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Adaptive Video Filtering Framework

机译:自适应视频过滤框架

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摘要

We present a new 3D adaptive filtering approach capable of detecting and removing impulsive noise in image/video sequences. The proposed method takes advantage of switching median schemes and robust lower-upper-middle (LUM) smoothing characteristics. Simulation studies reported in this article indicate that the proposed filtering scheme achieves an excellent trade-off between noise attenuation and detail preserving characteristics, and clearly outperforms previously introduced approaches in terms of subjective and objective image quality measures. Besides the filter analysis and the testing of its performance, an important part of this article discusses the filter implementation in Altera field programmable logic devices (FPLD). Simulation studies indicate that the proposed method can be efficiently implemented in hardware and is suitable for real-time image/ video processing applications.
机译:我们提出了一种新的3D自适应滤波方法,该方法能够检测和消除图像/视频序列中的脉冲噪声。所提出的方法利用了切换中值方案和鲁棒的上下中间(LUM)平滑特性的优势。本文报道的仿真研究表明,提出的滤波方案在噪声衰减和细节保持特性之间取得了极好的折衷,并且在主观和客观图像质量测量方面明显优于先前介绍的方法。除了滤波器分析和性能测试之外,本文的重要部分还讨论了Altera现场可编程逻辑器件(FPLD)中的滤波器实现。仿真研究表明,所提出的方法可以在硬件中有效地实现,并且适合于实时图像/视频处理应用。

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