Point Spread Function

点扩散函数
  • 文章类型: Journal Article
    目的:证明在20kHz的超声开关频率下使用非线性梯度场进行空间编码的可行性,并提出一种框架来重建以这种方式采集的数据。
    方法:通过使用单轴无声梯度插入物在外围成像来实现20kHz的非线性编码,That,是非线性区域,梯度场。梯度插入在相位编码方向上引起快速振荡的梯度场,当与来自线性全身梯度的笛卡尔读出相结合时,可以实现非线性编码。使用点扩散函数(PSF)框架重建来自2D梯度回波序列的数据。还通过回顾性欠采样(R=1至R=8)模拟加速扫描,以确定PSF框架用于加速成像的有效性。
    结果:使用在20kHz下切换的非线性梯度场和PSF框架产生的图像质量与来自常规笛卡尔线性编码的图像相当。在加速系数增加时(R≤8),通过改进对混叠伪影的控制,PSF框架优于线性SENSE重建。
    结论:使用PSF框架,通过组合传统的线性和超声振荡非线性编码场,可以实现与传统SENSE重建质量相当的图像。使用非线性梯度场放松了对严格线性梯度场的需求,实现更高的压摆率,降低周围神经刺激或心脏刺激的风险,这可以帮助扩展到超声全身MRI。混叠伪影的缺乏也突出了使用PSF框架加速成像的潜力。
    OBJECTIVE: To demonstrate the feasibility of using a nonlinear gradient field for spatial encoding at the ultrasonic switching frequency of 20 kHz and present a framework to reconstruct data acquired in this way.
    METHODS: Nonlinear encoding at 20 kHz was realized by using a single-axis silent gradient insert for imaging in the periphery, that, is the nonlinear region, of the gradient field. The gradient insert induces a rapidly oscillating gradient field in the phase-encode direction, which enables nonlinear encoding when combined with a Cartesian readout from the linear whole-body gradients. Data from a 2D gradient echo sequence were reconstructed using a point spread function (PSF) framework. Accelerated scans were also simulated via retrospective undersampling (R = 1 to R = 8) to determine the effectiveness of the PSF-framework for accelerated imaging.
    RESULTS: Using a nonlinear gradient field switched at 20 kHz and the PSF-framework resulted in images of comparable quality to images from conventional Cartesian linear encoding. At increased acceleration factors (R ≤ 8), the PSF-framework outperformed linear SENSE reconstructions by improved controlling of aliasing artifacts.
    CONCLUSIONS: Using the PSF-framework, images of comparable quality to conventional SENSE reconstructions are possible via combining traditional linear and ultrasonic oscillating nonlinear encoding fields. Using nonlinear gradient fields relaxes the demand for strictly linear gradient fields, enabling much higher slew rates with a reduced risk of peripheral nerve stimulation or cardiac stimulation, which could aid in extension to ultrasonic whole-body MRI. The lack of aliasing artifacts also highlights the potential of accelerated imaging using the PSF-framework.
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  • 文章类型: Journal Article
    目的:图像质量的综合评估需要考虑(i)强度伪影的空间变化,(ii)几何失真,(iii)信噪比(SNR),和(Iv)空间分辨率,在其他因素中。这项工作提出了一种方法来满足这种需求,从幻影设计到图像分析,并将其应用于金属附近成像的场景。
    方法:开发了一种采用陀螺晶格的模块化体模设计,以实现金属髋关节植入物附近图像质量的共同配准体积定量。提出了一种通过局部点扩散函数(PSF)估计来测量空间分辨率的方法,并研究了陀螺和立方晶格的相对适应度。强度神器,几何失真,和信噪比图也被计算。在3TMRI扫描仪上使用2D-FSE和MAVRIC-SL扫描协议显示结果。
    结果:空间分辨率方法演示了用于测量高达3个像素(半峰全宽)的平面内模糊的最坏情况误差为0.17个像素。对于局部PSF估计任务,陀螺优于立方晶格设计。体模支持四种配置,以良好的空间对应性切换金属和结构的存在/不存在,以对四个质量因子进行共同配准分析。评估一个扫描协议的边缘扫描时间相当于五次重复。体模设计可以在2天内以可忽略的材料成本制造。
    结论:体模和相关的分析方法可以阐明涉及强度伪影的复杂图像质量权衡,几何失真,SNR,和空间分辨率。方法的集合适用于对金属附近的成像性能进行基准测试。
    OBJECTIVE: Comprehensive assessment of image quality requires accounting for spatial variations in (i) intensity artifact, (ii) geometric distortion, (iii) signal-to-noise ratio (SNR), and (iv) spatial resolution, among other factors. This work presents an ensemble of methods to meet this need, from phantom design to image analysis, and applies it to the scenario of imaging near metal.
    METHODS: A modular phantom design employing a gyroid lattice is developed to enable the co-registered volumetric quantitation of image quality near a metallic hip implant. A method for measuring spatial resolution by means of local point spread function (PSF) estimation is presented and the relative fitness of gyroid and cubic lattices is examined. Intensity artifact, geometric distortion, and SNR maps are also computed. Results are demonstrated with 2D-FSE and MAVRIC-SL scan protocols on a 3T MRI scanner.
    RESULTS: The spatial resolution method demonstrates a worst-case error of 0.17 pixels for measuring in-plane blurring up to 3 pixels (full width at half maximum). The gyroid outperforms a cubic lattice design for the local PSF estimation task. The phantom supports four configurations toggling the presence/absence of both metal and structure with good spatial correspondence for co-registered analysis of the four quality factors. The marginal scan time to evaluate one scan protocol amounts to five repetitions. The phantom design can be fabricated in 2 days at negligible material cost.
    CONCLUSIONS: The phantom and associated analysis methods can elucidate complex image quality trade-offs involving intensity artifact, geometric distortion, SNR, and spatial resolution. The ensemble of methods is suitable for benchmarking imaging performance near metal.
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  • 文章类型: Journal Article
    已发现微RNA参与多种眼部疾病的进展。
    白内障和青光眼经常共存,联合手术是一种常见的治疗方法。本研究旨在分析miR-26a与白内障合并青光眼患者视觉质量的相关性。
    纳入70例白内障合并青光眼患者和70例健康志愿者,接受超声乳化和小梁切除术。根据miR-26a的平均表达将患者分为低和高miR-26a表达组。客观散射指数,斯特雷尔比率,通过光学质量分析系统II分析了调制后的传递函数截止值。miR-26a的变化,客观散射指数,斯特雷尔比率,调制传递函数截止,并对指标之间的相关性进行了分析。通过基因本体论和基因和基因组功能富集的京都百科全书分析miR-26a的下游基因。
    患者和对照组在脂质生物标志物水平和视觉指标方面存在显着差异。miR-26a在患者组中降低。miR-26a低表达组的Strehl比率和调节的传递函数截止值均低于高表达组,而平均视野缺损和客观散射指数均高于高表达组。miR-26a的表达与疾病的严重程度和客观散射指数呈负相关,与Strehl比率和调制传递函数截止值正相关。手术后,miR-26a,斯特雷尔比率,调制传递函数截止值增加,客观散射指数下降。miR-26a的下游基因与多个生物学过程和信号通路有关。
    合并青光眼的白内障患者,miR-26a的表达低于匹配的对照,并且在白内障摘除和小梁切除术后增加。
    UNASSIGNED: microRNAs have been found to be involved in the progression of a variety of ocular diseases.
    UNASSIGNED: Cataract and glaucoma often coexist, and combined surgery is a common treatment. The aim of this study is to analyse the correlation between miR-26a and visual quality in cataract patients with glaucoma.
    UNASSIGNED: Seventy patients with cataract and glaucoma and 70 healthy volunteers were enrolled and received phacoemulsification and trabeculectomy. The patients were divided into low and high miR-26a expression groups according to miR-26a mean expression. The objective scattering index, strehl ratio, and modulated transfer function cut-off were analysed by optical quality analysis system II. The changes of miR-26a, objective scattering index, strehl ratio, modulated transfer function cut-off, and the correlation between the indicators were analysed. The downstream genes of miR-26a were analysed by Gene Ontology and Kyoto Encyclopaedia of Genes and Genomes functional enrichment.
    UNASSIGNED: There were significant differences between patients and controls in lipid biomarker levels and visual indicators. miR-26a was decreased in the patient group. Strehl ratio and modulated transfer function cut-off in the miR-26a low-expression group were lower than in high-expression group, while mean defect of the visual field and objective scattering index were higher than in high-expression group. The miR-26a expression was negatively correlated with the severity of disease and objective scattering index, and positively correlated with strehl ratio and modulated transfer function cut-off. After surgery, miR-26a, strehl ratio, and modulated transfer function cut-off were increased, and objective scattering index was decreased. The downstream genes of miR-26a were related to several biological processes and signalling pathways.
    UNASSIGNED: In cataract patients with glaucoma, miR-26a expression was lower than matched controls and increased following combined cataract removal and trabeculectomy.
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  • 文章类型: Journal Article
    虽然X射线光子计数探测器(PCD)有望彻底改变医学成像,评估它们的理论框架通常限于足够低的入射通量率,以至于检测器响应可以被认为是线性的。然而,典型的临床操作条件导致严重的堆积,使线性响应的假设无效。这里,我们提出了一个旨在评估PCD的框架,考虑到它们的非线性行为。
    我们采用小信号分析来研究PCD在堆积条件下的行为。响应近似为围绕给定工作点的线性,由入射光谱和注量率决定。随后通过所提出的扰动点扩展函数(pPSF)来描述检测器响应。我们使用理想化的直接和间接转换PCD的蒙特卡罗模拟来证明这种方法。
    计算两个PCD的pPSF。然后示出了pPSF如何允许确定检测器信号对任意病变的灵敏度。这个例子说明了堆积的有害影响,这可能会导致非直觉效应,例如能量仓之间/内的对比度/对比度噪声比反转或消除。
    所提出的框架允许在给定操作点在临床现实条件下量化PCD的光谱和空间性能。所呈现的示例说明了为什么不应该在假定PCD是线性系统的情况下对它们进行分析。框架可以,例如,用于指导PCD和基于PCD的系统的开发。此外,它可以应用于适应常用的措施,如调制传递函数,非线性PCDs。
    UNASSIGNED: While X-ray photon-counting detectors (PCDs) promise to revolutionize medical imaging, theoretical frameworks to evaluate them are commonly limited to incident fluence rates sufficiently low that the detector response can be considered linear. However, typical clinical operating conditions lead to a significant level of pile-up, invalidating this assumption of a linear response. Here, we present a framework that aims to evaluate PCDs, taking into account their non-linear behavior.
    UNASSIGNED: We employ small-signal analysis to study the behavior of PCDs under pile-up conditions. The response is approximated as linear around a given operating point, determined by the incident spectrum and fluence rate. The detector response is subsequently described by the proposed perturbation point spread function (pPSF). We demonstrate this approach using Monte-Carlo simulations of idealized direct- and indirect-conversion PCDs.
    UNASSIGNED: The pPSFs of two PCDs are calculated. It is then shown how the pPSF allows to determine the sensitivity of the detector signal to an arbitrary lesion. This example illustrates the detrimental influence of pile-up, which may cause non-intuitive effects such as contrast/contrast-to-noise ratio inversion or cancellation between/within energy bins.
    UNASSIGNED: The proposed framework permits quantifying the spectral and spatial performance of PCDs under clinically realistic conditions at a given operating point. The presented example illustrates why PCDs should not be analyzed assuming that they are linear systems. The framework can, for example, be used to guide the development of PCDs and PCD-based systems. Furthermore, it can be applied to adapt commonly used measures, such as the modulation transfer function, to non-linear PCDs.
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  • 文章类型: Journal Article
    目的:本研究的目的是使用精心设计的参数分析,量化部分体积校正三维体积流量(3DVF)测量的准确性,作为空间采样束密度的函数,以告知3DVF的目标应用。
    方法:实验研究采用机械扫描曲线超声阵列,在由四个管腔直径(6.35、4.88、3.18和1.65mm)组成的流动模型中获取3D彩色流(6.3MHz)图像,体积流速为440、260、110和30mL/min,分别。部分体积校正三维体积流量(3DVF)测量,基于高斯曲面积分原理,在以1厘米增量位于2和6厘米深度之间的五个感兴趣区域计算。在每个深度,还确定了颜色流束点扩散函数(PSF),使用同相/正交数据,使得3DVF偏置然后可以与空间采样光束密度相关。对使用实验测量的PSF采样的层流抛物线流动轮廓进行了相应的模拟。计算每个深度的管腔直径和PSF的所有组合的体积流量。
    结果:精确的3DVF测量,即,偏差小于±20%,实现了空间采样光束密度,其中至少6个垂直彩色流束可以跨内腔定位。在这些情况下,存在大于8个横向颜色流束。PSF测量显示平均横向到高度的光束宽度不对称性为1:2。体积流量测量偏差随着管腔内彩色流束空间采样密度的降低而增加。
    结论:3DVF的应用,尤其是在临床领域,应专注于可以实现6×6(横向x高程)光束的空间采样密度的区域,以最大程度地减少测量偏差。具有对称PSF的基于矩阵的超声阵列对于在较小血管中实现足够的波束密度可能是有利的。
    OBJECTIVE: The purpose of this study was to quantify the accuracy of partial volume-corrected three-dimensional volume flow (3DVF) measurements as a function of spatial sampling beam density using carefully-designed parametric analyses in order to inform the target applications of 3DVF.
    METHODS: Experimental investigations employed a mechanically-swept curvilinear ultrasound array to acquire 3D color flow (6.3 MHz) images in flow phantoms consisting of four lumen diameters (6.35, 4.88, 3.18 and 1.65 mm) with volume flow rates of 440, 260, 110 and 30 mL/min, respectively. Partial volume-corrected three-dimensional volume flow (3DVF) measurements, based on the Gaussian surface integration principle, were computed at five regions of interest positioned between depths of 2 and 6 cm in 1 cm increments. At each depth, the color flow beam point spread function (PSF) was also determined, using in-phase/quadrature data, such that 3DVF bias could then be related to spatial sampling beam density. Corresponding simulations were performed for a laminar parabolic flow profile that was sampled using the experimentally-measured PSFs. Volume flow was computed for all combinations of lumen diameters and the PSFs at each depth.
    RESULTS: Accurate 3DVF measurements, i.e., bias less than ±20%, were achieved for spatial sampling beam densities where at least 6 elevational color flow beams could be positioned across the lumen. In these cases, greater than 8 lateral color flow beams were present. PSF measurements showed an average lateral-to-elevational beam width asymmetry of 1:2. Volume flow measurement bias increased as the color flow beam spatial sampling density within the lumen decreased.
    CONCLUSIONS: Applications of 3DVF, particularly those in the clinical domain, should focus on areas where a spatial sampling density of 6 × 6 (lateral x elevational) beams can be realized in order to minimize measurement bias. Matrix-based ultrasound arrays that possess symmetric PSFs may be advantageous to achieve adequate beam densities in smaller vessels.
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  • 文章类型: Journal Article
    目的:评估跨上皮角膜胶原交联(CXL)治疗对进行性圆锥角膜患者CXL术后12个月随访时角膜光学性能的影响。
    方法:纳入67例患者的110只眼。通过Sirius双扫描角膜断层扫描记录了4毫米直径瞳孔上的以下角膜光学像差:角膜高阶像差的前后量[HOAs],垂直昏迷,水平昏迷,垂直三叶草,斜三叶形,和球面像差,和点扩散函数(PSF)的Strehl比率。
    结果:角膜总HOA的均均方根误差值有显著改善,完全昏迷,前HOA,前昏迷,CXL后垂直昏迷(全部P>0.05)。后像差参数未发现显着变化。CXL后PSF值无明显变化(P>0.05)。角膜地形图测量结果与基线测量结果相比,平均模拟角膜曲率测量1,模拟角膜曲率测量2和最大角膜曲率测量没有变化(全部P>0.05)。12个月时,未矫正(UCVA)和最佳矫正(BCVA)视力均有显著改善(P<0.001,两者).大多数角膜像差与术后BCVA显着相关,但HOA的变化与视力改善无统计学关联.
    结论:经上皮CXL在手术1年后可有效稳定角膜测量指数并改善大多数角膜像差。虽然对CXL术后像差的愈合效果在总参数和前参数上,在后表面没有观察到显著的变化。此外,观察到,经上皮CXL治疗未引起PSF分布数据的显著变化.
    OBJECTIVE: To evaluate the effect of transepithelial corneal collagen crosslinking (CXL) treatment on the optical performance of the cornea at 12-month follow-up after CXL in patients with progressive keratoconus.
    METHODS: One hundred and ten eyes of 67 patients were included. The following corneal optical aberrations over the 4-mm-diameter pupil were recorded via Sirius dual-scanning corneal tomography: total, anterior and posterior amount of corneal higher order aberrations [HOAs], vertical coma, horizontal coma, vertical trefoil, oblique trefoil, and spherical aberration, and Strehl ratio of point spread function (PSF).
    RESULTS: There were significant improvements in mean root mean square error values for corneal total HOA, total coma, anterior HOA, anterior coma, and vertical coma following CXL (P > 0.05, for all). No significant changes were found in the posterior aberometric parameters. PSF value did not change after CXL (P > 0.05). The corneal topographic measurements not revealed a change in the mean simulated keratometry-1, simulated keratometry-2, and maximum keratometry compared with the baseline measurements (P > 0.05, for all). At 12 months, there was a significant improvement in the uncorrected (UCVA) and best corrected (BCVA) visual acuity (P < 0.001, both). Most corneal aberrations correlated significantly with postoperative BCVA, but changes in HOAs were not statistically associated with improvements in visual acuity.
    CONCLUSIONS: Transepithelial CXL was effective in stabilizing the keratometric indices and improving the most corneal aberrations in keratoconic eyes 1 year after the procedure. While the healing effect on aberrations after CXL was in total and anterior parameters, no significant changes were observed in the posterior surface. In addition, it was observed that transepithelial CXL treatment did not cause a significant change in PSF distribution data.
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  • 文章类型: Journal Article
    背景:回波平面成像(EPI)Abbrevs是一种常用于磁共振成像(MRI)的快速测量技术,但对重建中的测量非理想性高度敏感。点扩散函数(PSF)编码的EPI是一种多镜头策略,可以减轻失真,但是采集适用于直接无失真成像的编码会延长扫描时间。在这项工作中,引入了基于模型的迭代重建(MBIR)框架,用于使用PSF-EPI进行直接成像,以提高图像质量和加速潜力。
    方法:为加速PSF-EPI开发了MBIR平台。重建利用子空间表示,是正规化的,以促进当地的低排名(LLR),并使用变量拆分进行高效迭代。根据前瞻性加速的PSF-EPI数据和回顾性子抽样,对标准重建进行了比较。探索PSF编码维度的激进部分傅立叶加速度,在数值实验中,我们对向直接PSF-EPI延伸的Homodyne进行了额外的比较.完成了神经放射科医生的评估,将直接从回顾性截断数据中使用MBIR重建的图像与从非截断数据集的标准重建获得的图像进行比较。
    结果:MBIR的图像质量结果始终优于标准重建和零差重建。由于MBIR信号模型和重建允许对PSF空间进行任意采样,还演示了PSF编码维的随机抽样,定量评估表明,通过非均匀PSF采样结合部分傅立叶采样可实现最佳性能。通过回顾性二次抽样,MBIR从亚分钟扫描数据集中重建高质量图像。在神经放射学家的评估中,MBIR在五个性能标准中的三个方面表现优异,与其余两个等价。
    结论:引入了一种新颖的图像重建框架,用于使用PSF-EPI进行直接成像,从高度加速的PSF编码EPI数据中实现任意PSF空间采样和诊断质量图像的重建。
    BACKGROUND: Echo planar imaging (EPI) is a fast measurement technique commonly used in magnetic resonance imaging (MRI), but is highly sensitive to measurement non-idealities in reconstruction. Point spread function (PSF)-encoded EPI is a multi-shot strategy which alleviates distortion, but acquisition of encodings suitable for direct distortion-free imaging prolongs scan time. In this work, a model-based iterative reconstruction (MBIR) framework is introduced for direct imaging with PSF-EPI to improve image quality and acceleration potential.
    METHODS: An MBIR platform was developed for accelerated PSF-EPI. The reconstruction utilizes a subspace representation, is regularized to promote local low-rankedness (LLR), and uses variable splitting for efficient iteration. Comparisons were made against standard reconstructions from prospectively accelerated PSF-EPI data and with retrospective subsampling. Exploring aggressive partial Fourier acceleration of the PSF-encoding dimension, additional comparisons were made against an extension of Homodyne to direct PSF-EPI in numerical experiments. A neuroradiologists\' assessment was completed comparing images reconstructed with MBIR from retrospectively truncated data directly against images obtained with standard reconstructions from non-truncated datasets.
    RESULTS: Image quality results were consistently superior for MBIR relative to standard and Homodyne reconstructions. As the MBIR signal model and reconstruction allow for arbitrary sampling of the PSF space, random sampling of the PSF-encoding dimension was also demonstrated, with quantitative assessments indicating best performance achieved through nonuniform PSF sampling combined with partial Fourier. With retrospective subsampling, MBIR reconstructs high-quality images from sub-minute scan datasets. MBIR was shown to be superior in a neuroradiologists\' assessment with respect to three of five performance criteria, with equivalence for the remaining two.
    CONCLUSIONS: A novel image reconstruction framework is introduced for direct imaging with PSF-EPI, enabling arbitrary PSF space sampling and reconstruction of diagnostic-quality images from highly accelerated PSF-encoded EPI data.
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  • 文章类型: Journal Article
    在这篇文章中,我们提出了一种新的方法,称为点扩散函数(PSF)-Radon变换算法。该算法包括从线扩展函数的Radon变换(在线方向轴上)恢复仪器PSF(即,一条线的图像)。我们介绍了该方法,并用合成图像进行了测试,以及来自微距镜头相机和显微镜的真实图像。一个独立的程序和一个教程是可用的,对于任何感兴趣的用户,在Martinez(PSF-Radon变换算法,独立程序)。研究重点:仪器PSF的确定是一个关键问题。如果通过反卷积以数字方式执行图像改善,则必须进行精确的PSF确定。与从非常小的珠子测量PSF相比,实现相同性能的曝光时间少得多。不需要通过分析函数调整PSF来克服噪声不确定性。
    In this article, we present a new method called point spread function (PSF)-Radon transform algorithm. This algorithm consists on recovering the instrument PSF from the Radon transform (in the line direction axis) of the line spread function (i.e., the image of a line). We present the method and tested with synthetic images, and real images from macro lens camera and microscopy. A stand-alone program along with a tutorial is available, for any interested user, in Martinez (PSF-Radon transform algorithm, standalone program). RESEARCH HIGHLIGHTS: Determining the instrument PSF is a key issue. Precise PSF determinations are mandatory if image improvement is performed numerically by deconvolution. Much less exposure time to achieve the same performance than a measurement of the PSF from a very small bead. Does not require having to adjust the PSF by an analytical function to overcome the noise uncertainties.
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  • 文章类型: Journal Article
    HoloTile是一种获得专利的计算机生成的全息方法,旨在减少由于傅立叶全息系统中的点扩散函数的非平凡物理范围与相邻频率分量的重叠而引起的斑点噪声。通过将快速生成的子全息图的仅相位平铺与PSF整形相位轮廓相结合,傅立叶域中的每个频率分量-或输出“像素”-被整形为期望的非重叠轮廓。在本文中,我们展示了高分辨率,可以使用HoloTile实现的斑点减少重建,以及提出新的HoloTile模式,包括具有新密钥属性的PSF选项的扩展列表。此外,我们讨论了HoloTile的许多应用,它的快速全息图生成,新的PSF选项可能是一个理想的选择,包括粒子的光学捕获和操纵,体积添加剂印刷,信息传输和量子通信。
    HoloTile is a patented computer generated holography approach with the aim of reducing the speckle noise caused by the overlap of the non-trivial physical extent of the point spread function in Fourier holographic systems from adjacent frequency components. By combining tiling of phase-only of rapidly generated sub-holograms with a PSF-shaping phase profile, each frequency component - or output ``pixel\" - in the Fourier domain is shaped to a desired non-overlapping profile. In this paper, we show the high-resolution, speckle-reduced reconstructions that can be achieved with HoloTile, as well as present new HoloTile modalities, including an expanded list of PSF options with new key properties. In addition, we discuss numerous applications for which HoloTile, its rapid hologram generation, and the new PSF options may be an ideal fit, including optical trapping and manipulation of particles, volumetric additive printing, information transfer and quantum communication.
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  • 文章类型: Journal Article
    本文提出了一种有监督的深度神经网络模型,用于实现自适应光学(AO)图像的高效图像质量评估(IQA)。基于地面望远镜的AO成像系统受到残余大气湍流的影响,跟踪误差,和光电噪声,这会导致不同程度的图像退化,使图像处理具有挑战性。目前,评估AO图像的质量和选择帧取决于传统的IQA方法或经验丰富的研究人员的手动评估,两者都不完全可靠。所提出的网络是通过利用退化图像的点扩散函数(PSF)和Airy点之间的相似性作为其监督训练来训练的,而不是依赖于退化图像本身的特征作为质量标签。这种方法反映了AO成像过程的退化因素与图像质量之间的关系,并且不需要分析图像的特定特征或退化模型。模拟测试数据显示Spearman的秩相关系数(SRCC)为0.97,并且我们的方法也使用实际采集的AO图像进行了验证。实验结果表明,与传统的IQA方法相比,我们的方法可以更准确地评估AO图像质量。
    This paper proposes a supervised deep neural network model for accomplishing highly efficient image quality assessment (IQA) for adaptive optics (AO) images. The AO imaging systems based on ground-based telescopes suffer from residual atmospheric turbulence, tracking error, and photoelectric noise, which can lead to varying degrees of image degradation, making image processing challenging. Currently, assessing the quality and selecting frames of AO images depend on either traditional IQA methods or manual evaluation by experienced researchers, neither of which is entirely reliable. The proposed network is trained by leveraging the similarity between the point spread function (PSF) of the degraded image and the Airy spot as its supervised training instead of relying on the features of the degraded image itself as a quality label. This approach is reflective of the relationship between the degradation factors of the AO imaging process and the image quality and does not require the analysis of the image\'s specific feature or degradation model. The simulation test data show a Spearman\'s rank correlation coefficient (SRCC) of 0.97, and our method was also validated using actual acquired AO images. The experimental results indicate that our method is more accurate in evaluating AO image quality compared to traditional IQA methods.
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