Literature DB >> 18244650

Robust color histogram descriptors for video segment retrieval and identification.

A Müfit Ferman1, A Murat Tekalp, Rajiv Mehrotra.   

Abstract

Effective and efficient representation of color features of multiple video frames or pictures is an important yet challenging task for visual information management systems. Key frame-based methods to represent the color features of a group of frames (GoF) are highly dependent on the selection criterion of the representative frame(s), and may lead to unreliable results. We present various histogram-based color descriptors to reliably capture and represent the color properties of multiple images or a GoF. One family of such descriptors, called alpha-trimmed average histograms, combine individual frame or image histograms using a specific filtering operation to generate robust color histograms that can eliminate the adverse effects of brightness/color variations, occlusion, and edit effects on the color representation. We show the efficacy of the alpha-trimmed average histograms for video segment retrieval applications, and illustrate how they consistently outperform key frame-based methods. Another color histogram descriptor that we introduce, called the intersection histogram, reflects the number of pixels of a given color that is common to all the frames in the GoF. We employ the intersection histogram to develop a fast and efficient algorithm for identification of the video segment to which a query frame belongs. The proposed color histogram descriptors have been included in the ISO standard MPEG-7 after extensive evaluation experiments.

Entities:  

Year:  2002        PMID: 18244650     DOI: 10.1109/TIP.2002.1006397

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  2 in total

1.  Invasive ductal breast carcinoma detector that is robust to image magnification in whole digital slides.

Authors:  Matthew Balazsi; Paula Blanco; Pablo Zoroquiain; Martin D Levine; Miguel N Burnier
Journal:  J Med Imaging (Bellingham)       Date:  2016-05-18

2.  A probabilistic approach to incorporating domain knowledge for closed-room people monitoring.

Authors:  Ji Tao; Yap-Peng Tan
Journal:  Signal Process Image Commun       Date:  2004-08-21       Impact factor: 3.256

  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.