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Restoration of mammographic images acquired by a new fast digitization system

机译:通过新的快速数字化系统恢复的乳房X线照片

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Abstract: Accurate interpretation of digitized X-ray mammograms has been limited by the lack of a specialized image acquisition system. We have developed a novel image acquisition system based on an area scanning scientific grade CCD array. The distinguishing features of our system are: (1) fast method of digitizing mammograms and (2) high spatial and photometric resolution. The system is capable of acquiring 6 frames per second where each frame consists of over 1.3 million pixels digitized to 10 bits per pixel, 8 of which are displayed at any one time on a high resolution monitor. The fixed pattern and the random noise (of optical and electronic origin) are minimized using background subtraction and signal averaging techniques. The resulting image is equal to or better than that obtained by a drum laser-scanning microdensitometer. In order to restore the image from the degrading effects of the system blur and noise, Wiener filtering is used. The modulation transfer function of the system is measured using a bar pattern test object and also the classical knife edge technique. In one filter implementation the ensemble power spectrum of the mammograms is estimated from the degraded images. The noise is assumed to be independent from the signal and its power spectrum is estimated from selected smooth regions of the noisy and blurred images. The spectral energy of the relatively low contrast soft tissues images on a mammogram are generally concentrated near zero frequency. In an alternative implementation the noise to signal power ratio is assumed constant. The results show a marked improvement in detectability of smallest particles of microcalcifications when judged by a human observer. The impact of our image restoration in clinical detection of microcalcifications by a radiologist will be tested.!12
机译:摘要:由于缺乏专门的图像采集系统,对数字化X射线乳房X线照片的准确解释受到限制。我们已经开发了一种基于区域扫描科学级CCD阵列的新型图像采集系统。我们系统的显着特点是:(1)快速将乳房X线照片数字化的方法,以及(2)高空间和光度分辨率。该系统能够每秒获取6帧,其中每帧包含超过130万个像素,这些像素数字化为每个像素10位,其中的8个可随时显示在高分辨率监视器上。使用背景减法和信号平均技术可将固定模式和(光学和电子起源的)随机噪声降至最低。所得图像等于或优于鼓激光扫描微光密度计获得的图像。为了从系统模糊和噪声的退化影响中恢复图像,使用了维纳滤波。系统的调制传递函数是使用条形图测试对象以及经典的刀口技术进行测量的。在一种滤波器实现中,从降级图像估计乳房X线照片的集合功率谱。假定噪声与信号无关,并且根据噪声和模糊图像的选定平滑区域估计其功率谱。乳房X光照片上对比度相对较低的软组织图像的光谱能量通常集中在零频率附近。在替代实施方式中,假定噪声与信号功率之比是恒定的。结果表明,当由人类观察者判断时,最小的微钙化颗粒的可检测性显着提高。我们将测试我们的图像恢复在放射科医生进行的微钙化临床检测中的作用!! 12

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