DocumentCode :
141729
Title :
A Novel Progressive Transmission in Mobile Visual Search
Author :
Qi Zhang ; Zhiyang Li ; Yegang Du ; Wenyu Qu ; Xiaoxuan Zhang
Author_Institution :
Coll. of Inf. Sci. & Technol., Dalian Maritime Univ., Dalian, China
fYear :
2014
fDate :
24-27 Aug. 2014
Firstpage :
259
Lastpage :
264
Abstract :
How to reduce the transmission latency is a main concern in the context of Mobile Visual Search (MVS). Transmitting extremely compacted visual descriptor in a progressive manner is the start-of-art solution. In this paper, we present a novel MVS system following the client-server architecture. To reduce the transmission latency, the inquiry image is represented by a set of hash bits, which are then progressively transmitted. In the server side, all images are indexed by their hash bits, similar as the classic Bag-of-Word (BoW) model. Owe to the merit of the proposed system, the IDF weight of the hash bits are encoded into a sparse vector which retained in the mobile client, and provides a transmission order of the inquiry hash bits. The hash bit with lower IDF weight will be more discriminative, which should have higher priority during the transmission. As far as we know, this work is the first one attempting to transmit the hash bits in a proper progressive manner in MVS. Extensive experiments have been done on the public Stanford MVS database, demonstrating that the proposed progressive transmission strategy achieves higher recognition rate compared to other strategies, when delivering the same amount of data.
Keywords :
client-server systems; image representation; image retrieval; indexing; mobile computing; software architecture; visual communication; BoW model; IDF weight; MVS database; MVS system; bag-of-word; client-server architecture; hash bits; images indexing; inquiry image representation; mobile client; mobile visual search; progressive transmission; recognition rate; server side; sparse vector; transmission latency reduction; transmission strategy; visual descriptor; Accuracy; Business; DVD; Feature extraction; Mobile communication; Servers; Visualization; Bag of Hash Bits; ITQ; Mobile Visual Search;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Dependable, Autonomic and Secure Computing (DASC), 2014 IEEE 12th International Conference on
Conference_Location :
Dalian
Print_ISBN :
978-1-4799-5078-2
Type :
conf
DOI :
10.1109/DASC.2014.53
Filename :
6945698
Link To Document :
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