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An investigation of image fusion algorithms using a visual performance-based image evaluation methodology 基于视觉性能的图像评价方法的图像融合算法研究
Pub Date : 2008-05-06 DOI: 10.1117/12.779752
Kelly E. Neriani, A. Pinkus, David W. Dommett
It is believed that the fusion of multiple different images into a single image should be of great benefit to Warfighters engaged in a search task. As such, more research has focused on the improvement of algorithms designed for image fusion. Many different fusion algorithms have already been developed; however, the majority of these algorithms have not been assessed in terms of their visual performance-enhancing effects using militarily relevant scenarios. The goal of this research is to apply a visual performance-based assessment methodology to assess four algorithms that are specifically designed for fusion of multispectral digital images. The image fusion algorithms used in this study included a Principle Component Analysis (PCA) based algorithm, a Shift-invariant Wavelet transform algorithm, a Contrast-based algorithm, and the standard method of fusion, pixel averaging. The methodology used has been developed to acquire objective human visual performance data as a means of evaluating the image fusion algorithms. Standard objective performance metrics, such as response time and error rate, were used to compare the fused images versus two baseline conditions comprising each individual image used in the fused test images (an image from a visible sensor and a thermal sensor). Observers completed a visual search task using a spatial-forced-choice paradigm. Observers searched images for a target (a military vehicle) hidden among foliage and then indicated in which quadrant of the screen the target was located. Response time and percent correct were measured for each observer. Results of this study and future directions are discussed.
人们认为,将多个不同的图像融合成一个图像对作战人员从事搜索任务有很大的好处。因此,更多的研究集中在改进图像融合算法上。许多不同的融合算法已经被开发出来;然而,这些算法中的大多数都没有在军事相关场景中对其视觉性能增强效果进行评估。本研究的目的是应用基于视觉性能的评估方法来评估四种专门为多光谱数字图像融合而设计的算法。本研究中使用的图像融合算法包括基于主成分分析(PCA)的算法、基于shift不变小波变换的算法、基于对比度的算法以及融合的标准方法——像素平均。所使用的方法已经发展为获取客观的人类视觉表现数据作为评估图像融合算法的手段。标准的客观性能指标,如响应时间和错误率,用于比较融合图像与两个基线条件,包括融合测试图像中使用的每个单独图像(来自可见光传感器和热传感器的图像)。观察者使用空间强迫选择范式完成视觉搜索任务。观察者在图像中搜索隐藏在树叶中的目标(一辆军用车辆),然后指出目标位于屏幕的哪个象限。测量每个观察者的反应时间和正确率。讨论了本研究的结果和未来的发展方向。
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引用次数: 9
Joint search and sensor management for geosynchronous satellites 地球同步卫星联合搜索与传感器管理
Pub Date : 2008-05-06 DOI: 10.1117/12.778225
A. Zatezalo, A. El-Fallah, R. Mahler, R. Mehra, K. Pham
Joint search and sensor management for space situational awareness presents daunting scientific and practical challenges as it requires a simultaneous search for new, and the catalog update of the current space objects. We demonstrate a new approach to joint search and sensor management by utilizing the Posterior Expected Number of Targets (PENT) as the objective function, an observation model for a space-based EO/IR sensor, and a Probability Hypothesis Density Particle Filter (PHD-PF) tracker. Simulation and results using actual Geosynchronous Satellites are presented.
空间态势感知的联合搜索和传感器管理提出了令人生畏的科学和实践挑战,因为它需要同时搜索新的和当前空间物体的目录更新。我们展示了一种联合搜索和传感器管理的新方法,该方法利用目标后验期望数(PENT)作为目标函数,一个天基EO/IR传感器的观测模型,以及一个概率假设密度粒子滤波(PHD-PF)跟踪器。给出了实际地球同步卫星的仿真结果。
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引用次数: 21
An approach for evaluating assisted target detection technology 一种评价辅助目标检测技术的方法
Pub Date : 2008-05-06 DOI: 10.1117/12.777612
J. Irvine, J. Leonard, Peter Doucette, Ann Martin
The literature is replete with assisted target recognition (ATR) techniques, including methods for ATR evaluation. Yet, relatively few methods find their way to use in practice. Part of the problem is that the evaluation of an ATR may not go far enough in characterizing its optimal use in practice. For example, a thorough understanding of a method's operating conditions is crucial, e.g., performance across different sensor capabilities, scene context, target occlusions, etc. This paper describes a process for a rigorous evaluation of ATR performance, including a sensitivity analysis. Ultimately, an ATR algorithm is deemed valuable if it is actually utilized in practice by users. Thus, quantitative analysis alone is not necessarily sufficient. Qualitative user assessment derived from user testing, surveys, and questionnaires is often needed to provide a more complete interpretation of an evaluation for a particular method. We demonstrate our ATR evaluation process using methods that perform target detection of civilian vehicles.
文献中充满了辅助目标识别(ATR)技术,包括ATR评估方法。然而,相对而言,很少有方法能在实践中得到应用。部分问题在于对ATR的评估可能不足以描述其在实践中的最佳使用。例如,全面了解方法的操作条件至关重要,例如,不同传感器功能的性能,场景背景,目标遮挡等。本文描述了一个严格评估ATR性能的过程,包括灵敏度分析。最终,如果用户在实践中实际使用了ATR算法,则认为该算法是有价值的。因此,单靠定量分析是不够的。通常需要从用户测试、调查和问卷中得出的定性用户评估,以便为特定方法的评估提供更完整的解释。我们使用执行民用车辆目标检测的方法来演示我们的ATR评估过程。
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引用次数: 7
Service-based extensions to the JDL fusion model 对JDL融合模型的基于服务的扩展
Pub Date : 2008-05-06 DOI: 10.1117/12.779748
R. Antony, J. Karakowski
Extensions to a previously developed service-based fusion process model are presented. The model accommodates (1) traditional sensor data and human-generated input, (2) streaming and non-streaming data feeds, and (3) the fusion of both physical and non-physical entities. More than a dozen base-level fusion services are identified. These services provide the foundation functional decomposition of levels 0 - 2 in JDL fusion model. Concepts, such as clustering, link analysis and database mining, that have traditionally been only loosely associated with the fusion process, are shown to play key roles within this fusion framework. Additionally, the proposed formulation extends the concepts of tracking and cross-entity association to non-physical entities, as well as supports effective exploitation of a priori and derived context knowledge. Finally, the proposed framework is shown to support set theoretic properties, such as equivalence and transitivity, as well as the development of a pedigree summary metric that characterizes the informational distance between individual fused products and source data.
对先前开发的基于服务的融合过程模型进行了扩展。该模型可容纳(1)传统传感器数据和人工生成的输入,(2)流和非流数据馈送,以及(3)物理和非物理实体的融合。确定了十几种基本级别的融合服务。这些服务提供了JDL融合模型中级别0 - 2的基础功能分解。传统上与融合过程只有松散关联的概念,如集群、链接分析和数据库挖掘,在这个融合框架中发挥了关键作用。此外,提出的公式将跟踪和跨实体关联的概念扩展到非物理实体,并支持对先验和派生上下文知识的有效利用。最后,所提出的框架被证明支持集合论性质,如等价性和传递性,以及谱系汇总度量的发展,表征单个融合产品和源数据之间的信息距离。
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引用次数: 4
Integration of IR focal plane arrays with massively parallel processor 红外焦平面阵列与大规模并行处理器的集成
Pub Date : 2008-05-05 DOI: 10.1117/12.777057
P. Esfandiari, P. Koskey, K. Vaccaro, W. Buchwald, F. Clark, B. Krejca, C. Rekeczky, Á. Zarándy
The intent of this investigation is to replace the low fill factor visible sensor of a Cellular Neural Network (CNN) processor with an InGaAs Focal Plane Array (FPA) using both bump bonding and epitaxial layer transfer techniques for use in the Ballistic Missile Defense System (BMDS) interceptor seekers. The goal is to fabricate a massively parallel digital processor with a local as well as a global interconnect architecture. Currently, this unique CNN processor is capable of processing a target scene in excess of 10,000 frames per second with its visible sensor. What makes the CNN processor so unique is that each processing element includes memory, local data storage, local and global communication devices and a visible sensor supported by a programmable analog or digital computer program.
本研究的目的是用InGaAs焦平面阵列(FPA)取代细胞神经网络(CNN)处理器的低填充因子可见传感器,采用碰撞键合和外延层转移技术,用于弹道导弹防御系统(BMDS)拦截导引头。目标是制造一个具有本地和全球互连架构的大规模并行数字处理器。目前,这种独特的CNN处理器能够通过其可见传感器以每秒超过10,000帧的速度处理目标场景。CNN处理器的独特之处在于,每个处理元件包括存储器、本地数据存储、本地和全局通信设备以及由可编程模拟或数字计算机程序支持的可见传感器。
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引用次数: 0
Statistical methods for analysis of hyperspectral anomaly detectors 高光谱异常探测器的统计分析方法
Pub Date : 2008-05-05 DOI: 10.1117/12.776982
D. Rosario
Most hyperspectral (HS) anomaly detectors in the literature have been evaluated using a few HS imagery sets to estimate the well-known ROC curve. Although this evaluation approach can be helpful in assessing detectors' rates of correct detection and false alarm on a limited dataset, it does not shed lights on reasons for these detectors' strengths and weaknesses using a significantly larger sample size. This paper discusses a more rigorous approach to testing and comparing HS anomaly detectors, and it is intended to serve as a guide for such a task. Using randomly generated samples, the approach introduces hypothesis tests for two idealized homogeneous sample experiments, where model parameters can vary the difficulty level of these tests. These simulation experiments are devised to address a more generalized concern, i.e., the expected degradation of correct detection as a function of increasing noise in the alternative hypothesis.
文献中的大多数高光谱(HS)异常检测器都是使用少数高光谱图像集来评估众所周知的ROC曲线的。尽管这种评估方法可以帮助评估检测器在有限数据集上的正确检测率和误报率,但它并没有在使用显着较大的样本量时阐明这些检测器的优势和劣势的原因。本文讨论了一种更严格的方法来测试和比较HS异常检测器,它旨在为此类任务提供指导。使用随机生成的样本,该方法为两个理想化的均匀样本实验引入假设检验,其中模型参数可以改变这些检验的难度水平。这些模拟实验的设计是为了解决一个更普遍的问题,即正确检测的预期退化作为替代假设中噪声增加的函数。
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引用次数: 0
Advanced pixel design for infrared 3D LADAR imaging 先进的红外三维雷达成像像素设计
Pub Date : 2008-05-05 DOI: 10.1117/12.779284
F. Guellec, M. Tchagaspanian, E. de Borniol, P. Castelein, A. Perez, J. Rothman
CEA Leti has demonstrated the good performances of its MWIR HgCdTe avalanche photodiode arrays. Gains above 20 at a moderate bias voltage of 5V have typically been measured with an excess noise factor of only 1.2. The next generation of infrared focal plane arrays will take advantage of these characteristics to address new applications, reduce system complexity and enhance performances. One of the main opportunities offered by avalanche photodiode detectors concerns long range active imaging. This paper reports the development of two novel pixel architectures for 3D active imaging based on flash LADAR technology. Both pixels have been designed in a standard 0.35μm CMOS process and perform time-of-flight measurement in addition to 2D intensity imaging with a single emitted laser pulse. The analog input circuits have been optimized to allow fast pulse detection while providing robustness to process variability. A small readout IC demonstrator has been fabricated and coupled to a 10x10 avalanche photodiode array at 40μm pixel pitch. The first test results in lab conditions show good electro-optical performances with a ranging resolution around 30cm (2ns).
CEA Leti已经证明了其MWIR HgCdTe雪崩光电二极管阵列的良好性能。在5V的中等偏置电压下,超过20的增益通常以仅为1.2的过量噪声因数进行测量。下一代红外焦平面阵列将利用这些特性来解决新的应用,降低系统复杂性并提高性能。雪崩光电二极管探测器提供的主要机会之一是远程主动成像。本文报道了基于flash LADAR技术的两种新型三维主动成像像素结构的发展。这两个像素都采用标准的0.35μm CMOS工艺设计,除了使用单发射激光脉冲进行二维强度成像外,还可以进行飞行时间测量。模拟输入电路已被优化,以允许快速脉冲检测,同时提供鲁棒性的过程可变性。制作了一个小型读出IC演示器,并以40μm像素间距耦合到10x10雪崩光电二极管阵列。在实验室条件下的第一次测试结果显示出良好的光电性能,测距分辨率约为30厘米(2ns)。
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引用次数: 15
Dual-Band MW/LW IRFPAs made from HgCdTe grown by MOVPE 由MOVPE生长的HgCdTe制成的双频MW/LW irfpa
Pub Date : 2008-05-05 DOI: 10.1117/12.784483
J. Price, C. L. Jones, L. Hipwood, C. Shaw, P. Abbot, C. Maxey, H. W. Lau, J. Fitzmaurice, R. Catchpole, M. Ordish, P. Thorne, H. Weller, R. Mistry, K. Hoade, A. Bradford, D. Owton, P. Knowles
This paper describes the design, fabrication and performance of dual-band MW/LW infrared detectors made from HgCdTe (MCT) grown by Metal Organic Vapour Phase Epitaxy (MOVPE). The detectors are staring, focal plane arrays consisting of HgCdTe mesa-diode arrays bump bonded to silicon read-out circuits. Each mesa has one connection to the ROIC and the bands are selected by varying the applied bias. Arrays of 320x256 pixels on a 30 μm pitch have performed exceedingly well. For example, arrays with a cut-off wavelength of 5 μm in the MW (mid-wave) band and 10 μm in the LW (long-wave) band have median NETDs of 10 and 17 mK and defect levels of 0.3% and 0.05%, in the MW and LW bands respectively. Interestingly the LW defect level is often lower than the MW defect level and the defects are not correlated; i.e. a pixel that is defective in the MW band is usually not defective in the LW band. Arrays of 640x512 pixels on a 24 μm pitch have been developed. These use a read-out integrated circuit (ROIC) that has two capacitors per pixel and the ability to switch bands during a frame giving quasi-simultaneous images. The performance of these arrays has been excellent with NETDs of 14mK in the MW band and 23mK in the LW band. Dual band-pass filters have been designed and built into a detector.
本文介绍了利用金属有机气相外延(MOVPE)生长的碲化镉(MCT)制成的双波段MW/LW红外探测器的设计、制造和性能。探测器是凝视的,焦平面阵列由HgCdTe台面二极管阵列组成,与硅读出电路碰撞。每个平台都有一个连接到ROIC,并且通过改变应用偏压来选择频带。在30 μm间距上的320x256像素阵列表现非常好。例如,在MW(中波)波段和LW(长波)波段的截止波长分别为5 μm和10 μm的阵列,在MW和LW波段的中位netd分别为10和17 mK,缺陷水平分别为0.3%和0.05%。有趣的是,LW缺陷水平通常低于MW缺陷水平,并且缺陷不相关;也就是说,在毫微米波段有缺陷的像素通常在低毫微米波段没有缺陷。已开发出24 μm间距上的640x512像素阵列。它们使用读出集成电路(ROIC),每个像素有两个电容,并且能够在帧期间切换频带,提供准同步图像。这些阵列的性能优异,在MW波段netd为14mK,在LW波段netd为23mK。设计了双带通滤波器并将其内置到检测器中。
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引用次数: 17
Registration of multi-sensor remote sensing imagery by gradient-based optimization of cross-cumulative residual entropy 基于交叉累积残差熵梯度优化的多传感器遥感影像配准
Pub Date : 2008-05-05 DOI: 10.1117/12.777016
M. Pickering, Yi Xiao, X. Jia
For multi-sensor registration, previous techniques typically use mutual information (MI) rather than the sum-of-the-squared difference (SSD) as the similarity measure. However, the optimization of MI is much less straightforward than is the case for SSD-based algorithms. A new technique for image registration has recently been proposed that uses an information theoretic measure called the Cross-Cumulative Residual Entropy (CCRE). In this paper we show that using CCRE for multi-sensor registration of remote sensing imagery provides an optimization strategy that converges to a global maximum with significantly less iterations than existing techniques and is much less sensitive to the initial geometric disparity between the two images to be registered.
对于多传感器配准,以前的技术通常使用互信息(MI)而不是平方和差(SSD)作为相似性度量。然而,MI的优化并不像基于ssd的算法那样简单。最近提出了一种新的图像配准技术,该技术使用了一种称为交叉累积残差熵(CCRE)的信息理论度量。在本文中,我们表明使用CCRE进行遥感图像的多传感器配准提供了一种优化策略,该策略收敛到全局最大值,迭代次数比现有技术少得多,并且对待配准的两幅图像之间的初始几何差异不那么敏感。
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引用次数: 15
Uncooled amorphous silicon TEC-less 1/4 VGA IRFPA with 25 μm pixel-pitch for high volume applications 非冷却非晶硅TEC-less 1/4 VGA IRFPA, 25 μm像素间距,适用于大批量应用
Pub Date : 2008-05-03 DOI: 10.1117/12.779486
C. Minassian, J. Tissot, M. Vilain, O. Legras, S. Tinnes, B. Fièque, J. Chiappa, P. Robert
The high level of accumulated expertise by ULIS and CEA/LETI on uncooled microbolometers made from an amorphous silicon layer enables ULIS to develop 384 x 288 (1/4 VGA) IRFPA format with 25 μm pixel-pitch designed for low end application. This detector has kept all the innovations developed on the full TV format ROIC (detector configuration by serial link, low power consumption or wide electrical dynamic range ...). The specific appeal of this unit lies in the miniaturization of the TEC-less (Thermo-Electric Cooler) package and its extremely light weight. The reduction of the pixel-pitch and the innovative package turn this array into a low cost product well adapted for mass production. We will present first the simple TEC-less operating mode which has been developed. The electro-optical characterization versus environmental temperature will be presented.
ULIS和CEA/LETI在非晶硅层非冷却微辐射热计方面积累的高水平专业知识使ULIS能够开发出384 x 288 (1/4 VGA) 25 μm像素间距的IRFPA格式,专为低端应用而设计。该探测器保持了在全电视格式ROIC(探测器配置串行链路,低功耗或宽电动态范围…)上开发的所有创新。该装置的特殊吸引力在于TEC-less(热电冷却器)封装的小型化及其极轻的重量。像素间距的降低和创新的封装使该阵列成为一种低成本的产品,非常适合大规模生产。我们将首先介绍已经开发的简单的无tec操作模式。电光特性随环境温度的变化将被呈现。
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引用次数: 39
期刊
SPIE Defense + Commercial Sensing
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