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A Denoising Method Based on Pulse Interval Compensation for High-Speed Spike-Based Image Sensor

机译:一种基于脉冲间隔补偿对高速峰值图像传感器的去噪方法

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摘要

In order to eliminate the noise on the pulse interval of high-speed spike-based image sensor, a pulse interval compensation (PIC) algorithm is proposed. Based on the analysis of the principle of sensor noise generation, a pulse interval error model is constructed and the compensation algorithm is developed. First, raw pulse data is obtained from the sensor system, and then the coefficient matrix is used to compensate the non-uniform pulse interval caused by the dark current. Then, the guided filter separates high-frequency noise from scenes details and the pulse interval compensation matrix is obtained in the corresponding pulse interval. Finally, the pulse interval compensation is performed on the raw pulse data for correction. In static scene experiments, the proposed method is compared with the existing state-of-the-art methods and shows a clear advantage in denoising in both low texture and rich texture scenes. In the experiment to film a turntable at a rotation speed of 2000 r/min, 3000 r/min, 6000 r/min, the average roughness decreases from 0.2830 to 0.2034, 0.2937 to 0.2139 and 0.3252 to 0.2501 respectively. These experiments proved that the proposed method can effectively eliminate the noise of the spike-based image sensor.
机译:为了消除高速尖峰基图像传感器的脉冲间隔的噪声,提出了脉冲间隔补偿(PIC)算法。基于对传感器噪声发电原理的分析,构造了脉冲间隔误差模型,开发了补偿算法。首先,从传感器系统获得原始脉冲数据,然后使用系数矩阵来补偿由暗电流引起的不均匀脉冲间隔。然后,引导滤波器将来自场景的高频噪声分开,并且在相应的脉冲间隔中获得脉冲间隔补偿矩阵。最后,对校正的原始脉冲数据执行脉冲间隔补偿。在静态场景实验中,将所提出的方法与现有的最先进方法进行比较,并在低质量和富纹理场景中显示出明显的优势。在实验中以2000 r / min,3000 r / min,6000 r / min的转速薄膜转盘,平均粗糙度从0.2830〜0.2034,0.2937至0.2139和0.3252分别降低至0.2501。这些实验证明了所提出的方法可以有效地消除峰值基图像传感器的噪声。

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