Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
A probabilistic model of information retrieval: development and comparative experiments Part 2
Information Processing and Management: an International Journal
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
The Journal of Machine Learning Research
Web Image Retrieval Re-Ranking with Relevance Model
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
Questioning query expansion: an examination of behaviour and parameters
ADC '04 Proceedings of the 15th Australasian database conference - Volume 27
Image annotations by combining multiple evidence & wordNet
Proceedings of the 13th annual ACM international conference on Multimedia
Usage patterns of collaborative tagging systems
Journal of Information Science
Video search reranking via information bottleneck principle
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Image annotation by large-scale content-based image retrieval
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image retrieval on large-scale image databases
Proceedings of the 6th ACM international conference on Image and video retrieval
Watch what I watch: using community activity to understand content
Proceedings of the international workshop on Workshop on multimedia information retrieval
Tagging over time: real-world image annotation by lightweight meta-learning
Proceedings of the 15th international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
Semantic concept-based query expansion and re-ranking for multimedia retrieval
Proceedings of the 15th international conference on Multimedia
I tube, you tube, everybody tubes: analyzing the world's largest user generated content video system
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
A Discriminative Kernel-Based Approach to Rank Images from Text Queries
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
VisualRank: Applying PageRank to Large-Scale Image Search
IEEE Transactions on Pattern Analysis and Machine Intelligence
Annotating Images by Mining Image Search Results
IEEE Transactions on Pattern Analysis and Machine Intelligence
80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
MM '08 Proceedings of the 16th ACM international conference on Multimedia
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
Annotating images by harnessing worldwide user-tagged photos
ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing
Majority based ranking approach in web image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Multimedia search with pseudo-relevance feedback
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Can High-Level Concepts Fill the Semantic Gap in Video Retrieval? A Case Study With Broadcast News
IEEE Transactions on Multimedia
Adding Semantics to Detectors for Video Retrieval
IEEE Transactions on Multimedia
IEEE Transactions on Pattern Analysis and Machine Intelligence
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
Proceedings of the international conference on Multimedia information retrieval
Unsupervised multi-feature tag relevance learning for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
On the sampling of web images for learning visual concept classifiers
Proceedings of the ACM International Conference on Image and Video Retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Automatic tag expansion using visual similarity for photo sharing websites
Multimedia Tools and Applications
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
Quantifying tag representativeness of visual content of social images
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
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
A graph-based clustering scheme for identifying related tags in folksonomies
DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Content-based tag processing for Internet social images
Multimedia Tools and Applications
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Mining multi-tag association for image tagging
World Wide Web
Tag suggestion using visual content and social tag
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Social negative bootstrapping for visual categorization
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Tagging image with informative and correlative tags
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
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
Graph-cut based tag enrichment
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A bayesian framework for learning shared and individual subspaces from multiple data sources
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Multimedia Tools and Applications
Proceedings of the 20th ACM international conference on Information and knowledge management
Social image tag recommendation by concept matching
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic concept-to-query mapping for web-based concept detector training
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Leveraging collective wisdom for web video retrieval through heterogeneous community discovery
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Enriching and localizing semantic tags in internet videos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Personalizing automated image annotation using cross-entropy
MM '11 Proceedings of the 19th ACM international conference on Multimedia
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Tag suggestion and localization for web videos by bipartite graph matching
WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
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
A social tagging based collaborative filtering recommendation algorithm for digital library
ICADL'11 Proceedings of the 13th international conference on Asia-pacific digital libraries: for cultural heritage, knowledge dissemination, and future creation
Proceedings of the 2nd ACM International Conference on Multimedia 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)
Proceedings of the 2012 international workshop on Socially-aware multimedia
Towards relevance and saliency ranking of image tags
Proceedings of the 20th ACM international conference on Multimedia
Local image tagging via graph regularized joint group sparsity
Pattern Recognition
Improving image tags by exploiting web search results
Multimedia Tools and Applications
Topic based photo set retrieval using user annotated tags
Multimedia Tools and Applications
Tag completion based on belief theory and neighbor voting
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
High order pLSA for indexing tagged images
Signal Processing
Ranking-oriented nearest-neighbor based method for automatic image annotation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Multimedia information retrieval on the social web
Proceedings of the 22nd international conference on World Wide Web companion
Why not, WINE?: towards answering why-not questions in social image search
Proceedings of the 21st ACM international conference on Multimedia
Picture tags and world knowledge: learning tag relations from visual semantic sources
Proceedings of the 21st ACM international conference on Multimedia
Classifying tag relevance with relevant positive and negative examples
Proceedings of the 21st ACM international conference on Multimedia
Clickage: towards bridging semantic and intent gaps via mining click logs of search engines
Proceedings of the 21st ACM international conference on Multimedia
Learning compact hashing codes for efficient tag completion and prediction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Web media semantic concept retrieval via tag removal and model fusion
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Annotating web images by combining label set relevance with correlation
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Adaptive all-season image tag ranking by saliency-driven image pre-classification
Journal of Visual Communication and Image Representation
Recognizing human-human interaction activities using visual and textual information
Pattern Recognition Letters
Semantic context based refinement for news video annotation
Multimedia Tools and Applications
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Social image analysis and retrieval is important for helping people organize and access the increasing amount of user-tagged multimedia. Since user tagging is known to be uncontrolled, ambiguous, and overly personalized, a fundamental problem is how to interpret the relevance of a user-contributed tag with respect to the visual content the tag is describing. Intuitively, if different persons label visually similar images using the same tags, these tags are likely to reflect objective aspects of the visual content. Starting from this intuition, we propose in this paper a neighbor voting algorithm which accurately and efficiently learns tag relevance by accumulating votes from visual neighbors. Under a set of well-defined and realistic assumptions, we prove that our algorithm is a good tag relevance measurement for both image ranking and tag ranking. Three experiments on 3.5 million Flickr photos demonstrate the general applicability of our algorithm in both social image retrieval and image tag suggestion. Our tag relevance learning algorithm substantially improves upon baselines for all the experiments. The results suggest that the proposed algorithm is promising for real-world applications.