Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
Unifying Keywords and Visual Contents in Image Retrieval
IEEE MultiMedia
ImageRover: A Content-Based Image Browser for the World Wide Web
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
Combining Textual and Visual Cues for Content-Based Image Retrieval on the World Wide Web
CBAIVL '98 Proceedings of the IEEE Workshop on Content - Based Access of Image and Video Libraries
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image region entropy: a measure of "visualness" of web images associated with one concept
Proceedings of the 13th annual ACM international conference on Multimedia
Shape reasoning on mis-segmented and mis-labeled objects using approximated Fisher criterion
Computers and Graphics
Exploiting Visual Concepts to Improve Text-Based Image Retrieval
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Finding the best picture: cross-media retrieval of content
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Multiple feature fusion for social media applications
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Using visual concepts and fast visual diversity to improve image retrieval
CLEF'08 Proceedings of the 9th Cross-language evaluation forum conference on Evaluating systems for multilingual and multimodal information access
The importance of the depth for text-image selection strategy in learning-to-rank
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Multiple feature hashing for real-time large scale near-duplicate video retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
A Learning to Rank framework applied to text-image retrieval
Multimedia Tools and Applications
On the consistency and features of image similarity
Proceedings of the 4th Information Interaction in Context Symposium
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We present in this article an efficient visuo-textual Web Image Retrieval system (WIR), which is the second best system according to the official European ImagEVAL 2006 campaign evaluation. It uses very simple tfidf textual analysis, and subband entropy profile visual features. Our mean fusion model represents a simple but nearly state of the art WIR. We depict analyses of the fusion behavior of each query. We then demonstrate that "visualness" of images, and "textualness" of web page, relative to the discriminant power of each features, are concept dependant, and that fusion model could take advantage of their possible complementarity. We finally discuss on their automatic estimations that may enhance WIR.