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Adaptive Forward-Reverse Filter using Interpolation Methods for Artifact Suppression in Retinal Prostheses

机译:使用视网膜假体在视网膜假体中的工件抑制的插值方法自适应前逆滤波器

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Electrical stimulation on retinal ganglion cells (RGCs) induce the short-latency (directly-evoked) and long-latency (indirectly-evoked) responses of RGCs. The artifact suppression and isolation of direct RGC spike is required for proper analysis of visual information. Adaptive forward-reverse filter (FR filter) using interpolation method is proposed and evaluated. On selected over 1.6 ms waves, which is suspected as artifact, 2 new data points are linearly interpolated between the recorded data points. After that, the interpolated data are filtered by frequency-based FR filter (500 Hz). The proposed algorithm shows the best true positive rate (0.7629) comparing with the SALPA and the simple FR filter without the interpolation method. In point of view of the false positive rate, the proposed algorithm demonstrates the second-best performance (0.0047), not better than the SALPA (0.0006).
机译:视网膜神经节细胞(RGCs)上的电刺激诱导RGCs的短期(直接诱发)和长期(间接诱发)反应。需要对视觉信息进行适当分析所需的伪影抑制和直接RGC峰值的隔离。建议和评估使用插值方法的自适应前转滤波器(FR滤波器)。在被怀疑为伪影的波浪中选择超过1.6毫秒波,在录制的数据点之间线性地插入2个新数据点。之后,通过基于频率的FR滤波器(500Hz)来滤波插值数据。该算法的算法显示了与萨尔皮语和简单FR过滤器相比的最佳真正阳性率(0.7629),而无需插值方法。在假阳性率的角度下,所提出的算法表现出第二个最佳性能(0.0047),而不是比Salpa(0.0006)更好。

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