DocumentCode :
3472772
Title :
Efficient image concept indexing by harmonic & arithmetic profiles entropy
Author :
Glotin, Herve ; Zhao, Zhong-Qiu ; Ayache, Stephane
Author_Institution :
Syst. & Inf. Sci. Lab., Univ. Sud-Toulon Var, Toulon, France
fYear :
2009
fDate :
7-10 Nov. 2009
Firstpage :
277
Lastpage :
280
Abstract :
We propose new efficient visual features called Profile Entropy Features (PEF), giving information on the structure of the image content, and defined as the entropy of the distribution of a projection of the pixels. We analyse two simple projection operators (arithmetic or harmonic mean), and two orientations (horizontal and vertical). PEF are fast to compute (10 images per sec. on a PentiumIV) and of small dimension. Moreover, we show on High Level Feature task in TrecVid2008 that PEF performs in average better than the features of the state of the art (usual color features, edge direction, Gabor, and Local Binary Pattern). Moreover, we show on another international image retrieval campaign, the Visual Concept Detection of ImageCLEF2008, that the arithmetic and harmonic projections give complementary informations, yielding to the third best rank system in the official run of this campaign. Other properties of the PEF are discussed.
Keywords :
content-based retrieval; entropy; feature extraction; image retrieval; indexing; TrecVid2008; Visual Concept Detection of ImageCLEF2008; arithmetic profiles entropy; arithmetic projections; harmonic profiles entropy; harmonic projections; high level feature task; image concept indexing; image content; international image retrieval campaign; profile entropy features; projection operators; visual features; Arithmetic; Computer science; Content based retrieval; Entropy; Image retrieval; Image segmentation; Indexing; Information retrieval; Pixel; Reactive power; Content-Based Image Retrieval; Entropy; SVM; Texture; Video Retrieval;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
ISSN :
1522-4880
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2009.5413350
Filename :
5413350
Link To Document :
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