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Motion-blurred image restoration using modified inverse all-pole filters

机译:使用改进的逆全极点滤波器进行运动模糊图像恢复

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摘要

The restoration of vibration-blurred images using measured motion function is considered. Since the blurring filter is of the finite impulse response type, the inverse one is of the all-pole infinite impulse response type. Direct application of the inverse filter to restore images blurred by vibration is attractive because of reduced computation requirements. Space domain filtering allows high par-allelization of the process and reduction of required processor speed. However, a pure inverse filter provides excessive noise amplification and is possibly unstable. The proposed technique is to construct a modified inverse filter with preserved all-pole structure and optimized noise and stability properties. A mathematical concept was developed using z-transform properties. An experiment testing the proposed technique was setup and the results indicate restoration is 60%-80% of that possible with ideal Wiener filtering. However, the reduced computation and high parallelization can facilitate real-time restoration.
机译:考虑使用测得的运动函数恢复振动模糊图像。由于模糊滤波器是有限冲激响应类型的,因此逆滤波器是全极点无限冲激响应类型的。由于减少了计算需求,因此直接应用逆滤波器来恢复因振动而模糊的图像很有吸引力。空域过滤可实现进程的高度并行化,并降低所需的处理器速度。但是,纯逆滤波器会产生过多的噪声放大,并且可能不稳定。所提出的技术是构造一种具有保留的全极点结构以及优化的噪声和稳定性能的改进型逆滤波器。使用z变换属性开发了数学概念。设置了测试所提出的技术的实验,结果表明,采用理想的维纳滤波可以实现的恢复率为60%-80%。但是,减少的计算量和高度的并行化可以促进实时恢复。

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