To search or to label?: predicting the performance of search-based automatic image classifiers
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
Image annotation by large-scale content-based image retrieval
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Hierarchical classification for automatic image annotation
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
An efficient manual image annotation approach based on tagging and browsing
Workshop on multimedia information retrieval on The many faces of multimedia semantics
ITEMS: intelligent travel experience management system
Proceedings of the international workshop on Workshop on multimedia information retrieval
SBIA: search-based image annotation by leveraging web-scale images
Proceedings of the 15th international conference on Multimedia
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
Learning to reduce the semantic gap in web image retrieval and annotation
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Annotating personal albums via web mining
MM '08 Proceedings of the 16th ACM international conference on Multimedia
SheepDog: group and tag recommendation for flickr photos by automatic search-based learning
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Multi-progressive model for web image annotation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Automatic selection of representative photo and smart thumbnailing using near-duplicate detection
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Delivering online advertisements inside images
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Spirittagger: a geo-aware tag suggestion tool mined from flickr
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Crossing textual and visual content in different application scenarios
Multimedia Tools and Applications
Automatic image annotation using visual content and folksonomies
Multimedia Tools and Applications
A game based approach to assign geographical relevance to web images
Proceedings of the 18th international conference on World wide web
Automatic Web Image Annotation via Web-Scale Image Semantic Space Learning
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Foundations and Trends in Information Retrieval
Image categorization combining neighborhood methods and boosting
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Semantics-preserving bag-of-words models for efficient image annotation
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
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
Query expansion for hash-based image object retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Distance metric learning from uncertain side information with application to automated photo tagging
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Learning semantic distance from community-tagged media collection
MM '09 Proceedings of the 17th ACM international conference on Multimedia
sDoc: exploring social wisdom for document enhancement in web mining
Proceedings of the 18th ACM conference on Information and knowledge management
Global annotation on georeferenced photographs
Proceedings of the ACM International Conference on Image and Video Retrieval
Effective annotation and search for video blogs with integration of context and content analysis
IEEE Transactions on Multimedia - Special issue on integration of context and content
User generated video annotation using geo-tagged image databases
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
On cross-language image annotations
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Quest for relevant tags using local interaction networks and visual content
Proceedings of the international conference on Multimedia information retrieval
Journal of Visual Communication and Image Representation
Searching one billion web images by content: challenges and opportunities
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Multi-modal multi-label semantic indexing of images based on hybrid ensemble learning
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Web image annotation based on automatically obtained noisy training set
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Short and informal documents: a probabilistic model for description enrichment
NGITS'09 Proceedings of the 7th international conference on Next generation information technologies and systems
Automatic tag expansion using visual similarity for photo sharing websites
Multimedia Tools and Applications
Semantics-preserving bag-of-words models and applications
IEEE Transactions on Image Processing
Boosting image object retrieval and indexing by automatically discovered pseudo-objects
Journal of Visual Communication and Image Representation
S3MKL: scalable semi-supervised multiple kernel learning for image data mining
Proceedings of the international conference on Multimedia
Understanding multimedia content using web scale social media data
Proceedings of the international conference on Multimedia
Correlated multi-label refinement for semantic noise removal
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Discovering phrase-level lexicon for image annotation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Distance metric learning from uncertain side information for automated photo tagging
ACM Transactions on Intelligent Systems and Technology (TIST)
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
Mining social images with distance metric learning for automated image tagging
Proceedings of the fourth ACM international conference on Web search and data mining
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Lost in binarization: query-adaptive ranking for similar image search with compact codes
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Composite hashing with multiple information sources
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Mining weakly labeled web facial images for search-based face annotation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A review on automatic image annotation techniques
Pattern Recognition
Efficient approximate nearest neighbor search with integrated binary codes
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploiting the entire feature space with sparsity for automatic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Retrieval-based face annotation by weak label regularized local coordinate coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Gang and moniker identification by graffiti matching
MiFor '11 Proceedings of the 3rd international ACM workshop on Multimedia in forensics and intelligence
A Multi-Directional Search technique for image annotation propagation
Journal of Visual Communication and Image Representation
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
On shape and the computability of emotions
Proceedings of the 20th ACM international conference on Multimedia
Towards indexing representative images on the web
Proceedings of the 20th ACM international conference on Multimedia
A unified learning framework for auto face annotation by mining web facial images
Proceedings of the 21st ACM international conference on Information and knowledge management
Improving image tags by exploiting web search results
Multimedia Tools and Applications
Learning to name faces: a multimodal learning scheme for search-based face annotation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Image search—from thousands to billions in 20 years
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Real web community based automatic image annotation
Computers and Electrical Engineering
Proceedings of the International Workshop on Video and Image Ground Truth in Computer Vision Applications
Robust image annotation via simultaneous feature and sample outlier pursuit
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Topology preserving hashing for similarity search
Proceedings of the 21st ACM international conference on Multimedia
Annotating web images by combining label set relevance with correlation
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
World-wide scale geotagged image dataset for automatic image annotation and reverse geotagging
Proceedings of the 5th ACM Multimedia Systems Conference
Effective automatic image annotation via integrated discriminative and generative models
Information Sciences: an International Journal
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Although it has been studied for several years by computer vision and machine learning communities, image annotation is still far from practical. In this paper, we present AnnoSearch, a novel way to annotate images using search and data mining technologies. Leveraging the Web-scale images, we solve this problem in two-steps: 1) searching for semantically and visually similar images on the Web, 2) and mining annotations from them. Firstly, at least one accurate keyword is required to enable text-based search for a set of semantically similar images. Then content-based search is performed on this set to retrieve visually similar images. At last, annotations are mined from the descriptions (titles, URLs and surrounding texts) of these images. It worth highlighting that to ensure the efficiency, high dimensional visual features are mapped to hash codes which significantly speed up the content-based search process. Our proposed approach enables annotating with unlimited vocabulary, which is impossible for all existing approaches. Experimental results on real web images show the effectiveness and efficiency of the proposed algorithm.