基于视频摘要的物联网视频开放平台设计
WoT video open platform design based on video summarization
本文提出了一种基于视频摘要的物联网视频开放平台设计方案。物联网给视频开放技术带来巨大的市场前景,将智能化、网络化思维引入视频开放技术中。但是,随着时间推移,监控图像和视频呈线性增长,为浏览者带来巨大的人力成本。基于以上问题,引入视频摘要技术,通过分析视频的结构与内容,从原视频中提取出有意义的信息,并重新组合有意义信息,浓缩成可以充分表现视频语义内容。提出基于颜色、纹理特征非线性融合的相似性度量算法,并将视频帧的融合测度作为AP聚类的相似度矩阵,应用于关键帧提取算法中;提出基于动态阻尼因子的AP聚类算法,并应用于静态视频摘要算法中;将关键帧提取算法评价准则CUS进行了改进,通过将用户摘要关键帧进行聚类和引入"冗余率"参数,使其更加科学地反映关键帧提取算法效果。将本文所述算法与VSUMM,传统AP聚类等算法结果进行了分析对比,验证了本课题算法的准确性、高效性。
In this paper, a video summarization based Internet video open platform design is prsented. WoT brings huge market prospects and intelligent, networked thinking to open video technology. However, over time, the monitoring image and video goes through a linear growth and brings huge human cost to visitors. Based on the above problems, we introduced video summarization technology, through the analysis of the structure and content of video, extract meaningful information from the original video, and recompose the meaningful information, condensed into video semantic content of the full performance. A similarity measure algorithm based on color, texture feature nonlinear fusion algorithm is proposed. And the video frame fusion measure as AP clustering similarity matrix applied to the video in algorithm. Aiming at the shortcomings of the traditional AP clustering algorithm, AP clustering algorithm based on dynamic damping factor is put forward, and applied to the static video abstract algorithm. Simulation results consistent with expectations, improve the quality of the extracted key frames. The static video evaluation algorithm CUS is improved for the first time, through introducing the key frames for clustering and user parameter redundancy rate, make it more scientifically reflect the effect of static video abstract algorithm. Algorithm described in this article with VSUMM, original AP algorithm results are analyzed and compared, such as described in this article is verified AP_DL accuracy and efficiency of the algorithm.
刘畅、魏芳
计算技术、计算机技术自动化技术、自动化技术设备
图像处理视频摘要P聚类动态阻尼因子
Image processingVideo summarizationAP clusteringDynamic damping factor
刘畅,魏芳.基于视频摘要的物联网视频开放平台设计[EB/OL].(2015-01-07)[2025-08-24].http://www.paper.edu.cn/releasepaper/content/201501-95.点此复制
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