Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images

From Wikipedia Quality
Jump to: navigation, search


Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images
Authors
Cher Han Lau
Dian Tjondronegoro
Jinglan Zhang
Shlomo Geva
Yuee Liu
Publication date
2006
DOI
10.1007/978-3-540-73888-6_34
Links
Original

Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images - scientific work related to Wikipedia quality published in 2006, written by Cher Han Lau, Dian Tjondronegoro, Jinglan Zhang, Shlomo Geva and Yuee Liu.

Overview

This paper presents an experimental study that examines the performance of various combination techniques for content-based image retrieval using a fusion of visual and textual search results. The evaluation is comprehensively benchmarked using more than 160,000 samples from INEX-MM2006 images dataset and the corresponding XML documents. For visual search, authors have successfully combined Hough transform, Object’s color histogram, and Texture (H.O.T). For comparison purposes, authors used the provided UvA features. Based on the evaluation, submissions show that Uva+Text combination performs most effectively, but it is closely followed by H.O.T- (visual only) feature. Moreover, H.O.T+Text performance is still better than UvA (visual) only. These findings show that the combination of effective text and visual search results can improve the overall performance of CBIR in Wikipedia collections which contain a heterogeneous (i.e. wide) range of genres and topics.

Embed

Wikipedia Quality

Lau, Cher Han; Tjondronegoro, Dian; Zhang, Jinglan; Geva, Shlomo; Liu, Yuee. (2006). "[[Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images]]". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-540-73888-6_34.

English Wikipedia

{{cite journal |last1=Lau |first1=Cher Han |last2=Tjondronegoro |first2=Dian |last3=Zhang |first3=Jinglan |last4=Geva |first4=Shlomo |last5=Liu |first5=Yuee |title=Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images |date=2006 |doi=10.1007/978-3-540-73888-6_34 |url=https://wikipediaquality.com/wiki/Fusing_Visual_and_Textual_Retrieval_Techniques_to_Effectively_Search_Large_Collections_of_Wikipedia_Images |journal=Springer, Berlin, Heidelberg}}

HTML

Lau, Cher Han; Tjondronegoro, Dian; Zhang, Jinglan; Geva, Shlomo; Liu, Yuee. (2006). &quot;<a href="https://wikipediaquality.com/wiki/Fusing_Visual_and_Textual_Retrieval_Techniques_to_Effectively_Search_Large_Collections_of_Wikipedia_Images">Fusing Visual and Textual Retrieval Techniques to Effectively Search Large Collections of Wikipedia Images</a>&quot;. Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-540-73888-6_34.