ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
TubeFiler: an automatic web video categorizer
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Proceedings of the 18th ACM conference on Information and knowledge management
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
Multimodal ranking for image search on community databases
Proceedings of the international conference on Multimedia information retrieval
Image annotation with tagprop on the MIRFLICKR set
Proceedings of the international conference on Multimedia information retrieval
Efficient Online and Batch Learning Using Forward Backward Splitting
The Journal of Machine Learning Research
Large Scale Online Learning of Image Similarity Through Ranking
The Journal of Machine Learning Research
Non-parametric kernel ranking approach for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Learning to rank with (a lot of) word features
Information Retrieval
Sound retrieval and ranking using sparse auditory representations
Neural Computation
Multi-label boosting for image annotation by structural grouping sparsity
Proceedings of the international conference on Multimedia
Large-scale text to image retrieval using a Bayesian K-neighborhood model
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
A case for query by image and text content: searching computer help using screenshots and keywords
Proceedings of the 20th international conference on World wide web
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
Learning a Robust Relevance Model for Search Using Kernel Methods
The Journal of Machine Learning Research
Adaptive Subgradient Methods for Online Learning and Stochastic Optimization
The Journal of Machine Learning Research
Leveraging community metadata for multimodal image ranking
Multimedia Tools and Applications
An online framework for learning novel concepts over multiple cues
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Online learning in the embedded manifold of low-rank matrices
The Journal of Machine Learning Research
Combining image-level and segment-level models for automatic annotation
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
WSABIE: scaling up to large vocabulary image annotation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Coherent image selection using a fast approximation to the generalized traveling salesman problem
Proceedings of the 20th ACM international conference on Multimedia
Semantically coherent image annotation with a learning-based keyword propagation strategy
Proceedings of the 21st ACM international conference on Information and knowledge management
An efficient two-stage framework for image annotation
Pattern Recognition
Joint image and word sense discrimination for image retrieval
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Online multi-modal distance learning for scalable multimedia retrieval
Proceedings of the sixth ACM international conference on Web search and data mining
An interactive semi-supervised approach for automatic image annotation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
A low rank structural large margin method for cross-modal ranking
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Cross-media semantic representation via bi-directional learning to rank
Proceedings of the 21st ACM international conference on Multimedia
Learning to rank recommendations with the k-order statistic loss
Proceedings of the 7th ACM conference on Recommender systems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Framing image description as a ranking task: data, models and evaluation metrics
Journal of Artificial Intelligence Research
Learning bilinear model for matching queries and documents
The Journal of Machine Learning Research
Learning semantic representations of objects and their parts
Machine Learning
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
Editor's Choice Article: A survey of approaches and trends in person re-identification
Image and Vision Computing
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This paper introduces a discriminative model for the retrieval of images from text queries. Our approach formalizes the retrieval task as a ranking problem, and introduces a learning procedure optimizing a criterion related to the ranking performance. The proposed model hence addresses the retrieval problem directly and does not rely on an intermediate image annotation task, which contrasts with previous research. Moreover, our learning procedure builds upon recent work on the online learning of kernel-based classifiers. This yields an efficient, scalable algorithm, which can benefit from recent kernels developed for image comparison. The experiments performed over stock photography data show the advantage of our discriminative ranking approach over state-of-the-art alternatives (e.g. our model yields 26.3% average precision over the Corel dataset, which should be compared to 22.0%, for the best alternative model evaluated). Further analysis of the results shows that our model is especially advantageous over difficult queries such as queries with few relevant pictures or multiple-word queries.