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视频摘要是视频内容的一种压缩表示方式。为了能够更好地浏览视频,提出了一种根据浏览或检索的粒度不同来建立两种层次视频摘要(镜头级和场景级)的思想,并给出了一种视频摘要生成方法:首先用一种根据内容变化自动提取镜头内关键帧的方法来实现关键帧的提取;继而用一种改进的时间自适应算法通过镜头的组合来得到场景;最后在场景级用最小生成树方法提取代表帧。由于关键帧和代表帧分别代表了它们所在镜头和场景的主要内容,因此它们的序列就构成了视频总结。一些电影视频片段检验的实验结果表明,这种生成方法能够较好地提供粗细两种粒度的视频内容总结。  相似文献   

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WebClip (on-line demo at http://www.ctr.columbia.edu/webclip) is a compressed video searching and editing system operating over the World Wide Web. WebClip uses a distributed client-server model including a server engine for content analysis/editing, and clients for interactive controls of video browsing/editing. It specializes several unique features, including compressed-domain video feature extraction and manipulation, multi-resolution video access, content based video browsing/retrieval, and a distributed network architecture.  相似文献   

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文章提出了一种基于k均值聚类的视频关键帧提取算法.该算法在视频的镜头分割算法之上,通过层次聚类对视频内容进行初步划分,之后结合k均值聚类算法对初步提取的关键帧进行直方图特征对比去掉冗余帧,最终确定视频的关键帧序列.经过大量的实验数据证明,该算法能够提取出冗余度较低、代表性较强的关键帧,一定程度上为视频关键帧提取提供了有...  相似文献   

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Automatic parsing and indexing of news video   总被引:9,自引:0,他引:9  
Automatic construction of content-based indices for video source material requires general semantic interpretation of both images and their accompanying sounds; but such a broadly-based semantic analysis is beyond the capabilities of the current technologies of machine vision and audio signal analysis. However, if one can assume a limited and well-demarcated body of domain knowledge for describing the content of a body of video, then it becomes easier to interpret a video source in terms of that domain knowledge. This paper presents our work on using domain knowledge to parse news video programs and to index them on the basis of their visual content. Models based on both the spatial structure of image frames and the temporal structure of the entire program have been developed for news videos, along with algorithms that apply these models by locating and identifying instances of their elements. Experimental results are also discussed in detail to evaluate both the models and the algorithms that use them. Finally, proposals for future work are summarized.  相似文献   

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基于内容检索的视频处理技术   总被引:32,自引:1,他引:31       下载免费PDF全文
从分析视频数据的结构和特点出发,总结了基于内容检索的视频处理方法的一般步骤,即视频分割、关键帧选取、静态和动态特征提取以及视频聚类等,然后深入介绍了各个处理过程中的一些最新方法,并分析了各种方法和技术的优缺点;最后,对基于内容的视频检索提出一些值得进一步研究的问题。  相似文献   

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Dynamic video summarization using two-level redundancy detection   总被引:1,自引:0,他引:1  
The mushroom growth of video information, consequently, necessitates the progress of content-based video analysis techniques. Video summarization, aiming to provide a short video summary of the original video document, has drawn much attention these years. In this paper, we propose an algorithm for video summarization with a two-level redundancy detection procedure. By video segmentation and cast indexing, the algorithm first constructs story boards to let users know main scenes and cast (when this is a video with cast) in the video. Then it removes redundant video content using hierarchical agglomerative clustering in the key frame level. The impact factors of scenes and key frames are defined, and parts of key frames are selected to generate the initial video summary. Finally, a repetitive frame segment detection procedure is designed to remove redundant information in the initial video summary. Results of experimental applications on TV series, movies and cartoons are given to illustrate the proposed algorithm.
Wei-Bo Wang
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基于多模态信息挖掘融合的视频检索技术   总被引:1,自引:0,他引:1  
基于内容的多媒体检索特别是视频检索,由于多媒体数据本身具有复杂的语义,所以极大地提高了检索的难度.算法着眼于视频本身挖掘出充分的资源信息并且将这些信息加以融合来提高视频检索的性能.基于这种思想,提出一种多模态视频检索模型以及相应的手动式搜索和交互式搜索的算法方案.搜索策略在TRECVID视频检索比赛中取得了不错的成绩.  相似文献   

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基于改进分块颜色特征和二次提取的关键帧提取算法   总被引:1,自引:0,他引:1  
刘华咏  李涛 《计算机科学》2015,42(12):307-311
关键帧提取技术是视频摘要、检索、浏览和理解中的一项重要技术。目前关键帧提取算法存在一些问题,例如特征选择复杂、阈值选择难、自适应性不强等。为了更有效地提取视频关键帧,提出了一种基于改进分块颜色特征和二次提取的关键帧提取算法。首先,对视频帧进行等面积矩形环划分;其次,提取矩形环的HSV量化颜色特征,并由帧图像中心到外依次减小每个矩形环特征的权值以突出图像主体部分;然后,依据相邻视频帧间特征的显著性变化初步选取关键帧;最后,依据初次提取的关键帧在视频中的位置间隔大小进行二次提取优化关键帧。实验结果表明,该方法具有良好的适应性,同时能够有效避免因镜头有突然闪光或物体快速运动而提取过多的关键帧,最终提取的关键帧能够比较全面准确地表达视频内容。  相似文献   

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在分析了动画视频层次化结构的基础上,针对动画视频的特点,重点介绍了基于关键帧的颜色特征提取方法,并将基于关键帧的检索方法应用于动画视频中,实验验证了该检索方法的有效性。  相似文献   

11.
This paper addresses the problem of ensuring the integrity of a digital video and presents a scalable signature scheme for video authentication based on cryptographic secret sharing. The proposed method detects spatial cropping and temporal jittering in a video, yet is robust against frame dropping in the streaming video scenario. In our scheme, the authentication signature is compact and independent of the size of the video. Given a video, we identify the key frames based on differential energy between the frames. Considering video frames as shares, we compute the corresponding secret at three hierarchical levels. The master secret is used as digital signature to authenticate the video. The proposed signature scheme is scalable to three hierarchical levels of signature computation based on the needs of different scenarios. We provide extensive experimental results to show the utility of our technique in three different scenarios—streaming video, video identification and face tampering.
Mohan S. KankanhalliEmail:
  相似文献   

12.
乐嘉锦  姚岚 《计算机工程》2012,38(24):269-273
为解决体育网络视频搜索问题,提出一种基于Solr技术的体育视频信息全文搜索系统。收集和处理原始体育视频信息,使用Solr建立索引进行搜索,对搜索结果进行处理和呈现,给出应用系统的系统架构,介绍原始数据信息收集、Solr全文搜索服务、搜索结果预处理的过程。实验结果表明,该系统的命中率和正确率较高,当采用多类聚集方法时搜索效果更优。  相似文献   

13.
近年来,基于内容的拷贝检测技术伴随着Internet和无线网络的快速发展日渐引起人们的重视.针对IPTV系统应用的特殊性,提出了一种快速高效的视频拷贝检测系统.该系统利用简洁有效的帧相似度处理方法,对视频进行镜头提取并进行聚类得到镜头簇,最后利用K-means树构建所有视频的镜头簇索引,从而实现快速的拷贝检测.实验结果表明,该系统不仅检测速度快,而且针对IPTV应用具有良好的检测准确性和覆盖率.  相似文献   

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In video processing, a common first step is to segment the videos into physical units, generally called shots. A shot is a video segment that consists of one continuous action. In general, these physical units need to be clustered to form more semantically significant units, such as scenes, sequences, programs, etc. This is the so-called story-based video structuring. Automatic video structuring is of great importance for video browsing and retrieval. The shots or scenes are usually described by one or several representative frames, called key-frames. Viewed from a higher level, key frames of some shots might be redundant in terms of semantics. In this paper, we propose automatic solutions to the problems of: (i) video partitioning, (ii) key frame computing, (iii) key frame pruning. For the first problem, an algorithm called “net comparison” is devised. It is accurate and fast because it uses both statistical and spatial information in an image and does not have to process the entire image. For the last two problems, we develop an original image similarity criterion, which considers both spatial layout and detail content in an image. For this purpose, coefficients of wavelet decomposition are used to derive parameter vectors accounting for the above two aspects. The parameters exhibit (quasi-) invariant properties, thus making the algorithm robust for many types of object/camera motions and scaling variances. The novel “seek and spread” strategy used in key frame computing allows us to obtain a large representative range for the key frames. Inter-shot redundancy of the key-frames is suppressed using the same image similarity measure. Experimental results demonstrate the effectiveness and efficiency of our techniques.  相似文献   

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We present Video Brush, a novel interface for interactive video cutout. Inspired by the progressive selection scheme in images, our interface is designed to select video objects by painting on successive frames as the video plays. The video objects are progressively selected by solving the graph‐cut based local optimization according to the strokes drawn by the brush on each painted frame. In order to provide users interactive feedback, we accelerate 3D graph‐cut by efficient graph building and multi‐level banded graph‐cut. Experimental results show that our novel interface is both intuitive and efficient for video cutout.  相似文献   

17.
监控视频是安防系统的重要组成部分。在如今的各行各业中,只要涉及到安全,均 离不开监控视频。但对监控视频内容的分析主要依靠大量人工来完成,人力和时间成本巨大。随 着监控视频数据越来越多,如何提高针对视频内容的分析效率、降低用户认知负荷是拓展视频利 用率的重要方面。为此,针对监控视频存在的冗余信息较多、人工获取视频关键内容效率低的问 题,采用螺旋视频摘要及相应交互技术,开发了一种面向监控视频内容的可视分析系统,结合运 动目标检测结果数据,基于螺旋摘要的展示优势实现多角度可视化视频目标统计信息,并辅以针 对螺旋摘要的导航、定位操作以及草图交互等方式,实现对监控视频内容的快速有效获取。  相似文献   

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基于语义概念的视频检索系统的设计与实现   总被引:2,自引:0,他引:2       下载免费PDF全文
设计并实现了一种基于语义概念的视频检索系统,该系统包括视频镜头分割与关键帧提取、语义概念检测和用户检索3个部分。系统采用镜头分割与关键帧提取对视频进行层次分割,并对关键帧图像提取有效的图像低层特征,再使用支持向量机(SVM)进行概念的检测,最后针对概念内容进行视频检索。在概念检测中,提出了一种基于验证平均准确率的线性加权方法对SVM的分类结果进行后融合。实验结果表明,该方法可以达到较高的检索准确率。  相似文献   

19.
基于镜头和情节的视频非线性组织   总被引:9,自引:0,他引:9  
提出了一种新的基于视频单元的视频非线性组织方案,该方案通过将视频分为情节,镜头,视频流三层,以支持视频的高效摘要、存储和浏览。视频组织采取由下而上的方法,首先通过对镜头单元的检测和镜头关键帧的提取,将视频流按镜头进行组织;然后对情节单元划分的基础上,根据所提出的镜头代表性准则,确定情报的代表帧,达到了将镜头按情节组织的目的。文中着重介绍了所提出的采用分级聚类和模糊和分类选取情节代表帧的算法。根据上  相似文献   

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基于内容的视频检索的关键帧提取   总被引:3,自引:0,他引:3  
关键帧提取是基于内容的视频检索中的一个重要技术。本文在总结前人的工作基础上,提出了一种利用视频帧之间互信息量算法来提取关键帧的方法。该方法结合两个连续图像帧的特征互信息量的变化关系来提取关键帧,并与视频聚类的关键帧提取方法进行了比较。实验结果表明,利用该方法提取的关键帧能较好地代表镜头内容且提取关键帧的速度比视频聚类的关键帧提取方法快。  相似文献   

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