Foundations of statistical natural language processing
Foundations of statistical natural language processing
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
Computer Vision: A Modern Approach
Computer Vision: A Modern Approach
End-User Searching Challenges Indexing Practices inthe Digital Newspaper Photo Archive
Information Retrieval
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Learning from ambiguity
The mathematics of statistical machine translation: parameter estimation
Computational Linguistics - Special issue on using large corpora: II
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
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Geographic location tags on digital images
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Generic image classification using visual knowledge on the web
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
State of the art on automatic road extraction for GIS update: a novel classification
Pattern Recognition Letters
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Improving CBIR Systems by Integrating Semantic Features
CRV '04 Proceedings of the 1st Canadian Conference on Computer and Robot Vision
A search engine for historical manuscript images
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic multimedia cross-modal correlation discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Image recognition for digital libraries
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Latent semantic analysis for an effective region-based video shot retrieval system
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
A novel log-based relevance feedback technique in content-based image retrieval
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
Multi-level annotation of natural scenes using dominant image components and semantic concepts
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
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
Artificial Intelligence Review
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
Mining multimedia salient concepts for incremental information extraction
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Using dual cascading learning frameworks for image indexing
VIP '05 Proceedings of the Pan-Sydney area workshop on Visual information processing
Joint visual-text modeling for automatic retrieval of multimedia documents
Proceedings of the 13th annual ACM international conference on Multimedia
Image region entropy: a measure of "visualness" of web images associated with one concept
Proceedings of the 13th annual ACM international conference on Multimedia
Region based image annotation through multiple-instance learning
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
Probabilistic web image gathering
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A mutual semantic endorsement approach to image retrieval and context provision
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Hybrid visual and conceptual image representation within active relevance feedback context
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Evaluation strategies for image understanding and retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Localized content based image retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
ViVo: Visual Vocabulary Construction for Mining Biomedical Images
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Context-Based Segmentation of Image Sequences
IEEE Transactions on Pattern Analysis and Machine Intelligence
Word sense disambiguation with pictures
Artificial Intelligence - Special volume on connecting language to the world
Word sense disambiguation with pictures
HLT-NAACL-LWM '04 Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data - Volume 6
Words and pictures in the news
HLT-NAACL-LWM '04 Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data - Volume 6
Towards a framework for learning structured shape models from text-annotated images
HLT-NAACL-LWM '04 Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data - Volume 6
Why can't José read?: the problem of learning semantic associations in a robot environment
HLT-NAACL-LWM '04 Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data - Volume 6
Learning word meanings and descriptive parameter spaces from music
HLT-NAACL-LWM '04 Proceedings of the HLT-NAACL 2003 workshop on Learning word meaning from non-linguistic data - Volume 6
Peekaboom: a game for locating objects in images
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Ontological inference for image and video analysis
Machine Vision and Applications
Automatic image annotation and retrieval using weighted feature selection
Multimedia Tools and Applications
A usage study of retrieval modalities for video shot retrieval
Information Processing and Management: an International Journal
Building Models of Animals from Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
Enabling video annotation using a semantic database extended with visual knowledge
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Video summarization using personal photo libraries
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
Image annotation refinement using random walk with restarts
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Diversifying the image retrieval results
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
High-dimensional visual vocabularies for image retrieval
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
Proceedings of the 6th ACM international conference on Image and video retrieval
Semantic facets: an in-depth analysis of a semantic image retrieval system
Proceedings of the 6th ACM international conference on Image and video retrieval
User-adaptive home video summarization using personal photo libraries
Proceedings of the 6th ACM international conference on Image and video retrieval
Using multiple segmentations for image auto-annotation
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
Semantic identification: balancing between complexity and validity
EURASIP Journal on Applied Signal Processing
Discovering recurrent image semantics from class discrimination
EURASIP Journal on Applied Signal Processing
Proceedings of the international workshop on Workshop on multimedia information retrieval
Proceedings of the 15th international conference on Multimedia
Bipartite graph reinforcement model for web image annotation
Proceedings of the 15th international conference on Multimedia
Exploiting spatial context constraints for automatic image region 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
Foundations and Trends® in Computer Graphics and Vision
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Latent semantic fusion model for image retrieval and annotation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
A graph-based image annotation framework
Pattern Recognition Letters
Fast image auto-annotation with discretized feature distance measures
Machine Graphics & Vision International Journal
Learning to Recognize Objects with Little Supervision
International Journal of Computer Vision
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Complexity control in semantic identification
International Journal of Intelligent Systems Technologies and Applications
Automatic image annotation via local multi-label classification
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
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
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
Context-sensitive queries for image retrieval in digital libraries
Journal of Intelligent Information Systems
Deformations, patches, and discriminative models for automatic annotation of medical radiographs
Pattern Recognition Letters
Imagination: Exploiting Link Analysis for Accurate Image Annotation
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Improving Automatic Image Annotation Based on Word Co-occurrence
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Learning Visual Compound Models from Parallel Image-Text Datasets
Proceedings of the 30th DAGM symposium on Pattern Recognition
Can Social Tagging Improve Web Image Search?
WISE '08 Proceedings of the 9th international conference on Web Information Systems Engineering
Watch, Listen & Learn: Co-training on Captioned Images and Videos
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Image annotation via graph learning
Pattern Recognition
Exploring multimedia in a keyword space
MM '08 Proceedings of the 16th ACM international conference on Multimedia
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
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Beyond Nouns: Exploiting Prepositions and Comparative Adjectives for Learning Visual Classifiers
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
International Journal of Computer Vision
Combining folksonomies and automatic information techniques for LO semantic indexing
DNCOCO'08 Proceedings of the 7th conference on Data networks, communications, computers
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
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
Object-name search by visual appearance and spatio-temporal descriptions
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Taking the bite out of automated naming of characters in TV video
Image and Vision Computing
TSVM-HMM: Transductive SVM based hidden Markov model for automatic image annotation
Expert Systems with Applications: An International Journal
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
Bayesian Mixture Hierarchies for Automatic Image Annotation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Using Second Order Statistics to Enhance Automated Image Annotation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
On the integration of grounding language and learning objects
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
An Evidence-Driven Probabilistic Inference Framework for Semantic Image Understanding
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Contextual classification of image patches with latent aspect models
Journal on Image and Video Processing - Special issue on patches in vision
Semantic scene concept learning by an autonomous agent
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
PhotoSlap: a multi-player online game for semantic annotation
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Towards automatic image region annotation: image region textual coreference resolution
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
Expert Systems with Applications: An International Journal
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
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
Label to region by bi-layer sparsity priors
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
Deep exploration for experiential image retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Word sense disambiguation with pictures
Artificial Intelligence - Special volume on connecting language to the world
Context-based multi-label image annotation
Proceedings of the ACM International Conference on Image and Video Retrieval
Style modeling for tagging personal photo collections
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
Using visual context and region semantics for high-level concept detection
IEEE Transactions on Multimedia - Special issue on integration of context and content
Automatic cleaning and segmentation of web images based on colors to build learning databases
Image and Vision Computing
Exploiting multi-modal interactions: a unified framework
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Image Annotation Using Sub-block Energy of Color Correlograms
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
Generalized Relevance Models for Automatic Image Annotation
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Learning image semantics with latent aspect model
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Image annotation and retrieval based on efficient learning of contextual latent space
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Web image interpretation: semi-supervised mining annotated words
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
Leveraging social media for training object detectors
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Enhancing semantic image retrieval by query expansion using user-specific annotation profiles
EuroIMSA '08 Proceedings of the IASTED International Conference on Internet and Multimedia Systems and Applications
Robust image annotation refinement via graph-based learning
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Knowledge Based Image Annotation Refinement
Journal of Signal Processing Systems
Improved Resulted Word Counts Optimizer for Automatic Image Annotation Problem
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Exploring automatic music annotation with "acoustically-objective" tags
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
Statistical modeling and conceptualization of natural images
Pattern Recognition
Combining intra-image and inter-class semantics for consumer image retrieval
Pattern Recognition
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision
The segmented and annotated IAPR TC-12 benchmark
Computer Vision and Image Understanding
Large Scale Online Learning of Image Similarity Through Ranking
The Journal of Machine Learning Research
Concept-based image retrieval using the new semantic similarity measurement
ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartI
Learning to retrieve images from text queries with a discriminative model
AMR'06 Proceedings of the 4th international conference on Adaptive multimedia retrieval: user, context, and feedback
Concept based image retrieval using the domain ontology
ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartII
Semantic feature selection for object discovery in high-resolution remote sensing imagery
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A self-referential perceptual inference framework for video interpretation
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
Learning 3D mesh segmentation and labeling
ACM SIGGRAPH 2010 papers
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
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
Automatic image annotation using a semi-supervised ensemble of classifiers
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Empirical investigations on benchmark tasks for automatic image annotation
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Collaterally cued labelling framework underpinning semantic-level visual content descriptor
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Using semantic distance in a content-based heterogeneous information retrieval system
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Improve web image retrieval by refining image annotations
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
A new model for image annotation
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Semantic relationships in multi-modal graphs for automatic image annotation
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
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
Proceedings of the ACM International Conference on Image and Video Retrieval
Image retrieval using Markov Random Fields and global image features
Proceedings of the ACM International Conference on Image and Video Retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
NMF-based multimodal image indexing for querying by visual example
Proceedings of the ACM International Conference on Image and Video Retrieval
Can an intermediary collection help users search image databases without annotations?
Proceedings of the 10th annual joint conference on Digital libraries
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
Multilabel dimensionality reduction via dependence maximization
ACM Transactions on Knowledge Discovery from Data (TKDD)
An information-theoretic framework for semantic-multimedia retrieval
ACM Transactions on Information Systems (TOIS)
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
Generating image descriptions using dependency relational patterns
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Semantics-preserving bag-of-words models and applications
IEEE Transactions on Image Processing
A feature-word-topic model for image annotation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Fusing semantic aspects for image annotation and retrieval
Journal of Visual Communication and Image Representation
Multi-label boosting for image annotation by structural grouping sparsity
Proceedings of the international conference on Multimedia
Vicept: link visual features to concepts for large-scale image understanding
Proceedings of the international conference on Multimedia
Context dependent SVMs for interconnected image network annotation
Proceedings of the international conference on Multimedia
Image annotation using multi-correlation probabilistic matrix factorization
Proceedings of the international conference on Multimedia
Shiatsu: semantic-based hierarchical automatic tagging of videos by segmentation using cuts
Proceedings of the 3rd international workshop on Automated information extraction in media production
Image to text translation by multi-label classification
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
Learning contextual metrics for automatic image annotation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Discovering phrase-level lexicon for image annotation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Automatic attribute discovery and characterization from noisy web data
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Large-scale text to image retrieval using a Bayesian K-neighborhood model
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Improving automatic image captioning using text summarization techniques
TSD'10 Proceedings of the 13th international conference on Text, speech and dialogue
Every picture tells a story: generating sentences from images
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
PATSI: photo annotation through finding similar images with multivariate Gaussian models
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part II
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Learning to segment images using region-based perceptual features
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
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
Distance metric learning from uncertain side information for automated photo tagging
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
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
Mining social images with distance metric learning for automated image tagging
Proceedings of the fourth ACM international conference on Web search and data mining
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
Building descriptive and discriminative visual codebook for large-scale image applications
Multimedia Tools and Applications
Lunar image classification for terrain detection
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Text mining for automatic image tagging
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Automatic generation of semantic fields for annotating web images
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
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
A case for query by image and text content: searching computer help using screenshots and keywords
Proceedings of the 20th international conference on World wide web
Context-based support vector machines for interconnected image annotation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
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
Automatic image search based on improved feature descriptors and decision tree
Integrated Computer-Aided Engineering
An object based auto annotation image retrieval system
TELE-INFO'06 Proceedings of the 5th WSEAS international conference on Telecommunications and informatics
Visual content representation using semantically similar visual words
Expert Systems with Applications: An International Journal
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
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
Image similarities on the basis of visual content: an attempt to bridge the semantic gap
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Hypergraph with sampling for image retrieval
Pattern Recognition
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Why initialization matters for IBM model 1: multiple optima and non-strict convexity
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
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
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
Automatic keyphrase extraction by bridging vocabulary gap
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
The Journal of Machine Learning Research
Dual layer voting method for efficient multi-label classification
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Image retrieval algorithm based on enhanced relational graph
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part I
Automatic image annotation based on low-level features and classification of the statistical classes
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Semantic hierarchies for image annotation: A survey
Pattern Recognition
A review on automatic image annotation techniques
Pattern Recognition
On the stratification of multi-label data
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Methods for automatic and assisted image annotation
Multimedia Tools and Applications
Automatic Image Annotation Based on Generalized Relevance Models
Journal of Signal Processing Systems
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
Automatic image tagging based on regions of interest
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Image annotation based on central region features reduction
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Two stage architecture for multi-label learning
Pattern Recognition
Learning "verb-object" concepts for semantic 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
QI'11 Proceedings of the 5th international conference on Quantum interaction
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
Neighborhood graphs for semi-automatic annotation of large image databases
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
A neural network to retrieve images from text queries
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
A discriminative approach for the retrieval of images from text queries
ECML'06 Proceedings of the 17th European conference on Machine Learning
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
A corpus-based relevance feedback approach to cross-language image retrieval
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
A clustered retrieval approach for categorizing and annotating images
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
Automatic image annotation based on topic-based smoothing
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
ORF-NT: an object-based image retrieval framework using neighborhood trees
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
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
Integrating textual and visual information for cross-language image retrieval
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
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
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
Using manual and automated annotations to search images by semantic similarity
Multimedia Tools and Applications
Mining the interests of Chinese microbloggers via keyword extraction
Frontiers of Computer Science in China
Improving the image retrieval results via topic coverage graph
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Image annotations based on semi-supervised clustering with semantic soft constraints
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
A simple word trigger method for social tag suggestion
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Automatic image annotation using maximum entropy model
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
From text to image: generating visual query for image retrieval
CLEF'04 Proceedings of the 5th conference on Cross-Language Evaluation Forum: multilingual Information Access for Text, Speech and Images
Improving image annotations using wordnet
MIS'05 Proceedings of the 11th international conference on Advances in Multimedia Information Systems
A linear-algebraic technique with an application in semantic image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
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
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
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
Leveraging social media for scalable object detection
Pattern Recognition
Constructing visual models with a latent space approach
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Semantic analysis of 3d anatomical medical images for sub-image retrieval
MCBR-CDS'11 Proceedings of the Second MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Combining image-level and segment-level models for automatic annotation
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Content based image retrieval using bag-of-regions
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Rotation Invariant Curvelet Features for Region Based Image Retrieval
International Journal of Computer Vision
On the creation of visual models for keywords through crowdsourcing
ACA'12 Proceedings of the 11th international conference on Applications of Electrical and Computer Engineering
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
An extensive experimental comparison of methods for multi-label learning
Pattern Recognition
Hybrid decision tree architecture utilizing local SVMs for multi-label classification
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Probabilistic semantic component descriptor
Multimedia Tools and Applications
Multimodal fusion for image retrieval using matrix factorization
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)
Segmentation-based multi-class semantic object detection
Multimedia Tools and Applications
Fast Structured Prediction Using Large Margin Sigmoid Belief Networks
International Journal of Computer Vision
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
Personal image tagging: a game-based approach
Proceedings of the 8th International Conference on Semantic Systems
Automatic image annotation based on relevance feedback
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Improved Resulted Word Counts Optimizer for Automatic Image Annotation Problem
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Learning the Relative Importance of Objects from Tagged Images for Retrieval and Cross-Modal Search
International Journal of Computer Vision
Unsupervised disambiguation of image captions
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Synergistic methods for using language in robotics
Proceedings of the Workshop on Performance Metrics for Intelligent Systems
Image annotation by semantic sparse recoding of visual content
Proceedings of the 20th ACM international conference on Multimedia
Using visual dictionary to associate semantic objects in region-based image retrieval
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Mining the web for appearance description
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
Fast semantic image retrieval based on random forest
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 21st ACM international conference on Information and knowledge management
Interactive tool for image annotation using a semi-supervised and hierarchical approach
Computer Standards & Interfaces
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
Query specific fusion for image retrieval
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Image annotation using metric learning in semantic neighbourhoods
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Random forest for image annotation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Labeling images by integrating sparse multiple distance learning and semantic context modeling
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
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
A novel image annotation feedback model based on internet-search
WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
Improving image retrieval by using spatial relations
Multimedia Tools and Applications
K-Nearest Neighbors Relevance Annotation Model for Distance Education
International Journal of Distance Education Technologies
An interactive semi-supervised approach for automatic image annotation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
An SVD---Bypass latent semantic analysis for image retrieval
MCBR-CDS'12 Proceedings of the Third MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Exploiting time in automatic image tagging
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
A spatio-temporal pyramid matching for video retrieval
Computer Vision and Image Understanding
Tag completion based on belief theory and neighbor voting
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Local 3d symmetry for visual saliency in 2.5d point clouds
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Co-regularized PLSA for multi-view clustering
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
A picture is worth a thousand tags: automatic web based image tag expansion
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
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
On contextual photo tag recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Annotation propagation in image databases using similarity graphs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
MLRank: Multi-correlation Learning to Rank for image annotation
Pattern Recognition
Real web community based automatic image annotation
Computers and Electrical Engineering
Image classification with saliency region and multi-task learning
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Towards optimizing human labeling for interactive image tagging
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Image retrieval based on augmented relational graph representation
Applied Intelligence
Content-based annotation and classification framework: a general multi-purpose approach
Proceedings of the 17th International Database Engineering & Applications Symposium
A feature-word-topic model for image annotation and retrieval
ACM Transactions on the Web (TWEB)
Human computation: Image metadata acquisition based on a single-player annotation game
International Journal of Human-Computer Studies
Learning semantic concepts from image database with hybrid generative/discriminative approach
Engineering Applications of Artificial Intelligence
Naming persons in video: Using the weak supervision of textual stories
Journal of Visual Communication and Image Representation
Structural image retrieval using automatic image annotation and region based inverted file
Journal of Visual Communication and Image Representation
Automatic semantic annotation by using fuzzy theory for natural images
International Journal of Wireless and Mobile Computing
Neighborhood rough sets based multi-label classification for automatic image annotation
International Journal of Approximate Reasoning
Ontological access to images of fine art
Journal on Computing and Cultural Heritage (JOCCH)
Active learning with multi-label SVM classification
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
Sparse reconstruction for weakly supervised semantic segmentation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Nonparametric bayesian upstream supervised multi-modal topic models
Proceedings of the 7th ACM international conference on Web search and data mining
Learning to Recommend Descriptive Tags for Questions in Social Forums
ACM Transactions on Information Systems (TOIS)
Support vector description of clusters for content-based image annotation
Pattern Recognition
World-wide scale geotagged image dataset for automatic image annotation and reverse geotagging
Proceedings of the 5th ACM Multimedia Systems Conference
Structured representations in a content based image retrieval context
Journal of Visual Communication and Image Representation
Image annotation using high order statistics in non-Euclidean spaces
Journal of Visual Communication and Image Representation
Multi-label classification by exploiting label correlations
Expert Systems with Applications: An International Journal
Effective automatic image annotation via integrated discriminative and generative models
Information Sciences: an International Journal
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
Soft label based Linear Discriminant Analysis for image recognition and retrieval
Computer Vision and Image Understanding
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We describe a model of object recognition as machine translation. In this model, recognition is a process of annotating image regions with words. Firstly, images are segmented into regions, which are classified into region types using a variety of features. A mapping between region types and keywords supplied with the images, is then learned, using a method based around EM. This process is analogous with learning a lexicon from an aligned bitext. For the implementation we describe, these words are nouns taken from a large vocabulary. On a large test set, the method can predict numerous words with high accuracy. Simple methods identify words that cannot be predicted well. We show how to cluster words that individually are difficult to predict into clusters that can be predicted well -- for example, we cannot predict the distinction between train and locomotive using the current set of features, but we can predict the underlying concept. The method is trained on a substantial collection of images. Extensive experimental results illustrate the strengths and weaknesses of the approach.