IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Multimedia Systems - Special section on video libraries
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
A generalized kernel approach to dissimilarity-based classification
The Journal of Machine Learning Research
Negative pseudo-relevance feedback in content-based video retrieval
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
An efficient boosting algorithm for combining preferences
The Journal of Machine Learning Research
Robust Real-Time Face Detection
International Journal of Computer Vision
Optimal multimodal fusion for multimedia data analysis
Proceedings of the 12th annual ACM international conference on Multimedia
Unsupervised event discrimination based on nonlinear temporal modeling of activity content
Pattern Analysis & Applications
Similarity learning via dissimilarity space in CBIR
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Proceedings of the 6th international conference on Multiple Classifier Systems
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Proceedings of the 6th international conference on Multiple Classifier Systems
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Dominant feature vectors based audio similarity measure
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Asymmetric learning and dissimilarity spaces for content-based retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Learning user queries in multimodal dissimilarity spaces
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Combining similarity measures in content-based image retrieval
Pattern Recognition Letters
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Learning-Based interactive retrieval in large-scale multimedia collections
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
Multimodal retrieval with relevance feedback based on genetic programming
Multimedia Tools and Applications
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Representing and fusing multimedia information is a key issue to discover semantics in multimedia. In this paper we address more specifically the problem of multimedia content retrieval by first defining a novel preference-based representation particularly adapted to the fusion problem, and then, by investigating the RankBoost algorithm to combine those preferences and a learn multimodal retrieval model. The approach has been tested on annotated images and on the complete TRECVID 2005 corpus and compared with SVM-based fusion strategies. The results show that our approach equals SVM performance but, contrary to SVM, is parameter free and faster.