计算机工程与应用 ›› 2013, Vol. 49 ›› Issue (21): 191-194.

• 信号处理 • 上一篇    下一篇

结合稀疏编码和金字塔匹配的视频检索

甘  玲,汪子彧   

  1. 重庆邮电大学 计算机科学与技术学院,重庆 400065
  • 出版日期:2013-11-01 发布日期:2013-10-30

Video retrieval using pyramid matching with sparse coding

GAN Ling, WANG Ziyu   

  1. School of Computer Science and Technology of Chongqing University of Posts and Telecommunications, Chongqing 400065, China
  • Online:2013-11-01 Published:2013-10-30

摘要: 针对金字塔匹配下的视频检索系统中基础特征用矢量量化方法表示不够精确的问题,结合稀疏编码方法进行视频检索。视频的基础特征通过稀疏编码表示后,用金字塔方法进行多次匹配,将多次匹配结果线性合并,作为修正后的相似性度量结果。通过对UCF50的检索实验表明,该方法能显著提高检索的准确率。

关键词: 视频检索, 金字塔匹配, 稀疏编码

Abstract: This paper proposes an extended video indexing approach combined with the sparse coding method, in order to improve the accuracy for feature vector quantizing within pyramid matching, which has been widely applied in CBVR systems. Essential features of video sequence, extracted from the adjacent two frames, are coded by the sparse coding method previously, and then registered by the pyramid matching for several times, in order to produce slight different alignments. After that, these alignments between two frames are linearly combined to be the corrected similarity measurement. The experiment on UCF 50 shows the proposed method can greatly increase the accuracy of video retrieval task.

Key words: video retrieval, pyramid matching, sparse coding