Some issues in the indexing of images
Journal of the American Society for Information Science
Using semantic contents and WordNet in image retrieval
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Attributes of images in describing tasks
Information Processing and Management: an International Journal
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Object Detection in Images by Components
IEEE Transactions on Pattern Analysis and Machine Intelligence
End-User Searching Challenges Indexing Practices inthe Digital Newspaper Photo Archive
Information Retrieval
Browse and Search Patterns in a Digital Image Database
Information Retrieval
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Proceedings of the 3rd ACM/IEEE-CS joint conference on Digital libraries
On the algorithmic implementation of multiclass kernel-based vector machines
The Journal of Machine Learning Research
A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Hierarchical Object Indexing and Sequential Learning
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Learning From a Small Number of Training Examples by Exploiting Object Categories
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 6 - Volume 06
Learning the Semantics in Image Retrieval - A Natural Language Processing Approach
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 9 - Volume 09
Classification of user image descriptions
International Journal of Human-Computer Studies
Automatic Face Recognition for Film Character Retrieval in Feature-Length Films
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Evaluating the impact of selection noise in community-based web search
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Feature Hierarchies for Object Classification
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Learning Hierarchical Models of Scenes, Objects, and Parts
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Semantic feedback for interactive image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Image annotations by combining multiple evidence & wordNet
Proceedings of the 13th annual ACM international conference on Multimedia
Machine Learning
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Using Dependent Regions for Object Categorization in a Generative Framework
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Toward bridging the annotation-retrieval gap in image search by a generative modeling approach
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Toward Category-Level Object Recognition (Lecture Notes in Computer Science)
Toward Category-Level Object Recognition (Lecture Notes in Computer Science)
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
A survey of content-based image retrieval with high-level semantics
Pattern Recognition
Review: Which is the best way to organize/classify images by content?
Image and Vision Computing
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Uncovering shared structures in multiclass classification
Proceedings of the 24th international conference on Machine learning
Hierarchical classification for automatic image annotation
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Ontology driven content based image retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Foundations and Trends® in Computer Graphics and Vision
Learning semantic object parts for object categorization
Image and Vision Computing
Ontology based complex object recognition
Image and Vision Computing
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Universal and Adapted Vocabularies for Generic Visual Categorization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real-Time Computerized Annotation of Pictures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Toward Bridging the Annotation-Retrieval Gap in Image Search
IEEE MultiMedia
Semantic lattices for multiple annotation of images
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
A New Baseline for Image Annotation
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part III
Constructing Category Hierarchies for Visual Recognition
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part IV
Beyond Nouns: Exploiting Prepositions and Comparative Adjectives for Learning Visual Classifiers
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Shape-from-recognition: Recognition enables meta-data transfer
Computer Vision and Image Understanding
Towards a comprehensive survey of the semantic gap in visual image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Semantic image analysis using a learning approach and spatial context
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
Semantically relevant image retrieval by combining image and linguistic analysis
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
Efficient classification of images with taxonomies
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Mining Multilevel Image Semantics via Hierarchical Classification
IEEE Transactions on Multimedia
IEEE Transactions on Image Processing
DOGI: an annotation system for images of dog breeds
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Improving tag-based image search by using linked open data
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Content-based annotation and classification framework: a general multi-purpose approach
Proceedings of the 17th International Database Engineering & Applications Symposium
A hierarchical semantic-based distance for nominal histogram comparison
Data & Knowledge Engineering
Image categorization using a semantic hierarchy model with sparse set of salient regions
Frontiers of Computer Science: Selected Publications from Chinese Universities
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In this survey, we argue that using structured vocabularies is capital to the success of image annotation. We analyze literature on image annotation uses and user needs, and we stress the need for automatic annotation. We briefly expose the difficulties posed to machines for this task and how it relates to controlled vocabularies. We survey contributions in the field showing how structures are introduced. First we present studies that use unstructured vocabulary, focusing on those introducing links between categories or between features. Then we review work using structured vocabularies as an input and analyze how the structure is exploited.