DocumentCode :
3582866
Title :
Content based image retrieval based on geo-location driven image tagging on the social web
Author :
Memon, Muhammad Hammad ; Khan, Asif ; Jian-Ping Li ; Shaikh, Riaz Ahmed ; Memon, Imran ; Deep, Samundra
Author_Institution :
Sch. of Comput. Sci. & Eng., UESTC, Chengdu, China
fYear :
2014
Firstpage :
280
Lastpage :
283
Abstract :
In recently years, in the era of multimedia technologies need for information/data retrieval systems getting more attention. The data might be image, video, audio and/or text files. Digital libraries, surveillance application, web applications and many other applications that handle huge volume of data essentially have data retrieval components. These data always include large-scale of independent information with both textual and visual contents. The large numbers of images has posed increasing challenges to computer systems to store and manage data effectively and efficiently. In this paper, we proposed a method of Geo-location-based image retrieval (GLBIR). The proposed method identifies a geo location in an image using visual attention-based mechanism and represents them using its color layout descriptors and curve let descriptors. These features are extracted from geo location of query image from Flickr. The likeness between the query geo coordinates and image is ranked according to a similarity measure computed from the feature vectors. Our proposed model does not full semantic understanding of image content, uses visual metrics for example proximity, color contrast, size and nearness to image´s boundaries to locate viewer´s attention. We evaluate our approach on the image dataset from Flickr. We analyzed results analyzed and compared with state of art CBIR Systems and GLBIR Technique.
Keywords :
Internet; feature extraction; image colour analysis; image representation; image retrieval; social networking (online); vectors; Flickr; GLBIR; color layout descriptor; curvelet descriptor; feature extraction; feature vector; geolocation based image retrieval; image representation; image tagging; query image; social Web; visual attention-based mechanism; Feature extraction; Geology; Image color analysis; Image retrieval; Layout; Multimedia communication; Visualization; Color layout descriptor; Curvelet transform; Location-based social network; Machine learning; Visual attention;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wavelet Active Media Technology and Information Processing (ICCWAMTIP), 2014 11th International Computer Conference on
Print_ISBN :
978-1-4799-7207-4
Type :
conf
DOI :
10.1109/ICCWAMTIP.2014.7073408
Filename :
7073408
Link To Document :
بازگشت