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A higher-speed compressive sensing camera through multi-diode design

机译:通过多二极管设计的高速压缩感测相机

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Obtaining high frame rates is a challenge with compressive sensing (CS) systems that gather measurements in a sequential manner, such as the single-pixel CS camera. One strategy for increasing the frame rate is to divide the FOV into smaller areas that are sampled and reconstructed in parallel. Following this strategy, In View has developed a multi-aperture CS camera using an 8×4 array of photodiodes that essentially act as 32 individual simultaneously operating single-pixel cameras. Images reconstructed from each of the photodiode measurements are stitched together to form the full FOV. To account for crosstalk between the sub-apertures, novel modulation patterns have been developed to allow neighboring sub-apertures to share energy. Regions of overlap not only account for crosstalk energy that would otherwise be reconstructed as noise, but they also allow for tolerance in the alignment of the DMD to the lenslet array. Currently, the multi-aperture camera is built into a computational imaging workstation configuration useful for research and development purposes. In this configuration, modulation patterns are generated in a CPU and sent to the DMD via PCI express, which allows the operator to develop and change the patterns used in the data acquisition step. The sensor data is collected and then streamed to the workstation via an Ethernet or USB connection for the reconstruction step. Depending on the amount of data taken and the amount of overlap between sub-apertures, frame rates of 2-5 frames per second can be achieved. In a stand-alone camera platform, currently in development, pattern generation and reconstruction will be implemented on-board.
机译:对于以顺序方式收集测量值的压缩传感(CS)系统(例如单像素CS相机)而言,获得高帧速是一项挑战。增加帧速率的一种策略是将FOV分成较小的区域,这些区域可以并行采样和重建。遵循此策略,In View开发了一种使用8×4光电二极管阵列的多孔径CS相机,该光电二极管本质上可充当32个同时运行的单像素相机。从每个光电二极管测量值重建的图像缝合在一起以形成完整的FOV。为了解决子孔径之间的串扰,已经开发出新颖的调制模式以允许相邻的子孔径共享能量。重叠区域不仅考虑了串扰能量,否则它们将被重建为噪声,而且它们还允许将DMD对准小透镜阵列时的公差。当前,多孔径照相机被内置在用于研究和开发目的的计算成像工作站配置中。在这种配置中,调制模式在CPU中生成,并通过PCI Express发送到DMD,这使操作员可以开发和更改在数据采集步骤中使用的模式。收集传感器数据,然后通过以太网或USB连接将其传输到工作站,以进行重建步骤。根据所获取的数据量和子孔径之间的重叠量,可以实现每秒2-5帧的帧速率。在目前正在开发的独立相机平台中,将在板上实现图案生成和重构。

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