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首页> 外文期刊>Circuits and Systems for Video Technology, IEEE Transactions on >Design and Implementation of Efficient Video Stabilization Engine Using Maximum a Posteriori Estimation and Motion Energy Smoothing Approach
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Design and Implementation of Efficient Video Stabilization Engine Using Maximum a Posteriori Estimation and Motion Energy Smoothing Approach

机译:基于最大后验估计和运动能量平滑方法的高效视频稳定引擎的设计与实现

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摘要

To smooth the video content caused by handheld devices, this paper designs a hardware-oriented engine for efficient video stabilization. This engine is realized based on the motion energy computation. Maximum a posteriori estimation derives the global motion. Significantly, the motion energy smoothing accomplishes video stabilization. The global motion is smoothed by calculating the continuous and curve energy of successive frames. In addition, to achieve real-time video stabilization, efficient hardware architecture is proposed. The novel data reuse scheme is designed for enhancing the speed of corner point detection. The estimation skip technique is manipulated for lowering the computation of local motion estimation. Double buffering and pipeline running is designed for efficiently deriving the global motion. With these approaches, the corresponding hardware architecture has the characteristics of high efficiency and high throughput. The experimental results show that the proposed video stabilization engine can produce well-smooth videos and have high precision. The proposed hardware architecture enhances the performance of video stabilization with real-time and large resolution-processing ability. The objective comparison also demonstrates our good performance on video stabilization.
机译:为了平滑由手持设备引起的视频内容,本文设计了一种面向硬件的引擎,以实现有效的视频稳定。该引擎是基于运动能量计算实现的。最大后验估计可得出整体运动。显然,运动能量平滑可以实现视频稳定。通过计算连续帧的连续能量和曲线能量,可以平滑全局运动。另外,为了实现实时视频稳定,提出了有效的硬件架构。设计新颖的数据重用方案以提高角点检测的速度。操纵估计跳过技术以降低局部运动估计的计算。双缓冲和流水线运行旨在有效地导出全局运动。通过这些方法,相应的硬件体系结构具有高效率和高吞吐量的特征。实验结果表明,所提出的视频稳定引擎能够产生流畅的视频并具有较高的精度。所提出的硬件体系结构具有实时和高分辨率处理能力,增强了视频稳定的性能。客观比较还证明了我们在视频稳定方面的良好性能。

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