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
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
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Automated annotation of human faces in family albums
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Learning an image manifold for retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Multi-model similarity propagation and its application for web image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Temporal event clustering for digital photo collections
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A Probabilistic Semantic Model for Image Annotation and Multi-Modal Image Retrieva
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
AnnoSearch: Image Auto-Annotation by Search
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Scalable search-based image annotation of personal images
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Scalability of local image descriptors: a comparative study
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
EasyAlbum: an interactive photo annotation system based on face clustering and re-ranking
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Bipartite graph reinforcement model for web image annotation
Proceedings of the 15th international conference on Multimedia
Dual cross-media relevance model for image annotation
Proceedings of the 15th international conference on Multimedia
Contextual wisdom: social relations and correlations for multimedia event annotation
Proceedings of the 15th international conference on Multimedia
Semantics, content, and structure of many for the creation of personal photo albums
Proceedings of the 15th international conference on Multimedia
Optimizing multi-graph learning: towards a unified video annotation scheme
Proceedings of the 15th international conference on Multimedia
Detecting splogs via temporal dynamics using self-similarity analysis
ACM Transactions on the Web (TWEB)
EIC's Message: Multimedia is Correlated Media
IEEE MultiMedia
Multiple Bernoulli relevance models for image and video annotation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Smart batch tagging of photo albums
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Image clustering using local discriminant models and global integration
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Collection-based sparse label propagation and its application on social group suggestion from photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Retrieving and ranking unannotated images through collaboratively mining online search results
Proceedings of the 20th ACM international conference on Information and knowledge management
Automated content labeling using context in email
Proceedings of the 17th International Conference on Management of Data
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Nowadays personal albums are becoming more and more popular due to the explosive growth of digital image capturing devices. An effective automatic annotation system for personal albums is desired for both efficient browsing and search. Existing research on image annotation evolves through two stages: learning-based methods and web-based methods. Learning-based methods attempt to learn classifiers or joint probabilities between images and concepts, which are difficult to handle large-scale concept sets due to the lack of training data. Web-based methods leverage web image data to learn relevant annotations, which greatly expand the scale of concepts. However, they still suffer two problems: the query image lacks prior knowledge and the annotations are often noisy and incoherent. To address the above issues, we propose a web-based annotation approach to annotate a collection of photos simultaneously, instead of annotating them independently, by leveraging the abundant correlations among the photos. A multi-graph similarity propagation based semi-supervised learning (MGSP-SSL) algorithm is proposed to suppress the noises in the initial annotations from the Web. Experiments on real personal albums show that the proposed approach outperforms existing annotation methods.