An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Incremental formalization of document annotations through ontology-based paraphrasing
Proceedings of the 13th international conference on World Wide Web
Query workload-aware overlay construction using histograms
Proceedings of the 14th ACM international conference on Information and knowledge management
Random sampling from a search engine's index
Proceedings of the 15th international conference on World Wide Web
tagging, communities, vocabulary, evolution
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Visual language modeling for image classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Correlative multi-label video annotation
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
Semantics, content, and structure of many for the creation of personal photo albums
Proceedings of the 15th international conference on Multimedia
Context-Based Object-Class Recognition and Retrieval by Generalized Correlograms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Query expansion using probabilistic local feedback with application to multimedia retrieval
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Distance Learning for Similarity Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Supporting OLAP operations over imperfectly integrated taxonomies
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Pfp: parallel fp-growth for query recommendation
Proceedings of the 2008 ACM conference on Recommender systems
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Adding Semantics to Detectors for Video Retrieval
IEEE Transactions on Multimedia
Proceedings of the 18th international conference on World wide web
Image tag clarity: in search of visual-representative tags for social images
WSM '09 Proceedings of the first SIGMM workshop on Social media
A tag recommendation system for folksonomy
Proceedings of the 2nd ACM workshop on Social web search and mining
PhotoSense: emergent semantics based approach to image annotation
CHI '10 Extended Abstracts on Human Factors in Computing Systems
Context-oriented web video tag recommendation
Proceedings of the 19th international conference on World wide web
Content-based tag generation to enable a tag-based collaborative tv-recommendation system.
Proceedings of the 8th international interactive conference on Interactive TV&Video
Unsupervised multi-feature tag relevance learning for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Nonnegative shared subspace learning and its application to social media retrieval
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining discriminative items in multiple data streams
World Wide Web
Large-scale music tag recommendation with explicit multiple attributes
Proceedings of the international conference on Multimedia
Tag suggestion and localization in user-generated videos based on social knowledge
Proceedings of second ACM SIGMM workshop on Social media
A language model approach for tag recommendation
Expert Systems with Applications: An International Journal
Survey on social tagging techniques
ACM SIGKDD Explorations Newsletter
Demand-driven tag recommendation
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Collection-based sparse label propagation and its application on social group suggestion from photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Annotating flickr photos by manifold-ranking based tag ranking and tag expanding
ICICA'10 Proceedings of the First international conference on Information computing and applications
A two-view learning approach for image tag ranking
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
Post-based collaborative filtering for personalized tag recommendation
Proceedings of the 2011 iConference
Mining multi-tag association for image tagging
World Wide Web
Probabilistic image tagging with tags expanded by text-based search
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Associative tag recommendation exploiting multiple textual features
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Measuring social tag confidence: is it a good or bad tag?
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Tagging image by exploring weighted correlation between visual features and tags
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Multimedia Tools and Applications
Proceedings of the 20th ACM international conference on Information and knowledge management
Context seeking with social tags
Proceedings of the fourth workshop on Exploiting semantic annotations in information retrieval
Image tagging by exploiting feature correlation
ICADL'11 Proceedings of the 13th international conference on Asia-pacific digital libraries: for cultural heritage, knowledge dissemination, and future creation
Geotag propagation in social networks based on user trust model
Multimedia Tools and Applications
Which tags are related to visual content?
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Understanding web images by object relation network
Proceedings of the 21st international conference on World Wide Web
Finding similar items by leveraging social tag clouds
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Context sensitive tag expansion with information inference
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Recommending Flickr groups with social topic model
Information Retrieval
Geo-based automatic image annotation
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
The Tag Genome: Encoding Community Knowledge to Support Novel Interaction
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special Issue on Common Sense for Interactive Systems
Personal image tagging: a game-based approach
Proceedings of the 8th International Conference on Semantic Systems
SocialTransfer: cross-domain transfer learning from social streams for media applications
Proceedings of the 20th ACM international conference on Multimedia
Improving image tags by exploiting web search results
Multimedia Tools and Applications
Tag recommendation by machine learning with textual and social features
Journal of Intelligent Information Systems
Exploiting novelty and diversity in tag recommendation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Topic based photo set retrieval using user annotated tags
Multimedia Tools and Applications
High order pLSA for indexing tagged images
Signal Processing
Tagging photos using users' vocabularies
Neurocomputing
Automatic tag recommendation for metadata annotation using probabilistic topic modeling
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Topic diversity in tag recommendation
Proceedings of the 7th ACM conference on Recommender systems
Collaborative topic regression with social regularization for tag recommendation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A framework for tag-aware recommender systems
Expert Systems with Applications: An International Journal
Automatic Abstract Tag Detection for Social Image Tag Refinement and Enrichment
Journal of Signal Processing Systems
Hi-index | 0.00 |
Social tagging provides valuable and crucial information for large-scale web image retrieval. It is ontology-free and easy to obtain; however, irrelevant tags frequently appear, and users typically will not tag all semantic objects in the image, which is also called semantic loss. To avoid noises and compensate for the semantic loss, tag recommendation is proposed in literature. However, current recommendation simply ranks the related tags based on the single modality of tag co-occurrence on the whole dataset, which ignores other modalities, such as visual correlation. This paper proposes a multi-modality recommendation based on both tag and visual correlation, and formulates the tag recommendation as a learning problem. Each modality is used to generate a ranking feature, and Rankboost algorithm is applied to learn an optimal combination of these ranking features from different modalities. Experiments on Flickr data demonstrate the effectiveness of this learning-based multi-modality recommendation strategy.