Periodicity, Directionality, and Randomness: Wold Features for Image Modeling and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Photobook: content-based manipulation of image databases
International Journal of Computer Vision
VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
A Note on Learning from Multiple-Instance Examples
Machine Learning - Special issue on the ninth annual conference on computational theory (COLT '96)
A framework for multiple-instance learning
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Structure driven image database retrieval
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Local Feedback in Full-Text Retrieval Systems
Journal of the ACM (JACM)
Spatial Color Indexing and Applications
International Journal of Computer Vision
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Visually Searching the Web for Content
IEEE MultiMedia
Efficient Color Histogram Indexing for Quadratic Form Distance Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
On Learning From Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Digital Libraries: Meeting Place for Low-Level And High-Level Vision
ACCV '95 Invited Session Papers from the Second Asian Conference on Computer Vision: Recent Developments in Computer Vision
Library-Based Coding: A Representation for Efficient Video Compression and Retrieval
DCC '97 Proceedings of the Conference on Data Compression
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Light-years from Lena: video and image libraries of the future
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol. 1)-Volume 1 - Volume 1
Consistent Line Clusters for Building Recognition in CBIR
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
A Metric for Distributions with Applications to Image Databases
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Formulating Semantic Image Annotation as a Supervised Learning Problem
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
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
Scalable discriminant feature selection for image retrieval and recognition
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
Minimum probability of error image retrieval
IEEE Transactions on Signal Processing
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
Evaluating bag-of-visual-words representations in scene classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Tagging over time: real-world image annotation by lightweight meta-learning
Proceedings of the 15th international conference on Multimedia
Automatic image annotation via local multi-label classification
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
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
Image Emotional Classification Based on Color Semantic Description
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Image annotation via graph learning
Pattern Recognition
Feature selection based-on genetic algorithm for image annotation
Knowledge-Based Systems
Annotating photo collections by label propagation according to multiple similarity cues
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
Image retrieval using query by contextual example
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Semantic lattices for multiple annotation of images
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
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
TSVM-HMM: Transductive SVM based hidden Markov model for automatic image annotation
Expert Systems with Applications: An International Journal
Bayesian Mixture Hierarchies for Automatic Image Annotation
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Semantic image annotation via hierarchical classification
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
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
Image categorization combining neighborhood methods and boosting
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
From usage to annotation: analysis of personal photo albums for semantic photo understanding
WSM '09 Proceedings of the first SIGMM workshop on Social media
Distance metric learning from uncertain side information with application to automated photo tagging
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Global annotation on georeferenced photographs
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
Automatic cleaning and segmentation of web images based on colors to build learning databases
Image and Vision Computing
Algorithms for reducing the semantic gap in image retrieval systems
HSI'09 Proceedings of the 2nd conference on Human System Interactions
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
Leveraging social media for training object detectors
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
On the use of anti-word models for audio music annotation and retrieval
IEEE Transactions on Audio, Speech, and Language Processing
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
Investigating visual feature extraction methods for image annotation
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
High-level concept annotation using ontology and probabilistic inference
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Improved Resulted Word Counts Optimizer for Automatic Image Annotation Problem
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Image annotation with tagprop on the MIRFLICKR set
Proceedings of the international conference on Multimedia information retrieval
The segmented and annotated IAPR TC-12 benchmark
Computer Vision and Image Understanding
A shared-subspace learning framework for multi-label classification
ACM Transactions on Knowledge Discovery from Data (TKDD)
Multiple instance learning via margin maximization
Applied Numerical Mathematics
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
The bidirectional inference calculation model of multimedia image semantics perception
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Modeling, classifying and annotating weakly annotated images using Bayesian network
Journal of Visual Communication and Image Representation
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
Semantic annotation of personal video content using an image folksonomy
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
Baselines for Image Annotation
International Journal of Computer Vision
Expert Systems with Applications: An International Journal
Multiple Instance Learning with Multiple Objective Genetic Programming for Web Mining
Applied Soft Computing
A novel tool for capturing conceptualized audio annotations
Proceedings of the 5th Audio Mostly Conference: A Conference on Interaction with Sound
IPSILON: incremental parsing for semantic indexing of latent concepts
IEEE Transactions on Image Processing
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
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 multipart appearance models from captioned images
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
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
Distance metric learning from uncertain side information for automated photo tagging
ACM Transactions on Intelligent Systems and Technology (TIST)
Modeling continuous visual features for semantic image annotation and retrieval
Pattern Recognition Letters
Mining social images with distance metric learning for automated image tagging
Proceedings of the fourth ACM international conference on Web search and data mining
Speed up image annotation based on LVQ technique with affinity propagation algorithm
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Automatic image search based on improved feature descriptors and decision tree
Integrated Computer-Aided Engineering
Graph-based methods for the automatic annotation and retrieval of art prints
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Rule induction based-on coevolutionary algorithms for image annotation
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
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
TagSense: a smartphone-based approach to automatic image tagging
MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Performance analysis of improved affinity propagation algorithm for image semantic annotation
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
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
Semantic hierarchies for image annotation: A survey
Pattern Recognition
A review on automatic image annotation techniques
Pattern Recognition
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Learning "verb-object" concepts for semantic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Ensemble approach based on conditional random field for multi-label image and video annotation
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
Retrieval-based face annotation by weak label regularized local coordinate coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning to judge image search results
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Drosophila Gene Expression Pattern Annotation through Multi-Instance Multi-Label Learning
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A framework for evaluating automatic image annotation algorithms
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Multimodal indexing based on semantic cohesion for image retrieval
Information 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
A Probabilistic Model to Combine Tags and Acoustic Similarity for Music Retrieval
ACM Transactions on Information Systems (TOIS)
Leveraging social media for scalable object detection
Pattern Recognition
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
Effective heterogeneous similarity measure with nearest neighbors for cross-media retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Discovering hierarchical object models from captioned images
Computer Vision and Image Understanding
An annotation rule extraction algorithm for image retrieval
Pattern Recognition Letters
Sparse transfer learning for interactive video search reranking
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Learning to summarize web image and text mutually
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Fast Structured Prediction Using Large Margin Sigmoid Belief Networks
International Journal of Computer Vision
Improved Resulted Word Counts Optimizer for Automatic Image Annotation Problem
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Scene classification using a multi-resolution bag-of-features model
Pattern Recognition
The Study of Content Security for Mobile Internet
Wireless Personal Communications: An International Journal
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
Automatic image annotation using tag-related random search over visual neighbors
Proceedings of the 21st ACM international conference on Information and knowledge management
An efficient two-stage framework for image annotation
Pattern Recognition
Image annotation using metric learning in semantic neighbourhoods
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
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
Improving image retrieval by using spatial relations
Multimedia Tools and Applications
A Probabilistic SVM Approach to Annotation of Calcification Mammograms
International Journal of Digital Library Systems
An interactive semi-supervised approach for automatic image annotation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Exploiting time in automatic image tagging
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
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
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 efficient sparse coding for scalable image annotation
Proceedings of the 21st ACM international conference on Multimedia
Image retrieval based on high level concept detection and semantic labelling
Intelligent Decision Technologies
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)
Image annotation with weak labels
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Learning semantic concepts from image database with hybrid generative/discriminative approach
Engineering Applications of Artificial Intelligence
Structural image retrieval using automatic image annotation and region based inverted file
Journal of Visual Communication and Image Representation
Nonparametric bayesian upstream supervised multi-modal topic models
Proceedings of the 7th ACM international conference on Web search and data mining
Semantic context based refinement for news video annotation
Multimedia Tools and Applications
Support vector description of clusters for content-based image annotation
Pattern Recognition
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
Content-based image retrieval using OWA fuzzy linking histogram
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Computational intelligence models for image processing and information reasoning
Multimedia Tools and Applications
Hi-index | 0.15 |
A probabilistic formulation for semantic image annotation and retrieval is proposed. Annotation and retrieval are posed as classification problems where each class is defined as the group of database images labeled with a common semantic label. It is shown that, by establishing this one-to-one correspondence between semantic labels and semantic classes, a minimum probability of error annotation and retrieval are feasible with algorithms that are 1) conceptually simple, 2) computationally efficient, and 3) do not require prior semantic segmentation of training images. In particular, images are represented as bags of localized feature vectors, a mixture density estimated for each image, and the mixtures associated with all images annotated with a common semantic label pooled into a density estimate for the corresponding semantic class. This pooling is justified by a multiple instance learning argument and performed efficiently with a hierarchical extension of expectation-maximization. The benefits of the supervised formulation over the more complex, and currently popular, joint modeling of semantic label and visual feature distributions are illustrated through theoretical arguments and extensive experiments. The supervised formulation is shown to achieve higher accuracy than various previously published methods at a fraction of their computational cost. Finally, the proposed method is shown to be fairly robust to parameter tuning.