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APS -APS March Meeting 2017 - Event - Image Recognition using Low-Cost Spatial Light Modulators

机译:APS -APS 2017年3月会议-活动-使用低成本空间光调制器进行图像识别

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We have built a 4f Fourier optics setup, using two spatial light modulators, to study image recognition. The LCD spatial light modulators (SLMs) were adapted from two overhead projectors. One of the SLMs is used to project an image of an object of interest. The second SLM, used to project an aperture, is located at the Fourier transform plane. The aperture's most common application is to filter high or low frequency components of the Fourier transform of the projected object. The result, as viewed by a camera, is the loss of some details of the object. Using the second SLM allows us to computer generate any type of aperture. By generating an aperture that specifically blocks the Fourier transform details of an object, we can eliminate the image of the object as detected by the camera. Extending the approach to various objects and their respective Fourier transforms we have been able to distinguish between objects and achieve simple image recognition.
机译:我们使用两个空间光调制器建立了一个4f傅立叶光学装置,以研究图像识别。 LCD空间光调制器(SLM)由两台投影仪组成。 SLM之一用于投射感兴趣对象的图像。用于投射光圈的第二个SLM位于傅立叶变换平面上。光圈最常见的应用是过滤投影对象的傅立叶变换的高频或低频分量。相机所观察到的结果是物体某些细节的丢失。使用第二个SLM可使我们计算机生成任何类型的光圈。通过生成专门遮挡对象的傅立叶变换细节的光圈,我们可以消除相机检测到的对象图像。将方法扩展到各种对象及其各自的傅里叶变换,我们已经能够区分对象并实现简单的图像识别。

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