PBIR-MM: multimodal image retrieval and annotation
Proceedings of the tenth ACM international conference on Multimedia
The anatomy of a multimodal information filter
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Confidence-based dynamic ensemble for image annotation and semantics discovery
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
On image auto-annotation with latent space models
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
A bootstrapping approach to annotating large image collection
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Computational models for experiences in the arts, and multimedia
ETP '03 Proceedings of the 2003 ACM SIGMM workshop on Experiential telepresence
Vidya: an experiential annotation system
ETP '03 Proceedings of the 2003 ACM SIGMM workshop on Experiential telepresence
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
The networked home as a user-centric multimedia system
Proceedings of the 2004 ACM workshop on Next-generation residential broadband challenges
Incremental semi-supervised subspace learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Learning an image manifold for retrieval
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
A bootstrapping framework for annotating and retrieving WWW images
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
Dynamic learning from multiple examples for semantic object segmentation and search
Computer Vision and Image Understanding
On scalability of active learning for formulating query concepts
Proceedings of the 1st international workshop on Computer vision meets databases
Semantics and feature discovery via confidence-based ensemble
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Mining images on semantics via statistical learning
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Using One-Class and Two-Class SVMs for Multiclass Image Annotation
IEEE Transactions on Knowledge and Data Engineering
Learning an image-word embedding for image auto-annotation on the nonlinear latent space
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
KDX: An Indexer for Support Vector Machines
IEEE Transactions on Knowledge and Data Engineering
EXTENT: fusing context, content, and semantic ontology for photo annotation
Proceedings of the 2nd international workshop on Computer vision meets databases
Using pivots to index for support vector machine queries
Proceedings of the 2nd international workshop on Computer vision meets databases
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Scalable search-based image annotation of personal images
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Image annotation refinement using random walk with restarts
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Toward bridging the annotation-retrieval gap in image search by a generative modeling approach
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Incorporating multiple SVMs for automatic image annotation
Pattern Recognition
Review: Which is the best way to organize/classify images by content?
Image and Vision Computing
Manifold Learning Based Cross-media Retrieval: A Solution to Media Object Complementary Nature
Journal of VLSI Signal Processing Systems
Web image annotation by fusing visual features and textual information
Proceedings of the 2007 ACM symposium on Applied computing
Modeling personal and social network context for event annotation in images
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Adaptive salient block-based image retrieval in multi-feature space
Image Communication
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
Refining image annotation using contextual relations between words
Proceedings of the 6th ACM international conference on Image and video retrieval
Manifold-ranking-based keyword propagation for image retrieval
EURASIP Journal on Applied Signal Processing
Regularized regression on image manifold for retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
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
Bipartite graph reinforcement model for web image 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
Contextual wisdom: social relations and correlations for multimedia event annotation
Proceedings of the 15th international conference on Multimedia
A Normalization Framework for Multimedia Databases
IEEE Transactions on Knowledge and Data Engineering
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Translating topics to words for image annotation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A graph-based image annotation framework
Pattern Recognition Letters
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Medical image classification by supervised machine learning
AIC'06 Proceedings of the 6th WSEAS International Conference on Applied Informatics and Communications
Scalable Markov model-based image annotation
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Scene modeling in global-local view for scene classification
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Annotating personal albums via web mining
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
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
POCS-Based Annotation Method Using Kernel PCA for Semantic Image Retrieval
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
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
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
A unified image retrieval framework on local visual and semantic concept-based feature spaces
Journal of Visual Communication and Image Representation
Image retrieval using nonlinear manifold embedding
Neurocomputing
AMC '09 Proceedings of the 2009 workshop on Ambient media computing
JustClick: personalized image recommendation via exploratory search from large-scale Flickr images
IEEE Transactions on Circuits and Systems for Video Technology
Proceedings of the ACM International Conference on Image and Video Retrieval
Context-based multi-label image annotation
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
Unsupervised Clustering of Clickthrough Data for Automatic Annotation of Multimedia Content
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
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
Towards developing a unified multimodal image retrieval framework
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Robust image annotation refinement via graph-based learning
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
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
Scene categorization via contextual visual words
Pattern Recognition
Statistical modeling and conceptualization of natural images
Pattern Recognition
Image retrieval based on incremental subspace learning
Pattern Recognition
MAP-based image tag recommendation using a visual folksonomy
Pattern Recognition Letters
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
Joint querying and relevance feedback scheme for an on-line image retrieval system
AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
Modeling latent aspects for automatic image annotation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
On-line content-based image retrieval system using joint querying and relevance feedback scheme
WSEAS Transactions on Computers
Semantic modeling of natural scenes based on contextual Bayesian networks
Pattern Recognition
Fusing semantic aspects for image annotation and retrieval
Journal of Visual Communication and Image Representation
Unified tag analysis with multi-edge graph
Proceedings of the international conference on Multimedia
A vertical search engine based on visual and textual features
Edutainment'10 Proceedings of the Entertainment for education, and 5th international conference on E-learning and games
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
Variational inference with graph regularization for image annotation
ACM Transactions on Intelligent Systems and Technology (TIST)
Modeling continuous visual features for semantic image annotation and retrieval
Pattern Recognition Letters
Multimedia data mining: state of the art and challenges
Multimedia Tools and Applications
Prosemantic features for content-based image retrieval
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
ImageAlert: credibility analysis of text-image pairs on the web
Proceedings of the 2011 ACM Symposium on Applied Computing
Semantic context inference in multimedia search
The future internet
Dynamic two-stage image retrieval from large multimodal databases
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
A review on automatic image annotation techniques
Pattern Recognition
Automatic Image Annotation Based on Generalized Relevance Models
Journal of Signal Processing Systems
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
Bridging the gap between visual and auditory feature spaces for cross-media retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Semantic annotation of image groups with self-organizing maps
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
Automatic image annotation by mining the web
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Measuring multi-modality similarities via subspace learning for cross-media retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Automatic image annotation using maximum entropy model
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Ontology-mediated distributed decision support for breast cancer
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Understanding multimedia document semantics for cross-media retrieval
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Semi-supervised learning for image annotation based on conditional random fields
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Automatic image annotation with cooperation of concept-specific and universal visual vocabularies
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Mixing hierarchical contexts for object recognition
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback
Automatic context analysis for image classification and retrieval
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
A novel multi-modal integration and propagation model for cross-media information retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Scene categorization based on integrated feature description and local weighted feature mapping
Computers and Electrical Engineering
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Personal image tagging: a game-based approach
Proceedings of the 8th International Conference on Semantic Systems
Improved Resulted Word Counts Optimizer for Automatic Image Annotation Problem
Fundamenta Informaticae - Advances in Artificial Intelligence and Applications
Movie keyframe retrieval based on cross-media correlation detection and context model
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Dynamic two-stage image retrieval from large multimedia databases
Information Processing and Management: an International Journal
Learning a ground object manifold for interpreting high-resolution sensor image
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Location and route tracking in university from photos without GPS information
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Annotation propagation in image databases using similarity graphs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Using Hilbert scan on statistical color space partitioning
Computers and Electrical Engineering
Texture classification of landsat TM imagery using Bayes point machine
Proceedings of the 51st ACM Southeast Conference
Indoor scene recognition by a mobile robot through adaptive object detection
Robotics and Autonomous Systems
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
Clustering results of image searches by annotations and visual features
Telematics and Informatics
A multimodal content-based approach for web pages analysis
International Journal of Knowledge Engineering and Data Mining
Hi-index | 0.00 |
We propose a content-based soft annotation (CBSA) procedure for providing images with semantical labels. The annotation procedure starts with labeling a small set of training images, each with one single semantical label (e.g., forest, animal, or sky). An ensemble of binary classifiers is then trained for predicting label membership for images. The trained ensemble is applied to each individual image to give the image multiple soft labels, and each label is associated with a label membership factor. To select a base binary-classifier for CBSA, we experiment with two learning methods, support vector machines (SVMs) and Bayes point machines (BPMs), and compare their class-prediction accuracy. Our empirical study on a 116-category 25K-image set shows that the BPM-based ensemble provides better annotation quality than the SVM-based ensemble for supporting multimodal image retrievals.