Machine Learning
Comparing images using color coherence vectors
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Handbook on Multimedia Computing
Handbook on Multimedia Computing
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
Automatic image annotation and retrieval using cross-media relevance models
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
A Framework for Benchmarking in CBIR
Multimedia Tools and Applications
Representation, Similarity, and the Chorus of Prototypes
Representation, Similarity, and the Chorus of Prototypes
The Journal of Machine Learning Research
Recognition with Local Features: the Kernel Recipe
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Image Categorization by Learning and Reasoning with Regions
The Journal of Machine Learning Research
Antipole Tree Indexing to Support Range Search and K-Nearest Neighbor Search in Metric Spaces
IEEE Transactions on Knowledge and Data Engineering
The Pyramid Match Kernel: Discriminative Classification with Sets of Image Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Multimedia semantic indexing using model vectors
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 1
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
International Journal of Computer Vision
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
How many high-level concepts will fill the semantic gap in news video retrieval?
Proceedings of the 6th ACM international conference on Image and video retrieval
Improving generalization of fuzzy IF-THEN rules by maximizing fuzzy entropy
IEEE Transactions on Fuzzy Systems
On the Coöperative Creation of Multimedia Meaning
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Prosemantic features for content-based image retrieval
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Can High-Level Concepts Fill the Semantic Gap in Video Retrieval? A Case Study With Broadcast News
IEEE Transactions on Multimedia
Bridging the Gap: Query by Semantic Example
IEEE Transactions on Multimedia
Selection of Concept Detectors for Video Search by Ontology-Enriched Semantic Spaces
IEEE Transactions on Multimedia
OFFSS: optimal fuzzy-valued feature subset selection
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Image Processing
Image classification for content-based indexing
IEEE Transactions on Image Processing
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
An introduction to kernel-based learning algorithms
IEEE Transactions on Neural Networks
k-Partite graph reinforcement and its application in multimedia information retrieval
Information Sciences: an International Journal
Exploiting pairwise recommendation and clustering strategies for image re-ranking
Information Sciences: an International Journal
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Information Sciences: an International Journal
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We present here, an image description approach based on prosemantic features. These features are obtained through a two-level feature extraction process. A first level of features, related to image structure and color distribution, is extracted from the images, and used as input to a bank of classifiers, each one trained to recognize a given category. Packing together the scores, the features that we call prosemantic are obtained, and used to index images in an image retrieval system where searches are performed using relevance feedback. Prosemantic features have been evaluated on a public domain dataset, and compared against two different sets of features. Our experiments show that the use of prosemantic features allows for a more successful and quick retrieval with respect to the other features considered.