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Target Detection in Color Imagery: On the Path to a Color Target Acquisition Model

机译:彩色图像中的目标检测:通往彩色目标获取模型的道路

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Existing target acquisition models are effective in the prediction of Target Acquisition (TA) performance for monochrome or single band imagers (visible or infrared). There is currently no performance model for color imagers or fused imagery rendered on color displays. This study is a first step in extending the intensity contrast-based TA models to a three-dimensional color space. The monochrome TA model was developed with a variable, perceived signal to noise ratio threshold (SNRT), in contrast space, to determine target detection probability. In this research, we determined the noise-limited SNRT in the chroma direction for three equally spaced hue angles of CIELAB (Commission Internationale Eclairage L* A* B*) color space. The comparison of the chroma SNRT in these three hues of L*, a*, b* space that may allow an extension of the noise-limited sensor model to this three-dimensional space for color display modeling. Such a model improvement would result in a sensor performance model for both color imagers and for fused imaging color displays. This study investigates the target detection signal to noise threshold of single targets in a noisy color background. Noise is described in terms of signals of both target and noise at three different hues. Target images are presented to observers who are required to locate the target and select it with a mouse. The format of each experiment is that of a "forced choice" human detection perceptual experiment. The images are 64 pixel square with targets of one or four pixels. The results are the signal to noise thresholds in the chroma direction for the three different hues.
机译:现有的目标采集模型可有效预测单色或单波段成像器(可见光或红外)的目标采集(TA)性能。当前没有针对彩色成像器或在彩色显示器上渲染的融合图像的性能模型。这项研究是将基于强度对比的TA模型扩展到三维色彩空间的第一步。开发了单色TA模型,在对比空间中使用可变的感知信噪比阈值(SNRT)来确定目标检测概率。在这项研究中,我们确定了CIELAB(Commission Internationale Eclairage L * A * B *)色彩空间的三个等距色相角在色度方向上的噪声限制SNRT。在L *,a *,b *空间这三种色调中的色度SNRT的比较,可以将噪声受限的传感器模型扩展到此三维空间以进行彩色显示建模。这种模型的改进将导致针对彩色成像器和融合成像彩色显示器的传感器性能模型。本研究调查了在嘈杂的彩色背景下目标检测信号对单个目标的噪声阈值。根据目标和噪声在三种不同色调下的信号来描述噪声。目标图像会呈现给需要定位目标并使用鼠标选择目标的观察者。每个实验的格式都是“强制选择”人类检测感知实验的格式。图像为64像素正方形,目标为一或四个像素。结果是三种不同色调在色度方向上的信噪比阈值。

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