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Applying compressive sensing to TEM video: a substantial frame rate increase on any camera

机译:将压缩感测应用于TEM视频:任何相机上的帧率都会大幅提高

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One of the main limitations of imaging at high spatial and temporal resolution during in-situ transmission electron microscopy (TEM) experiments is the frame rate of the camera being used to image the dynamic process. While the recent development of direct detectors has provided the hardware to achieve frame rates approaching 0.1 ms, the cameras are expensive and must replace existing detectors. In this paper, we examine the use of coded aperture compressive sensing (CS) methods to increase the frame rate of any camera with simple, low-cost hardware modifications. The coded aperture approach allows multiple sub-frames to be coded and integrated into a single camera frame during the acquisition process, and then extracted upon readout using statistical CS inversion. Here we describe the background of CS and statistical methods in depth and simulate the frame rates and efficiencies for in-situ TEM experiments. Depending on the resolution and signaloise of the image, it should be possible to increase the speed of any camera by more than an order of magnitude using this approach. Mathematics Subject Classification: (2010) 94A08 · 78A15
机译:在原位透射电子显微镜(TEM)实验中以高空间和时间分辨率成像的主要限制之一是用于对动态过程进行成像的相机帧频。虽然直接检测器的最新发展提供了达到接近0.1毫秒的帧速率的硬件,但这些摄像头价格昂贵,必须替换现有的检测器。在本文中,我们研究了使用编​​码孔径压缩感测(CS)方法通过简单,低成本的硬件修改来提高任何相机的帧速率。编码孔径方法允许在采集过程中将多个子帧编码并集成到单个相机帧中,然后在读取时使用统计CS反转将其提取。在这里,我们深入介绍了CS的背景和统计方法,并模拟了原位TEM实验的帧频和效率。根据图像的分辨率和信号/噪声,使用这种方法应该可以将任何摄像机的速度提高一个数量级以上。数学学科分类:(2010)94A08·78A15

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