Communications of the ACM
Query by image and video content: the QBIC system
Intelligent multimedia information retrieval
Querying by color regions using VisualSEEk content-based visual query system
Intelligent multimedia information retrieval
Iterative refinement by relevance feedback in content-based digital image retrieval
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Spatial querying for image retrieval: a user-oriented evaluation
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
A Relevance Feedback Architecture for Content-based Multimedia Information Retrieval Systems
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
Face recognition by elastic bunch graph matching
ICIP '97 Proceedings of the 1997 International Conference on Image Processing (ICIP '97) 3-Volume Set-Volume 1 - Volume 1
Semantic Organization of Scenes Using Discriminant Structural Templates
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Content-Based Hierarchical Classification of Vacation Images
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
How do people organise their photographs?
IRSG'99 Proceedings of the 21st Annual BCS-IRSG conference on Information Retrieval Research
Nonlinear operator for oriented texture
IEEE Transactions on Image Processing
Finding similar images quicky using object shapes
Proceedings of the tenth international conference on Information and knowledge management
Symbolic photograph content-based retrieval
Proceedings of the eleventh international conference on Information and knowledge management
Adaptive tree similarity learning for image retrieval
Multimedia Systems
Using dual cascading learning frameworks for image indexing
VIP '05 Proceedings of the Pan-Sydney area workshop on Visual information processing
Graphical Search for Images by PictureFinder
Multimedia Tools and Applications
A model for weighting image objects in home photographs
Proceedings of the 14th ACM international conference on Information and knowledge management
Information graphics: an untapped resource for digital libraries
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Semantics-sensitive image retrieval: an information fusion approach
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Image clustering using semantic tolerance relation model
IMSA'07 IASTED European Conference on Proceedings of the IASTED European Conference: internet and multimedia systems and applications
Mining user hidden semantics from image content for image retrieval
Journal of Visual Communication and Image Representation
An Agent Framework Based on Signal Concepts for Highlighting the Image Semantic Content
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Multimedia Tools and Applications
Learning consumer photo categories for semantic retrieval
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Image clustering using semantic tolerance relation model
EurolMSA '07 Proceedings of the Third IASTED European Conference on Internet and Multimedia Systems and Applications
Beyond pixels: Exploiting camera metadata for photo classification
Pattern Recognition
Combining intra-image and inter-class semantics for consumer image retrieval
Pattern Recognition
Natural scene classification using overcomplete ICA
Pattern Recognition
Semantic context inference in multimedia search
The future internet
A novel method of image retrieval based on combination of semantic and visual features
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
Multimodal indexing based on semantic cohesion for image retrieval
Information Retrieval
Multi-class particle swarm model selection for automatic image annotation
Expert Systems with Applications: An International Journal
Multifaceted conceptual image indexing on the world wide web
Information Processing and Management: an International Journal
An Image Clustering and Feedback-based Retrieval Framework
International Journal of Multimedia Data Engineering & Management
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This paper describes an approach to image retrieval based on the underlying semantics of images. To extract these semantics a hierarchical, probabilistic approach is proposed. The labels that are extracted in this case are man-made, natural, inside and outside. The hierarchical framework combines class likelihood probability estimates across a number of levels to form a posterior estimate of the probability of class membership. Unlike previous work in this field, the proposed algorithm can determine probabilities at any point in the scene and only a small number of images are required to train the system. To illustrate the potential of such an approach a prototype image retrieval system has been developed, initial results from this system are given in this paper.