Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
An optimal algorithm for approximate nearest neighbor searching fixed dimensions
Journal of the ACM (JACM)
Efficient use of local edge histogram descriptor
MULTIMEDIA '00 Proceedings of the 2000 ACM workshops on Multimedia
Computer Vision
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
The Journal of Machine Learning Research
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 12 - Volume 12
Large-Scale Concept Ontology for Multimedia
IEEE MultiMedia
To construct optimal training set for video annotation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Correlative multi-label video annotation
Proceedings of the 15th international conference on Multimedia
Annotating Images by Mining Image Search Results
IEEE Transactions on Pattern Analysis and Machine Intelligence
80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Correlative linear neighborhood propagation for video annotation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Can High-Level Concepts Fill the Semantic Gap in Video Retrieval? A Case Study With Broadcast News
IEEE Transactions on Multimedia
Video interactions in online video social networks
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Visual tag dictionary: interpreting tags with visual words
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Understanding tag-cloud and visual features for better annotation of concepts in NUS-WIDE dataset
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Large scale incremental web video categorization
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
MovieBase: a movie database for event detection and behavioral analysis
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Image tag clarity: in search of visual-representative tags for social images
WSM '09 Proceedings of the first SIGMM workshop on Social media
Event driven summarization for web videos
WSM '09 Proceedings of the first SIGMM workshop on Social media
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
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Learning semantic distance from community-tagged media collection
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Google challenge: incremental-learning for web video categorization on robust semantic feature space
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Transfer Discriminative Logmaps
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Hidden-concept driven image decomposition towards semi-supervised multi-label image annotation
Proceedings of the First International Conference on Internet Multimedia Computing and Service
The Journal of Machine Learning Research
RankCompete: simultaneous ranking and clustering of web photos
Proceedings of the 19th international conference on World wide web
Unsupervised multi-feature tag relevance learning for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
On the sampling of web images for learning visual concept classifiers
Proceedings of the ACM International Conference on Image and Video Retrieval
Exploring large scale data for multimedia QA: an initial study
Proceedings of the ACM International Conference on Image and Video Retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Evolutionary cross-domain discriminative hessian eigenmaps
IEEE Transactions on Image Processing
Semi-supervised sparse metric learning using alternating linearization optimization
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Web image concept annotation with better understanding of tags and visual features
Journal of Visual Communication and Image Representation
Multi-label boosting for image annotation by structural grouping sparsity
Proceedings of the international conference on Multimedia
Unified tag analysis with multi-edge graph
Proceedings of the international conference on Multimedia
Efficient large-scale image annotation by probabilistic collaborative multi-label propagation
Proceedings of the international conference on Multimedia
Image tag refinement towards low-rank, content-tag prior and error sparsity
Proceedings of the international conference on Multimedia
Quantifying tag representativeness of visual content of social images
Proceedings of the international conference on Multimedia
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
Heterogeneous feature selection by group lasso with logistic regression
Proceedings of the international conference on Multimedia
One person labels one million images
Proceedings of the international conference on Multimedia
Automatic image tagging via category label and web data
Proceedings of the international conference on Multimedia
Towards a universal detector by mining concepts with small semantic gaps
Proceedings of the international conference on Multimedia
Concept detector refinement using social videos
Proceedings of the international workshop on Very-large-scale multimedia corpus, mining and retrieval
On vocabulary size in bag-of-visual-words representation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Image annotation by sparse logistic regression
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
iAVATAR: an interactive tool for finding and visualizing visual-representative tags in image search
Proceedings of the VLDB Endowment
Annotate Wikipedia with Flickr images: concepts and case study
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Context modeling in computer vision: techniques, implications, and applications
Multimedia Tools and Applications
Content-based tag processing for Internet social images
Multimedia Tools and Applications
m-SNE: multiview stochastic neighbor embedding
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Automatic generation of semantic fields for annotating web images
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Mining multi-tag association for image tagging
World Wide Web
Social negative bootstrapping for visual categorization
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Fusing heterogeneous modalities for video and image re-ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Lost in binarization: query-adaptive ranking for similar image search with compact codes
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Locally regressive G-optimal design for image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Mining partially annotated images
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multimedia Tools and Applications
Reliability and effectiveness of clickthrough data for automatic image annotation
Multimedia Tools and Applications
Interactive Image Search by Color Map
ACM Transactions on Intelligent Systems and Technology (TIST)
Towards a universal and limited visual vocabulary
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Efficient lp-norm multiple feature metric learning for image categorization
Proceedings of the 20th ACM international conference on Information and knowledge management
On the pooling of positive examples with ontology for visual concept learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploiting user information for image tag refinement
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Transfer tagging from image to video
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Social image tag recommendation by concept matching
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic image annotation with weakly labeled dataset
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image annotation by composite kernel learning with group structure
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Personalizing automated image annotation using cross-entropy
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards multi-semantic image annotation with graph regularized exclusive group lasso
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploiting the entire feature space with sparsity for automatic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning heterogeneous data for hierarchical web video classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image tagging by exploiting feature correlation
ICADL'11 Proceedings of the 13th international conference on Asia-pacific digital libraries: for cultural heritage, knowledge dissemination, and future creation
Social image annotation via cross-domain subspace learning
Multimedia Tools and Applications
Using manual and automated annotations to search images by semantic similarity
Multimedia Tools and Applications
Image label completion by pursuing contextual decomposability
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Collaborative video reindexing via matrix factorization
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Mediapedia: mining web knowledge to construct multimedia encyclopedia
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Estimating poses of world's photos with geographic metadata
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Ranking content-based social images search results with social tags
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Image classification by multimodal subspace learning
Pattern Recognition Letters
Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme
Information Sciences: an International Journal
Short communication: Towards a universal detector by mining concepts with small semantic gaps
Expert Systems with Applications: An International Journal
Re-ranking by multi-modal relevance feedback for content-based social image retrieval
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Watching and talking: media content as social nexus
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Compact hashing for mixed image-keyword query over multi-label images
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Geo-based automatic image annotation
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Query difficulty estimation for image retrieval
Neurocomputing
Inductive multi-task learning with multiple view data
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A probabilistic model for multimodal hash function learning
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploring tag relevance for image tag re-ranking
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Label-to-region with continuity-biased bi-layer sparsity priors
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Tag ranking by propagating relevance over tag and image graphs
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Proceedings of the 2012 international workshop on Socially-aware multimedia
Proceedings of the 20th ACM international conference on Multimedia
Multi-view learning from imperfect tagging
Proceedings of the 20th ACM international conference on Multimedia
Annotating web images using NOVA: NOn-conVex group spArsity
Proceedings of the 20th ACM international conference on Multimedia
Image tag re-ranking by coupled probability transition
Proceedings of the 20th ACM international conference on Multimedia
Low rank metric learning for social image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Fast semantic image retrieval based on random forest
Proceedings of the 20th ACM international conference on Multimedia
Towards relevance and saliency ranking of image tags
Proceedings of the 20th ACM international conference on Multimedia
Semantic context learning with large-scale weakly-labeled image set
Proceedings of the 21st ACM international conference on Information and knowledge management
Mining noisy tagging from multi-label space
Proceedings of the 21st ACM international conference on Information and knowledge management
Image collection summarization via dictionary learning for sparse representation
Pattern Recognition
Auto-grouped sparse representation for visual analysis
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Sequential spectral learning to hash with multiple representations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Image labeling on a network: using social-network metadata for image classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Image annotation by semi-supervised cross-domain learning with group sparsity
Journal of Visual Communication and Image Representation
Social tag enrichment via automatic abstract tag refinement
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Improving image tags by exploiting web search results
Multimedia Tools and Applications
Effective transfer tagging from image to video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Local Tangent Distances for Classification Problems
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Heterogeneous features and model selection for event-based media classification
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Multimedia encyclopedia construction by mining web knowledge
Signal Processing
High order pLSA for indexing tagged images
Signal Processing
Inter-media hashing for large-scale retrieval from heterogeneous data sources
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
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
Comparing apples to oranges: a scalable solution with heterogeneous hashing
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Robust image annotation via simultaneous feature and sample outlier pursuit
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Towards optimizing human labeling for interactive image tagging
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Why not, WINE?: towards answering why-not questions in social image search
Proceedings of the 21st ACM international conference on Multimedia
Linear cross-modal hashing for efficient multimedia search
Proceedings of the 21st ACM international conference on Multimedia
Learning with limited and noisy tagging
Proceedings of the 21st ACM international conference on Multimedia
Picture tags and world knowledge: learning tag relations from visual semantic sources
Proceedings of the 21st ACM international conference on Multimedia
Towards efficient sparse coding for scalable image annotation
Proceedings of the 21st ACM international conference on Multimedia
Classifying tag relevance with relevant positive and negative examples
Proceedings of the 21st ACM international conference on Multimedia
Multiview semi-supervised ranking for automatic image annotation
Proceedings of the 21st ACM international conference on Multimedia
Fast image/video collection summarization with local clustering
Proceedings of the 21st ACM international conference on Multimedia
Clickage: towards bridging semantic and intent gaps via mining click logs of search engines
Proceedings of the 21st ACM international conference on Multimedia
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
Learning compact hashing codes for efficient tag completion and prediction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Web media semantic concept retrieval via tag removal and model fusion
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Hybrid image summarization by hypergraph partition
Neurocomputing
Annotating web images by combining label set relevance with correlation
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Adaptive all-season image tag ranking by saliency-driven image pre-classification
Journal of Visual Communication and Image Representation
Content-Based Multimedia Retrieval Using Feature Correlation Clustering and Fusion
International Journal of Multimedia Data Engineering & Management
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Multi-modal distance metric learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view embedding learning for incompletely labeled data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Parametric local multimodal hashing for cross-view similarity search
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Mixed image-keyword query adaptive hashing over multilabel images
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Large-scale multilabel propagation based on efficient sparse graph construction
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multiple feature kernel hashing for large-scale visual search
Pattern Recognition
Robust image retrieval with hidden classes
Computer Vision and Image Understanding
Learning to Recommend Descriptive Tags for Questions in Social Forums
ACM Transactions on Information Systems (TOIS)
World-wide scale geotagged image dataset for automatic image annotation and reverse geotagging
Proceedings of the 5th ACM Multimedia Systems Conference
ObjectPatchNet: Towards scalable and semantic image annotation and retrieval
Computer Vision and Image Understanding
Automatic Abstract Tag Detection for Social Image Tag Refinement and Enrichment
Journal of Signal Processing Systems
Content-based image retrieval by integrating color and texture features
Multimedia Tools and Applications
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
Editor's Choice Article: Sparse feature selection based on graph Laplacian for web image annotation
Image and Vision Computing
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This paper introduces a web image dataset created by NUS's Lab for Media Search. The dataset includes: (1) 269,648 images and the associated tags from Flickr, with a total of 5,018 unique tags; (2) six types of low-level features extracted from these images, including 64-D color histogram, 144-D color correlogram, 73-D edge direction histogram, 128-D wavelet texture, 225-D block-wise color moments extracted over 5x5 fixed grid partitions, and 500-D bag of words based on SIFT descriptions; and (3) ground-truth for 81 concepts that can be used for evaluation. Based on this dataset, we highlight characteristics of Web image collections and identify four research issues on web image annotation and retrieval. We also provide the baseline results for web image annotation by learning from the tags using the traditional k-NN algorithm. The benchmark results indicate that it is possible to learn effective models from sufficiently large image dataset to facilitate general image retrieval.