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首页> 外文期刊>Journal of Real-Time Image Processing >A new approach with enhanced accuracy in zero motion prejudgment for motion estimation in real-time applications
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A new approach with enhanced accuracy in zero motion prejudgment for motion estimation in real-time applications

机译:零运动预判中精度更高的新方法,用于实时应用中的运动估计

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For improving the accuracy and speed of motion estimation, a refined threshold estimation technique for zero motion prejudgment (ZMP) has been proposed in this manuscript. Various fixed or dynamically varying threshold techniques reported in literature treat all the blocks whose sum of absolute differences (SAD) lie below a particular threshold as stationary blocks (SB). However, in reality these blocks have high probability to be SB but not certain. Also SB with abrupt or irregular variations may not be detected with these techniques. The proposed two-level ZMP technique with its dynamic threshold at level 1 attempt to identify SB blocks with much more accuracy and precision. Level 2 of it has very high probability to identify the SB with large and abrupt distortions that are left in level 1. The proposed technique for ZMP can be applied before any fast motion estimation algorithm (FMEA). Adaptive rood pattern search algorithm (ARPS) is used as FMEA for comparing the performance of the proposed ZMP technique with other fixed and dynamic threshold techniques described in the literature. Simulation results clearly indicate that the proposed technique shows very promising results-significantly reduces the decision errors, improves the video quality in terms of PSNR and SSIM and reduces memory requirement for residual frames in comparison to fixed and dynamic threshold techniques for ZMP. Real-time applications contain sequences with higher frame rates as 30 and 60fps. The proposed technique gives promising results on sequences with higher as well as lower frame rates. Further, proposed ZMP is able to save computations by 95-99% in comparison to full search (FS) algorithm with small degradation in PSNR and SSIM. The proposed technique when embedded with fast motion estimation algorithm (ARPS) can reduce the computations up to 70% depending upon the presence of stationary blocks with negligible degradation in video quality. All this has been achieved by enhancing the accuracy in determination of stationary blocks in comparison to other ZMP techniques.
机译:为了提高运动估计的准确性和速度,该手稿中提出了一种改进的零运动预判阈值估计技术(ZMP)。文献中报道的各种固定的或动态变化的阈值技术将其绝对差之和(SAD)低于特定阈值的所有块视为固定块(SB)。但是,实际上,这些块很可能是SB,但不确定。这些技术也可能无法检测到突变或不规则变化的SB。拟议的两级ZMP技术(其动态阈值为1级)试图以更高的准确性和精度来识别SB块。它的级别2具有很高的概率来识别级别1中遗留的具有大而突然失真的SB。建议的ZMP技术可以在任何快速运动估计算法(FMEA)之前应用。自适应图案搜索算法(ARPS)用作FMEA,用于比较所提出的ZMP技术与文献中描述的其他固定和动态阈值技术的性能。仿真结果清楚地表明,与ZMP固定和动态阈值技术相比,所提出的技术显示出非常有希望的结果-显着减少了决策错误,在PSNR和SSIM方面提高了视频质量,并减少了残留帧的存储需求。实时应用程序包含具有更高帧速率的序列,分别为30和60fps。所提出的技术在具有较高和较低帧速率的序列上给出了令人鼓舞的结果。此外,与全搜索(FS)算法相比,拟议的ZMP能够将计算节省95-99%,而PSNR和SSIM的下降较小。所提出的技术在嵌入快速运动估计算法(ARPS)时,可将计算量减少多达70%,具体取决于静止块的存在,而视频质量的下降可忽略不计。与其他ZMP技术相比,所有这些都是通过提高确定固定块的准确性来实现的。

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