A language modeling approach to information retrieval
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
An Introduction to Variational Methods for Graphical Models
Machine Learning
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A model of multimedia information retrieval
Journal of the ACM (JACM)
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
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Probabilistic classification and clustering in relational data
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
A probabilistic framework for semantic video indexing, filtering,and retrieval
IEEE Transactions on Multimedia
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
On image auto-annotation with latent space models
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A search engine for historical manuscript images
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
A novel log-based relevance feedback technique in content-based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Proceedings of the 12th annual ACM international conference on Multimedia
PLSA-based image auto-annotation: constraining the latent space
Proceedings of the 12th annual ACM international conference on Multimedia
Effective automatic image annotation via a coherent language model and active learning
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
Regularizing translation models for better automatic image annotation
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Automatic image annotation and retrieval using subspace clustering algorithm
Proceedings of the 2nd ACM international workshop on Multimedia databases
Bayesian network model for semi-structured document classification
Information Processing and Management: an International Journal - Special issue: Bayesian networks and information retrieval
Retrieving lightly annotated images using image similarities
Proceedings of the 2005 ACM symposium on Applied computing
User term feedback in interactive text-based image retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Hidden Markov models for automatic annotation and content-based retrieval of images and video
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluating the impact of selection noise in community-based web search
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
A database centric view of semantic image annotation and retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Learning an image-word embedding for image auto-annotation on the nonlinear latent space
Proceedings of the 13th annual ACM international conference on Multimedia
Image annotations by combining multiple evidence & wordNet
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
The Story Picturing Engine---a system for automatic text illustration
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A Unified Log-Based Relevance Feedback Scheme for Image Retrieval
IEEE Transactions on Knowledge and Data Engineering
Automatic image annotation and retrieval using weighted feature selection
Multimedia Tools and Applications
Hierarchical topic segmentation of websites
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Statistical entity-topic models
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Image annotation refinement using random walk with restarts
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
An empirical investigation of user term feedback in text-based targeted image search
ACM Transactions on Information Systems (TOIS)
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Towards musical query-by-semantic-description using the CAL500 data set
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Enhanced max margin learning on multimodal data mining in a multimedia database
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Image retrieval on large-scale image databases
Proceedings of the 6th ACM international conference on Image and video retrieval
Refining image annotation using contextual relations between words
Proceedings of the 6th ACM international conference on Image and video retrieval
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Unsupervised content-based indexing of sports video
Proceedings of the international workshop on Workshop on multimedia information retrieval
Bipartite graph reinforcement model for web image annotation
Proceedings of the 15th international conference on Multimedia
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
A graph-based image annotation framework
Pattern Recognition Letters
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Scalable Markov model-based image annotation
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Classification and annotation of digital photos using optical context data
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Continuous visual vocabulary modelsfor pLSA-based scene recognition
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
A discrete direct retrieval model for image and video retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
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
Content-based image retrieval by hierarchical linear subspace method
Journal of Intelligent Information Systems
Probabilistic latent semantic visualization: topic model for visualizing documents
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Using Language Models and Topic Models for XML Retrieval
Focused Access to XML Documents
Improving Automatic Image Annotation Based on Word Co-occurrence
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Automatic Image Annotation with Relevance Feedback and Latent Semantic Analysis
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
An Agent Framework Based on Signal Concepts for Highlighting the Image Semantic Content
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Image annotation via graph learning
Pattern Recognition
Annotating personal albums via web mining
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 image tagging as a random walk with priors on the canonical correlation subspace
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Cross-media manifold learning for image retrieval & annotation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Image retrieval using query by contextual example
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Classification and Automatic Annotation Extension of Images Using Bayesian Network
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Latent grouping models for user preference prediction
Machine Learning
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Crossing textual and visual content in different application scenarios
Multimedia Tools and Applications
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Latent Style Model: Discovering writing styles for calligraphy works
Journal of Visual Communication and Image Representation
Annotating images and image objects using a hierarchical dirichlet process model
Proceedings of the 9th International Workshop on Multimedia Data Mining: held in conjunction with the ACM SIGKDD 2008
Latent mixture vocabularies for object categorization and segmentation
Image and Vision Computing
Collaborative filtering for orkut communities: discovery of user latent behavior
Proceedings of the 18th international conference on World wide web
Bayesian Mixture Hierarchies for Automatic Image Annotation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
MedLDA: maximum margin supervised topic models for regression and classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Structured correspondence topic models for mining captioned figures in biological literature
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Deriving semantic terms for images by mining the web
Proceedings of the 11th International Conference on Electronic Commerce
Two-Way Grouping by One-Way Topic Models
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Predicting response to political blog posts with topic models
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
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
Semi-supervised topic modeling for image annotation
MM '09 Proceedings of the 17th ACM international conference on Multimedia
What is a complete set of keywords for image description & annotation on the web
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Probabilistic models for topic learning from images and captions in online biomedical literatures
Proceedings of the 18th ACM conference on Information and knowledge management
Detecting topic evolution in scientific literature: how can citations help?
Proceedings of the 18th ACM conference on Information and knowledge management
Multilayer pLSA for multimodal image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Music information retrieval using social tags and audio
IEEE Transactions on Multimedia - Special section on communities and media computing
Exploiting multi-modal interactions: a unified framework
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies
Journal of the ACM (JACM)
Learning image semantics with latent aspect model
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Multimedia multimodal methodologies
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Towards developing a unified multimodal image retrieval framework
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
Robust image annotation refinement via graph-based learning
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
On the use of anti-word models for audio music annotation and retrieval
IEEE Transactions on Audio, Speech, and Language Processing
Using visual-textual mutual information and entropy for inter-modal document indexing
ECIR'07 Proceedings of the 29th European conference on IR research
Diversifying landmark image search results by learning interested views from community photos
Proceedings of the 19th international conference on World wide web
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
Hierarchical long-term learning for automatic image annotation
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
Image annotation by incorporating word correlations into multi-class SVM
ICNC'09 Proceedings of the 5th international conference on Natural computation
Modeling, classifying and annotating weakly annotated images using Bayesian network
Journal of Visual Communication and Image Representation
Co-reranking by mutual reinforcement for image search
Proceedings of the ACM International Conference on Image and Video Retrieval
A spectral method for context based disambiguation of image annotations
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Modeling latent aspects for automatic image annotation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Automatic tag expansion using visual similarity for photo sharing websites
Multimedia Tools and Applications
Baselines for Image Annotation
International Journal of Computer Vision
The topic-perspective model for social tagging systems
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Expert Systems with Applications: An International Journal
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
Visual information in semantic representation
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Topic models for image annotation and text illustration
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
How many words is a picture worth? Automatic caption generation for news images
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Cross-caption coreference resolution for automatic image understanding
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
CiteData: a new multi-faceted dataset for evaluating personalized search performance
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A probabilistic topic-connection model for automatic image annotation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A feature-word-topic model for image annotation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Exploiting tag and word correlations for improved webpage clustering
SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents
Fusing semantic aspects for image annotation and retrieval
Journal of Visual Communication and Image Representation
A new approach to cross-modal multimedia retrieval
Proceedings of the international conference on Multimedia
Discovering phrase-level lexicon for image annotation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Subspace tree: high dimensional multimedia indexing with logarithmic temporal complexity
Journal of Intelligent Information Systems
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
Variational inference with graph regularization for image annotation
ACM Transactions on Intelligent Systems and Technology (TIST)
Video annotation using hierarchical Dirichlet process mixture model
Expert Systems with Applications: An International Journal
Modeling continuous visual features for semantic image annotation and retrieval
Pattern Recognition Letters
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
Regularized semi-supervised latent dirichlet allocation for visual concept learning
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Image annotation with concept level feature using PLSA+CCA
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
An HMM-SVM-based automatic image annotation approach
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Tag suggestion using visual content and social tag
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Mixed-membership naive Bayes models
Data Mining and Knowledge Discovery
Modeling multiple users' purchase over a single account for collaborative filtering
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Matching samples of multiple views
Data Mining and Knowledge Discovery
Exploiting explicit semantics-based grouping for author interest finding
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Effective term weighting in ALT text prediction for web image retrieval
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Structural topic model for latent topical structure analysis
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
MPI/OpenMP hybrid parallel inference for Latent Dirichlet Allocation
Proceedings of the Third Workshop on Large Scale Data Mining: Theory and Applications
Integrating hierarchical feature selection and classifier training for multi-label image annotation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Mining partially annotated images
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Automated image annotation system based on an open source object database
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Two-probabilistic latent semantic model for image annotation and retrieval
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Custom ontologies for an automated image annotation system
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Bayesian latent variable models for collaborative item rating prediction
Proceedings of the 20th ACM international conference on Information and knowledge management
Perspective hierarchical dirichlet process for user-tagged image modeling
Proceedings of the 20th ACM international conference on Information and knowledge management
Simultaneous joint and conditional modeling of documents tagged from two perspectives
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning "verb-object" concepts for semantic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multi-feature pLSA for combining visual features in image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
A Multi-Directional Search technique for image annotation propagation
Journal of Visual Communication and Image Representation
Fusion of region and image-based techniques for automatic image annotation
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Automatic refinement of keyword annotations for web image search
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Mining multiple visual appearances of semantics for image annotation
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
On the use of topic models for word completion
FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
Automatic image annotation based on topic-based smoothing
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
A stratification-based approach to accurate and fast image annotation
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Systematic evaluation of machine translation methods for image and video annotation
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Automatic image semantic annotation based on image-keyword document model
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Automated image annotation using global features and robust nonparametric density estimation
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Semantic annotation of image groups with self-organizing maps
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Analyzing entities and topics in news articles using statistical topic models
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Automatic image annotation based on wordnet and hierarchical ensembles
CICLing'06 Proceedings of the 7th international conference on Computational Linguistics and Intelligent Text Processing
Automatic image annotation by mining the web
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
A correlation approach for automatic image annotation
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Mining contrastive opinions on political texts using cross-perspective topic model
Proceedings of the fifth ACM international conference on Web search and data mining
Some experiments of face annotation based on latent semantic indexing in FIARS
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Region-based semantic similarity propagation for image retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
A framework for evaluating automatic image annotation algorithms
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Extracting multilingual topics from unaligned comparable corpora
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Estimation of mixture models using Co-EM
ECML'05 Proceedings of the 16th European conference on Machine Learning
Communications of the ACM
A simple word trigger method for social tag suggestion
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Improving image annotations using wordnet
MIS'05 Proceedings of the 11th international conference on Advances in Multimedia Information Systems
Computers in Biology and Medicine
Salient feature selection for visual concept learning
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Logistic regression of generic codebooks for semantic image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Recognizing objects and scenes in news videos
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Semi-supervised learning for image annotation based on conditional random fields
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Automatic image annotation with cooperation of concept-specific and universal visual vocabularies
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Putting the user in the loop: visual resource discovery
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
A method for enhancing image retrieval based on annotation using modified WUP similarity in WordNet
AIKED'12 Proceedings of the 11th WSEAS international conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Combining image-level and segment-level models for automatic annotation
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Topic based query suggestions for video search
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
A novel multi-modal integration and propagation model for cross-media information retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
An annotation rule extraction algorithm for image retrieval
Pattern Recognition Letters
Web image annotation using an effective term weighting
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
Fashion coordinates recommender system using photographs from fashion magazines
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Learning to summarize web image and text mutually
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)
Leveraging Social Bookmarks from Partially Tagged Corpus for Improved Web Page Clustering
ACM Transactions on Intelligent Systems and Technology (TIST)
Recognising speakers from the topics they talk about
Speech Communication
A topic model of clinical reports
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Multi-label image annotation based on neighbor pair correlation chain
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Movie keyframe retrieval based on cross-media correlation detection and context model
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Query classification using topic models and support vector machine
ACL '12 Proceedings of ACL 2012 Student Research Workshop
Computing similarity between cultural heritage items using multimodal features
LaTeCH '12 Proceedings of the 6th Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities
Multi-view learning from imperfect tagging
Proceedings of the 20th ACM international conference on Multimedia
Query-adaptive shape topic mining for hand-drawn sketch recognition
Proceedings of the 20th ACM international conference on Multimedia
Correlated attribute transfer with multi-task graph-guided fusion
Proceedings of the 20th ACM international conference on Multimedia
Optimal semi-supervised metric learning for image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Topic-driven reader comments summarization
Proceedings of the 21st ACM international conference on Information and knowledge management
Simultaneous image classification and annotation via biased random walk on tri-relational graph
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Discovering a lexicon of parts and attributes
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Bidirectional semi-supervised learning with graphs
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Discriminative factor alignment across heterogeneous feature space
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Translating related words to videos and back through latent topics
Proceedings of the sixth ACM international conference on Web search and data mining
Bidirectional-isomorphic manifold learning at image semantic understanding & representation
Multimedia Tools and Applications
A semantic model for cross-modal and multi-modal retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
A low rank structural large margin method for cross-modal ranking
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
The bag-of-repeats representation of documents
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Cross-media topic mining on wikipedia
Proceedings of the 21st ACM international conference on Multimedia
Social influence analysis and application on multimedia sharing websites
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
A feature-word-topic model for image annotation and retrieval
ACM Transactions on the Web (TWEB)
Learning semantic concepts from image database with hybrid generative/discriminative approach
Engineering Applications of Artificial Intelligence
What users care about: a framework for social content alignment
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-modal image annotation with multi-instance multi-label LDA
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning topical translation model for microblog hashtag suggestion
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Going beyond Corr-LDA for detecting specific comments on news & blogs
Proceedings of the 7th ACM international conference on Web search and data mining
Nonparametric bayesian upstream supervised multi-modal topic models
Proceedings of the 7th ACM international conference on Web search and data mining
Cross domain recommendation based on multi-type media fusion
Neurocomputing
A framework for automated construction of resource space based on background knowledge
Future Generation Computer Systems
Framing image description as a ranking task: data, models and evaluation metrics
Journal of Artificial Intelligence Research
Multimedia event detection with multimodal feature fusion and temporal concept localization
Machine Vision and Applications
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
Hi-index | 0.02 |
We consider the problem of modeling annotated data---data with multiple types where the instance of one type (such as a caption) serves as a description of the other type (such as an image). We describe three hierarchical probabilistic mixture models which aim to describe such data, culminating in correspondence latent Dirichlet allocation, a latent variable model that is effective at modeling the joint distribution of both types and the conditional distribution of the annotation given the primary type. We conduct experiments on the Corel database of images and captions, assessing performance in terms of held-out likelihood, automatic annotation, and text-based image retrieval.