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Video Retrieval Based on Motion Vector Key Frame Extraction and Spatial Pyramid Matching

机译:基于运动矢量关键帧提取和空间金字塔匹配的视频检索

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Video retrieval technique aims at retrieving relevant video from a large video dataset. Generally, it consists of heterogeneous videos and retrieval of relevant videos with high accuracy is a tedious work. In this paper, we proposed a content-based video retrieval system that correspondingly retrieves the most relevant videos from the database based on the visual content. In this context, motion vector based key frame extraction is computed as video summarization technique to recapitulate the video content and spatial pyramid matching scheme is used for the key frame matching. Computational mechanism for key frame selection is based on the concept of shot selection using outliers detection followed by sub-shot detection for each shot using motion vector. Finally, in each sub-shot undulant and stable sub section. Spatial pyramid matching partitions the key frames into increasingly fine sub-regions and computes features from each sub-region. The proposed method has been implemented and tested on real datasets. The performance has been compared with other standard methods. Experimental results provide an insight of satisfactory results in video retrieval, in terms of both subjective visual perception and objective evaluation metrics like fidelity, video sapling error, precision and recall.
机译:视频检索技术旨在从大型视频数据集中检索相关视频。通常,它由异构视频组成,以高精度检索相关视频是一项繁琐的工作。在本文中,我们提出了一种基于内容的视频检索系统,该系统根据视觉内容从数据库中相应地检索最相关的视频。在这种情况下,将基于运动矢量的关键帧提取作为视频摘要技术进行计算,以概括视频内容,并将空间金字塔匹配方案用于关键帧匹配。关键帧选择的计算机制基于使用离群值检测的镜头选择概念,然后使用运动矢量对每个镜头进行子镜头检测。最后,在每个子镜头中都将多余的和稳定的子部分。空间金字塔匹配将关键帧划分为越来越精细的子区域,并从每个子区域计算特征。所提出的方法已在实际数据集上实现并经过测试。该性能已与其他标准方法进行了比较。实验结果在主观视觉感知和客观评估指标(如保真度,视频树苗错误,准确性和召回率)方面都提供了令人满意的视频检索结果。

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