CYC: a large-scale investment in knowledge infrastructure
Communications of the ACM
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Semantic Modeling and Knowledge Representation in Multimedia Databases
IEEE Transactions on Knowledge and Data Engineering
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
Image Categorization by Learning and Reasoning with Regions
The Journal of Machine Learning Research
A Bayesian Hierarchical Model for Learning Natural Scene Categories
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Visual language modeling for image classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Large-scale multimodal semantic concept detection for consumer video
Proceedings of the international workshop on Workshop on multimedia information retrieval
Correlative multi-label video annotation
Proceedings of the 15th international conference on Multimedia
Region-based visual attention analysis with its application in image browsing on small displays
Proceedings of the 15th international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
Dual cross-media relevance model for image annotation
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
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Semantic Subspace Projection and Its Applications in Image Retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Online multi-label active annotation: towards large-scale content-based video search
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Collaborative learning for image and video annotation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Proceedings of the 18th international conference on World wide web
Canonical contextual distance for large-scale image annotation and retrieval
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
Tagging and retrieving images with co-occurrence models: from corel to flickr
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Visual tag dictionary: interpreting tags with visual words
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Tweet the debates: understanding community annotation of uncollected sources
WSM '09 Proceedings of the first SIGMM workshop on Social media
Image tag clarity: in search of visual-representative tags for social images
WSM '09 Proceedings of the first SIGMM workshop on Social media
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
Semantic context transfer across heterogeneous sources for domain adaptive video search
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Integrating visual and semantic contexts for topic network generation and word sense disambiguation
Proceedings of the ACM International Conference on Image and Video Retrieval
Exploring Flickr's related tags for semantic annotation of web images
Proceedings of the ACM International Conference on Image and Video Retrieval
Tag quality improvement for social images
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
Active tagging for image indexing
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Boost search relevance for tag-based social image retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
Structured max-margin learning for multi-label image annotation
Proceedings of the ACM International Conference on Image and Video Retrieval
The effect of semantic relatedness measures on multi-label classification evaluation
Proceedings of the ACM International Conference on Image and Video Retrieval
Quantifying tag representativeness of visual content of social images
Proceedings of the international conference on Multimedia
Context dependent SVMs for interconnected image network annotation
Proceedings of the international conference on Multimedia
The wisdom of social multimedia: using flickr for prediction and forecast
Proceedings of the international conference on Multimedia
Image tagging and search: a gender oriented study
Proceedings of second ACM SIGMM workshop on Social media
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
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Efficient large-scale image data set exploration: visual concept network and image summarization
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Context-based support vector machines for interconnected image annotation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Social media driven image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
MQSS: multimodal query suggestion and searching for video search
Multimedia Tools and Applications
Combining visual and textual modalities for multimedia ontology matching
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Tag recommendation for georeferenced photos
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Modeling social strength in social media community via kernel-based learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning concept bundles for video search with complex queries
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Proceedings of the fifth ACM international conference on Web search and data mining
Multimedia Tools and Applications
Social image search with diverse relevance ranking
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Generating visual concept network from large-scale weakly-tagged images
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Leveraging social media for scalable object detection
Pattern Recognition
Building semantic hierarchies faithful to image semantics
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
Watching and talking: media content as social nexus
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Multimodal knowledge-based analysis in multimedia event detection
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Source code identifier splitting using Yahoo image and web search engine
Proceedings of the First International Workshop on Software Mining
Semantic context learning with large-scale weakly-labeled image set
Proceedings of the 21st ACM international conference on Information and knowledge management
SRGSIS: a novel framework based on social relationship graph for social image search
Proceedings of the 21st ACM international conference on Information and knowledge management
Multimedia ontology matching by using visual and textual modalities
Multimedia Tools and Applications
An improved evolutionary algorithm for extractive text summarization
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
CONTENTUS--technologies for next generation multimedia libraries
Multimedia Tools and Applications
Topic based photo set retrieval using user annotated tags
Multimedia Tools and Applications
High order pLSA for indexing tagged images
Signal Processing
Ranking consistency for image matching and object retrieval
Pattern Recognition
ObjectPatchNet: Towards scalable and semantic image annotation and retrieval
Computer Vision and Image Understanding
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This paper presents Flickr distance, which is a novel measurement of the relationship between semantic concepts (objects, scenes) in visual domain. For each concept, a collection of images are obtained from Flickr, based on which the improved latent topic based visual language model is built to capture the visual characteristic of this concept. Then Flickr distance between different concepts is measured by the square root of Jensen-Shannon (JS) divergence between the corresponding visual language models. Comparing with WordNet, Flickr distance is able to handle far more concepts existing on the Web, and it can scale up with the increase of concept vocabularies. Comparing with Google distance, which is generated in textual domain, Flickr distance is more precise for visual domain concepts, as it captures the visual relationship between the concepts instead of their co-occurrence in text search results. Besides, unlike Google distance, Flickr distance satisfies triangular inequality, which makes it a more reasonable distance metric. Both subjective user study and objective evaluation show that Flickr distance is more coherent to human perception than Google distance. We also design several application scenarios, such as concept clustering and image annotation, to demonstrate the effectiveness of this proposed distance in image related applications.