparison experiments, and wheel tread geometry extraction experiments were designed and conducted under the ambient light interference. The experimental results show that the segmentation success rate of the proposed algorithm is not <90.625 %. The proposed algorithm has a superior segmentation effect compared to other algorithms. The proposed algorithm can improve the measurement accuracy. For flange height measurement, the mean error decreased from 0.298 mm to 0.161 mm, and the standard deviation decreased from 0.600 to 0.548. For flange width measurement, the mean error remained constant at 0.200 mm, and the standard deviation decreased from 0.681 to 0.536. Under the condition that the ambient light intensity is in the range of 37lux∼1050 lx and the laser power is not <50mW, the proposed algorithm can better realize the adaptive segmentation of laser stripes.

在轨道车辆车轮踏面的测量中,线激光视觉测量技术具有良好的应用前景。然而,在实际应用场景中,环境光的强度和位置会不断变化。传统的激光条纹分割算法往往无法得出准确的结果,导致车轮踏面的测量精度降低。为了解决这个问题,我们提出了一种激光条纹分割算法。首先,利用 SSR 算法和帧减法去除背景噪声。然后,使用 OTSU 方法进行初步分割。然后,利用几何平均滤波和形态学闭合对图像进行平滑处理并降低噪声。最后,根据图像各区域的灰度分布特征建立分割函数,实现激光条纹的精确分割。在环境光干扰下,设计并进行了激光条纹分割实验、激光条纹分割对比实验和车轮花纹几何提取实验。实验结果表明,所提算法的分割成功率不<90.625%。与其他算法相比,所提出的算法具有更优越的分割效果。所提算法可提高测量精度。在法兰高度测量中,平均误差从 0.298 mm 下降到 0.161 mm,标准偏差从 0.600 下降到 0.548。在测量凸缘宽度时,平均误差保持在 0.200 毫米,标准偏差从 0.681 降至 0.536。在环境光强为 37lux∼1050 lx 且激光功率不超过 50mW 的条件下,所提出的算法能较好地实现激光条纹的自适应分割。
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引用次数: 0
Endoir: A GAN-based method for fiber bundle endoscope image restoration Endoir:基于 GAN 的纤维束内窥镜图像修复方法
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-18 DOI: 10.1016/j.optlaseng.2024.108588

Endoscope plays a crucial role in advancing minimally invasive surgeries. Ultra-compact, agile fiber endoscopes have gained significant popularity as an alternative to traditional bulk imaging systems. They have multiple advantages, such as large field of view, long depth of field and short rigid tip length. However, these systems exhibit honeycomb-like fixed patterns (HFP) and color bias in the output images, which can be attributed to the spacing and cladding around each fiber as well as the physical structure and low light conditions. To address these issues, we propose a fiber endoscope image restoration method based on generative adversarial network (GAN) named Endoir. The generator of Endoir employs a U-Net architecture that incorporates multi-scale skip connections between the encoder and decoder. It can incorporate low-level details with high-level semantics from feature maps in different scales and reduce the number of network parameters to improve the computation efficiency. We generate a synthetic dataset by simulating the fiber endoscope image scheme using an ordinary image dataset as a basis. This approach allows us to obtain a sufficient number of image pairs with more realistic usage scenarios. Our solution not only outperforms previous methods in terms of effectively removing the HFP but also provides the capability to correct color bias. The experiment results show that our method achieves superior accuracy in removing HFP and correcting color bias compared to existing approaches.

内窥镜在推进微创手术方面发挥着至关重要的作用。超小型、灵活的光纤内窥镜作为传统大体积成像系统的替代品,已获得广泛欢迎。它们具有多种优势,如视野大、景深长和刚性尖端长度短。然而,这些系统在输出图像中表现出蜂窝状固定图案(HFP)和颜色偏差,这可能是由于每根光纤周围的间距和包层以及物理结构和弱光条件造成的。针对这些问题,我们提出了一种基于生成式对抗网络(GAN)的光纤内窥镜图像修复方法,命名为 Endoir。Endoir 的生成器采用 U-Net 架构,在编码器和解码器之间建立了多尺度跳转连接。它可以从不同尺度的特征图中结合低层次细节和高层次语义,并减少网络参数的数量,从而提高计算效率。我们以普通图像数据集为基础,通过模拟纤维内窥镜图像方案生成合成数据集。通过这种方法,我们可以获得足够数量的图像对,使用场景更加真实。我们的解决方案不仅在有效去除 HFP 方面优于之前的方法,而且还能纠正颜色偏差。实验结果表明,与现有方法相比,我们的方法在去除 HFP 和纠正色彩偏差方面实现了更高的准确性。
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引用次数: 0
Adaptive time resolved correlation technique for non-equilibrium dynamics of epoxy resin curing evaluation 环氧树脂固化非平衡动力学评估的自适应时间分辨相关技术
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-17 DOI: 10.1016/j.optlaseng.2024.108591

The time-resolved correlation technique is a standard approach for examining the intricate microscopic dynamics within polymeric materials. Nonetheless, its traditional application falls short in providing the real-time tracking capabilities required for monitoring the dynamic progression effectively. In this study, we propose adaptive time resolved correlation technique to observe the progression of microscopic dynamics during epoxy resin curing. By employing an adaptive processing method with a scheme for baseline auto-determination and the shortest delay time adjustment, the acquisition of intensity autocorrelation function is adjusted to accommodate the evolving dynamics of the system. Then the function can be well fitted to a standard model, which can reveal the system dynamics influenced by non-equilibrium factors such as internal stress relaxation and the cross-linking network. It is believed that the adaptive time resolved correlation technique effectively characterizes the progression of microscopic dynamics and holds potential as an online monitoring technique.

时间分辨相关技术是研究聚合物材料内部复杂微观动态的标准方法。然而,其传统应用无法提供有效监测动态发展所需的实时跟踪能力。在这项研究中,我们提出了自适应时间分辨相关技术来观察环氧树脂固化过程中的微观动态变化。通过自适应处理方法,采用基线自动确定和最短延迟时间调整方案,调整强度自相关函数的获取,以适应系统的动态发展。然后,该函数可以很好地拟合到标准模型中,从而揭示受内应力松弛和交联网络等非平衡因素影响的系统动态。我们相信,自适应时间分辨相关技术能有效地描述微观动态的发展过程,并具有作为在线监测技术的潜力。
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引用次数: 0
Performance of underwater wireless optical communication using Bessel beams and acousto-optic modulator 使用贝塞尔波束和声光调制器的水下无线光通信性能
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-17 DOI: 10.1016/j.optlaseng.2024.108596

Underwater wireless optical communication (UWOC) is adversely affected by the scattering of impurity particles and turbulence in seawater channels, causing signal quality degradation over long distances. Owing to their physical properties, Bessel beams exhibit anti-interference capabilities in complex seawater environment, highlighting their significant potential for underwater communication. Addressing the issues of high-speed modulation of Bessel beams and their limited non-diffracting range for underwater communication, this paper proposes a UWOC system using Bessel beams and an acousto-optic modulator (AOM). The modulation speed is enhanced by adjusting the beam's focal distance to achieve a transmission rate of at least 20 Mbps. A telescope system was designed to extend the non-diffracting distance of the Bessel beam to 30 m. Experiments were conducted to compare and analyze the changes in the characteristics of the Bessel and Gaussian beam spots under different conditions of chlorophyll solution and temperature. It was confirmed that Bessel beams in this system exhibit superior turbulence and scattering resistance compared to Gaussian beams. Moreover, an in-depth analysis was conducted on how chlorophyll solutions and thermal gradients affect the signal characteristics of Bessel beams. The results show that at the same chlorophyll concentration, the bit error rate increases linearly with the signal rate; under the same thermal gradient, they are inversely proportional. This system validates the feasibility of using Bessel beams in underwater communication, exploiting their potential and offering a new direction for the development of UWOC systems.

水下无线光通信(UWOC)会受到海水信道中杂质颗粒散射和湍流的不利影响,导致长距离信号质量下降。由于其物理特性,贝塞尔波束在复杂的海水环境中表现出抗干扰能力,凸显了其在水下通信中的巨大潜力。针对贝塞尔波束的高速调制及其在水下通信中有限的非衍射范围,本文提出了一种使用贝塞尔波束和声光调制器(AOM)的 UWOC 系统。通过调整光束的焦距来提高调制速度,从而实现至少 20 Mbps 的传输速率。实验比较和分析了贝塞尔光束和高斯光束光斑在不同叶绿素溶液和温度条件下的特性变化。实验证实,与高斯光束相比,该系统中的贝塞尔光束具有更强的抗湍流和抗散射能力。此外,还深入分析了叶绿素溶液和热梯度如何影响贝塞尔光束的信号特征。结果表明,在相同的叶绿素浓度下,误码率与信号率呈线性增长;在相同的热梯度下,两者成反比。该系统验证了在水下通信中使用贝塞尔波束的可行性,挖掘了贝塞尔波束的潜力,为开发 UWOC 系统提供了新的方向。
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引用次数: 0
Multilayer Al grid metasurface bionic layer /graphene stack structure for high-performance polarization detection 用于高性能偏振探测的多层铝栅元表面仿生层/石墨烯叠层结构
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-16 DOI: 10.1016/j.optlaseng.2024.108565

The field of polarization detection is currently important, ensuring lossless detection of polarized light while maintaining a high level of integration presents a challenge. The current research consensus is to establish bionic multilayer structure to solve these problems, but current bionic multilayer research still has the problems of not realizing graphical detection and not stable enough. Building upon existing research in polarization detection structures, this paper proposes a novel Multilayer Al grid Metasurface Bionic Layer /Graphene Stack Polarization Detector (MAGD) to solve the problem. Inspired by the compound eye of insects, the MAGD utilizes a three-layered polarimetric sensing structure. This structure combines graphene and Al grid to form biomimetic structure to achieve simultaneous measurement of the multi-angular components of incident light at a single spatial point. Graphene is combined with quantum dots to improve photoelectric efficiency, and Al grid metasurface bionic layer are optimized to achieve multi-layer polarization sensitivity to mimic the insect compound eye structure. Furthermore, by combining the detection from multiple points, the MAGD can be used for graphical detection. This design offers a promising avenue for achieving more advanced polarization detection capabilities in the future and holds the potential for significantly improved performance compared to existing systems.

偏振检测领域是当前的重要领域,如何在保证高集成度的同时确保无损检测偏振光是一个难题。目前的研究共识是建立仿生多层结构来解决这些问题,但目前的仿生多层研究仍存在无法实现图形检测、不够稳定等问题。本文在现有偏振探测结构研究的基础上,提出了一种新颖的多层铝栅元表面仿生层/石墨烯叠层偏振探测器(MAGD)来解决这一问题。受昆虫复眼的启发,MAGD 采用了三层偏振传感结构。这种结构将石墨烯和铝网格结合起来,形成仿生物结构,从而实现在单个空间点同时测量入射光的多角度分量。石墨烯与量子点的结合提高了光电效率,铝网格元表面仿生层经过优化实现了多层偏振灵敏度,从而模仿了昆虫的复眼结构。此外,通过结合多点检测,MAGD 还可用于图形检测。这种设计为未来实现更先进的偏振探测能力提供了一条前景广阔的途径,与现有系统相比,其性能有可能得到显著提高。
{"title":"Multilayer Al grid metasurface bionic layer /graphene stack structure for high-performance polarization detection","authors":"","doi":"10.1016/j.optlaseng.2024.108565","DOIUrl":"10.1016/j.optlaseng.2024.108565","url":null,"abstract":"<div><p>The field of polarization detection is currently important, ensuring lossless detection of polarized light while maintaining a high level of integration presents a challenge. The current research consensus is to establish bionic multilayer structure to solve these problems, but current bionic multilayer research still has the problems of not realizing graphical detection and not stable enough. Building upon existing research in polarization detection structures, this paper proposes a novel Multilayer Al grid Metasurface Bionic Layer /Graphene Stack Polarization Detector (MAGD) to solve the problem. Inspired by the compound eye of insects, the MAGD utilizes a three-layered polarimetric sensing structure. This structure combines graphene and Al grid to form biomimetic structure to achieve simultaneous measurement of the multi-angular components of incident light at a single spatial point. Graphene is combined with quantum dots to improve photoelectric efficiency, and Al grid metasurface bionic layer are optimized to achieve multi-layer polarization sensitivity to mimic the insect compound eye structure. Furthermore, by combining the detection from multiple points, the MAGD can be used for graphical detection. This design offers a promising avenue for achieving more advanced polarization detection capabilities in the future and holds the potential for significantly improved performance compared to existing systems.</p></div>","PeriodicalId":49719,"journal":{"name":"Optics and Lasers in Engineering","volume":null,"pages":null},"PeriodicalIF":3.5,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142239131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exceptional imaging performance optic coherence tomography miniature probe based on sizable fiber axicon 基于大型光纤轴的卓越成像性能光学相干断层扫描微型探头
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-16 DOI: 10.1016/j.optlaseng.2024.108592

Clinical diagnosis increasingly relies on obtaining visualization images through optical coherence tomography (OCT) endoscopes with small-volume, large focusing depth, and high-resolution performance without damaging fragile tissues and organs. However, the mutual constraints of the depth of focus (DOF) and the lateral resolution currently limit the comprehensive imaging performance and widespread application of optical endoscopic probes. To overcome the inherent DOF-resolution tradeoff, a low-cost, ultra-thin fiber-optic endoscopic OCT probe with extended Bessel-like focus has been proposed and demonstrated. The waist diameter of the illumination beam is expanded by a large-diameter no core fiber (∼250 μm) and a fiber microsphere (∼600 μm). The sizable fiber axicon ground on the microsphere provides an opportunity to generate quasi-Bessel beam with a full width at half maxima (FWHM) diameter of the quasi-invariant focused spot-size of about 1.67 μm over the DOF range of 534 μm. The imaging performance and the vast potential for diverse applications of the fiber axicon-based OCT probe were validated by imaging of multiple samples. The low-cost, miniaturization, and ultrahigh imaging performance fiber-optic axicon probe are very attractive for OCT imaging in biomedical, clinical diagnosis, and intervention applications.

临床诊断越来越依赖于通过光学相干断层成像(OCT)内窥镜获得可视化图像,这种内窥镜体积小、聚焦深度大、分辨率高,而且不会损伤脆弱的组织和器官。然而,目前聚焦深度(DOF)和横向分辨率的相互制约限制了光学内窥镜探头的综合成像性能和广泛应用。为了克服固有的焦深-分辨率权衡问题,一种具有扩展贝塞尔焦距的低成本超薄光纤内窥镜 OCT 探头被提出并得到了验证。大直径无芯光纤(∼250 μm)和光纤微球(∼600 μm)扩大了照明光束的腰径。微球上可观的光纤轴心为产生准贝塞尔光束提供了机会,在 534 μm 的 DOF 范围内,准不变聚焦光斑尺寸的半最大值全宽(FWHM)直径约为 1.67 μm。通过对多个样本的成像,验证了基于光纤轴的 OCT 探头的成像性能和在各种应用中的巨大潜力。这种低成本、微型化和超高成像性能的光纤轴心探头对生物医学、临床诊断和干预应用中的 OCT 成像非常有吸引力。
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引用次数: 0
Filtered back projection-deconvolution method for light field reconstruction from the focal stack 从焦堆重建光场的滤波背投-解卷积法
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-16 DOI: 10.1016/j.optlaseng.2024.108576

In the simplification, a light field is a four-dimensional (4D) function, and light field reconstruction aims to recover this 4D function from a three-dimensional (3D) focal stack, so it is a seriously ill-posed reconstruction problem from incomplete projection data. Based on the known 3D data of the focal stack in the frequency domain, we introduce a 3D assumption for the light field and derive an analytical reconstruction formula of the light field with an infinite depth range ρ. Subsequently, we establish the filtered back projection (FBP) algorithm to reconstruct the light field from the focal stack. Under certain assumptions concerning the light field and window functions, we prove the convergence of our proposed method at any continuous point. Since in actual data sampling scenarios, the light field is reconstructed only by a small number of focal stacks, a deconvolution algorithm is introduced based on the FBP algorithm to further enhance quality, which is called the filtered back projection-deconvolution (FBP-D) method. Our experimental results demonstrate the superiority of the proposed algorithm compared to the FBP method and other existing methods. Notably, the algorithm exhibits enhanced performance when employing a smooth boundary window and a larger depth range ρ.

在简化过程中,光场是一个四维(4D)函数,而光场重构的目的是从三维(3D)焦堆中恢复这个 4D 函数,因此这是一个从不全投影数据中进行重构的严重问题。基于频域中已知的三维焦堆数据,我们引入了光场的三维假设,并推导出无限深度范围 ρ 的光场解析重建公式。在光场和窗口函数的某些假设条件下,我们证明了我们提出的方法在任何连续点上的收敛性。由于在实际数据采样场景中,光场仅由少量焦堆重建,因此我们在 FBP 算法的基础上引入了一种解卷积算法,以进一步提高质量,这种算法被称为滤波背投-解卷积(FBP-D)方法。我们的实验结果表明,与 FBP 方法和其他现有方法相比,所提出的算法更具优势。值得注意的是,该算法在采用平滑边界窗口和更大深度范围 ρ 时表现出更强的性能。
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引用次数: 0
Field-portable digital holographic quantitative phase imaging with a compact microscope's add-on module 利用紧凑型显微镜的附加模块进行现场便携式数字全息定量相位成像
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-16 DOI: 10.1016/j.optlaseng.2024.108580

Digital holographic microscopy (DHM) is emerged as a promising quantitative phase-contrast imaging tool for full complex wavefront reconstruction of micron-sized bio-samples. The technique covers the dynamics investigation ranging in scales from sub-cellular to tissue and from milliseconds to hours. Recent advances of DHM lie in the configuration and numerical development of the method and making it more feasible for the users without optical expertise. In this paper, we aim to propose a low-cost and portable add-on module for DHM, which can be mounted on either the ocular or camera port of a conventional microscope and easily turn it to a multi-modal bright-field and DHM imaging tool. The module works based on the off-axis, common-path geometry using a single Fresnel biprism in the detection path of the microscope. This configuration enables a compact and cost-effective solution for point of care applications and in field measurements. The feasibility and efficiency of the device have been confirmed through several morphological investigations on biological specimens and the sub-nanometer phase stability enables the measurement of cell dynamics and phenotypic changes such as motility, growth, differentiation and membrane oscillations.

数字全息显微镜(DHM)是一种前景广阔的定量相位对比成像工具,可用于微米级生物样本的全复杂波面重建。该技术涵盖了从亚细胞到组织、从毫秒到数小时的动态研究。DHM 的最新进展在于该方法的配置和数值开发,并使其对没有光学专业知识的用户更加可行。在本文中,我们旨在提出一种低成本、便携式的 DHM 附加模块,该模块可安装在传统显微镜的目镜或相机端口上,轻松将其转变为多模式明视野和 DHM 成像工具。该模块的工作原理是在显微镜的检测路径上使用单个菲涅尔双棱镜,采用离轴共路径几何结构。这种配置为医疗点应用和现场测量提供了一种紧凑、经济的解决方案。该装置的可行性和效率已通过对生物标本的形态学研究得到证实,亚纳米级的相位稳定性使其能够测量细胞动态和表型变化,如运动、生长、分化和膜振荡。
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引用次数: 0
Polarization-enhanced contrast imaging for pupil detection 用于瞳孔检测的偏振增强对比成像技术
IF 3.5 2区 工程技术 Q2 OPTICS Pub Date : 2024-09-16 DOI: 10.1016/j.optlaseng.2024.108595

In pupil detection within the visible light spectrum, intensity information serves as a carrier for capturing the reflective characteristics of images. When the reflectance of the pupil and its adjacent iris is similar, effectively distinguishing between them becomes challenging. Polarization provides additional information sensitive to the physical and chemical properties of objects, aiding in overcoming this problem. In the polarimetric pupil detection method, the transmission process of polarized light in the human eye model is theoretically analyzed. Arbitrary orthogonal polarization channels are utilized instead of intensity to describe the collected image, facilitating the extraction of polarization information corresponding to each channel. Experimental validation of the proposed method was conducted using active polarization illumination imaging experiments. The experimental results verify that the polarimetric pupil detection method could not only suppress the scatter noise but also be capable of obtaining a combination of intensity and polarization information. Moreover, exploiting the distinctions in depolarization characteristics among biological tissues can substantially improve their contrast.The research findings presented in this article provide insights into enhancing imaging methods for existing pupil detection schemes.

在可见光光谱内的瞳孔检测中,强度信息是捕捉图像反射特性的载体。当瞳孔及其相邻虹膜的反射率相似时,有效区分它们就变得非常困难。偏振提供了对物体物理和化学特性敏感的额外信息,有助于克服这一问题。偏振瞳孔检测方法从理论上分析了偏振光在人眼模型中的传输过程。利用任意正交偏振通道代替强度来描述采集到的图像,便于提取每个通道对应的偏振信息。利用主动偏振照明成像实验对提出的方法进行了实验验证。实验结果验证了偏振瞳孔检测方法不仅能抑制散射噪声,还能获得强度和偏振信息的组合。此外,利用生物组织间去极化特性的差异,可以大大提高它们的对比度。本文介绍的研究成果为改进现有瞳孔检测方案的成像方法提供了启示。
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引用次数: 0
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Optics and Lasers in Engineering
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