Feature selection in unsupervised learning via evolutionary search
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Similarity Measure Based on Correspondence of Visual Parts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A unified framework for semantics and feature based relevance feedback in image retrieval systems
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Keyblock: an approach for content-based image retrieval
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Does organisation by similarity assist image browsing?
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Unsupervised Multiresolution Segmentation for Images with Low Depth of Field
IEEE Transactions on Pattern Analysis and Machine Intelligence
Performance evaluation in content-based image retrieval: overview and proposals
Pattern Recognition Letters - Special issue on image/video indexing and retrieval
Adaptive nearest neighbor search for relevance feedback in large image databases
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Comparing discriminating transformations and SVM for learning during multimedia retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
ACM Computing Surveys (CSUR)
Unsupervised Feature Selection Using Feature Similarity
IEEE Transactions on Pattern Analysis and Machine Intelligence
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Segmentation by Data-Driven Markov Chain Monte Carlo
IEEE Transactions on Pattern Analysis and Machine Intelligence
Contour and Texture Analysis for Image Segmentation
International Journal of Computer Vision
Content-Based Image Retrieval in Astronomy
Information Retrieval
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
Three-Dimensional Interfaces for Querying by Example in Content-Based Image Retrieval
IEEE Transactions on Visualization and Computer Graphics
Unifying Keywords and Visual Contents in Image Retrieval
IEEE MultiMedia
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Matching and Retrieval of Distorted and Occluded Shapes Using Dynamic Programming
IEEE Transactions on Pattern Analysis and Machine Intelligence
Faceted metadata for image search and browsing
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
How do people manage their digital photographs?
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Content-Based Image Retrieval Using Multiple-Instance Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Unsupervised Robust Clustering for Image Database Categorization
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Integrated Region-Based Image Retrieval Using Region's Spatial Relationships
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
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
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
QCluster: relevance feedback using adaptive clustering for content-based image retrieval
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
An introduction to variable and feature selection
The Journal of Machine Learning Research
Active Concept Learning for Image Retrieval in Dynamic Databases
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Visual structures for image browsing
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
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
Combining speech and haptics for intuitive and efficient navigation through image databases
Proceedings of the 5th international conference on Multimodal interfaces
Segmentation Given Partial Grouping Constraints
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
WALRUS: A Similarity Retrieval Algorithm for Image Databases
IEEE Transactions on Knowledge and Data Engineering
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Scale & Affine Invariant Interest Point Detectors
International Journal of Computer Vision
How people describe their image information needs: a grounded theory analysis of visual arts queries
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Multiresolution Histograms and Their Use for Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image retrieval using color histograms generated by Gauss mixture vector quantization
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
Image Categorization by Learning and Reasoning with Regions
The Journal of Machine Learning Research
WillHunter: Interactive Image Retrieval with Multilevel Relevance Measurement
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
A Framework for Grid-Based Image Retrieval
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
Group-based Relevance Feedback with Support Vector Machine Ensembles
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Mean version space: a new active learning method for content-based image retrieval
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Boosting contextual information in content-based image retrieval
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
The story picturing engine: finding elite images to illustrate a story using mutual reinforcement
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
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
A novel log-based relevance feedback technique in content-based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Multimodal concept-dependent active learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Locality preserving clustering for image database
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
WARP: Accurate Retrieval of Shapes Using Phase of Fourier Descriptors and Time Warping Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning user interest for image browsing on small-form-factor devices
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Time quilt: scaling up zoomable photo browsers for large, unstructured photo collections
CHI '05 Extended Abstracts on Human Factors in Computing Systems
Minimum Bayes Error Features for Visual Recognition by Sequential Feature Selection and Extraction
CRV '05 Proceedings of the 2nd Canadian conference on Computer and Robot Vision
A Generic Scheme for Color Image Retrieval Based on the Multivariate Wald-Wolfowitz Test
IEEE Transactions on Knowledge and Data Engineering
An image retrieval system using FPGAs
ASP-DAC '03 Proceedings of the 2003 Asia and South Pacific Design Automation Conference
Object-based image retrieval using the statistical structure of images
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
On interactive browsing of large images
IEEE Transactions on Multimedia
A multiresolution manifold distance for invariant image similarity
IEEE Transactions on Multimedia
Image retrieval based on histogram of fractal parameters
IEEE Transactions on Multimedia
Sketch-based image matching Using Angular partitioning
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
IEEE Transactions on Information Theory
On the efficient evaluation of probabilistic similarity functions for image retrieval
IEEE Transactions on Information Theory
IEEE Transactions on Image Processing
Image classification for content-based indexing
IEEE Transactions on Image Processing
An efficient color representation for image retrieval
IEEE Transactions on Image Processing
Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
An efficient and effective region-based image retrieval framework
IEEE Transactions on Image Processing
A memory learning framework for effective image retrieval
IEEE Transactions on Image Processing
CLUE: cluster-based retrieval of images by unsupervised learning
IEEE Transactions on Image Processing
Relevance feedback: a power tool for interactive content-based image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
Relevance feedback in region-based image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
PicSOM-self-organizing image retrieval with MPEG-7 content descriptors
IEEE Transactions on Neural Networks
Automatic categorization of figures in scientific documents
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
PARAgrab: a comprehensive architecture for web image management and multimodal querying
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Diversity in multimedia information retrieval research
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Visual pattern discovery using web images
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Learning concepts from large scale imbalanced data sets using support cluster machines
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Real-time computerized annotation of pictures
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Detection of near-duplicate images for web search
Proceedings of the 6th ACM international conference on Image and video retrieval
Journal of the American Society for Information Science and Technology
A learning state-space model for image retrieval
EURASIP Journal on Applied Signal Processing
Combining stroke-based and selection-based relevance feedback for content-based image retrieval
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
Content-based object movie retrieval and relevance feedbacks
EURASIP Journal on Advances in Signal Processing
Enhanced P2P services providing multimedia content
Advances in Multimedia
Exploring the relationship between feature and perceptual visual spaces
Journal of the American Society for Information Science and Technology
Features for image retrieval: an experimental comparison
Information Retrieval
Retrieval of images by spatial and object similarities
Information Processing and Management: an International Journal
The evolution of visual information retrieval
Journal of Information Science
Performance evaluation of relevance feedback methods
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Information Processing and Management: an International Journal
Improving Automatic Image Annotation Based on Word Co-occurrence
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Efficient Computation of Statistical Significance of Query Results in Databases
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Rosso Tiziano: A System for User-Centered Exploration and Discovery in Large Image Information Bases
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Content-based image retrieval using hierarchical temporal memory
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Outdoors augmented reality on mobile phone using loxel-based visual feature organization
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Automatic image annotation using visual content and folksonomies
Multimedia Tools and Applications
Region-based image retrieval using color-size features of watershed regions
Journal of Visual Communication and Image Representation
Combining Attention Model with Hierarchical Graph Representation for Region-Based Image Retrieval
IEICE - Transactions on Information and Systems
Impediments to general purpose Content Based Image search
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Automatic extraction of data points and text blocks from 2-dimensional plots in digital documents
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Search engines for digital images using MSA
NOLASC'09 Proceedings of the 8th WSEAS international conference on Non-linear analysis, non-linear systems and chaos
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Incorporating concept ontology into multi-level image indexing
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Proceedings of the 13th International Conference on Extending Database Technology
Content-based image retrieval using shape and depth from an engineering database
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Automatic image annotation for semantic image retrieval
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Semantic feature extraction for brain CT image clustering using nonnegative matrix factorization
ICMB'08 Proceedings of the 1st international conference on Medical biometrics
Image retrieval via geometric constraints histogram descriptor based on curvature graph
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
VISTO: A new CBIR system for vector images
Information Systems
Dual-ranking for web image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
System architecture of a web service for Content-Based Image Retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Compact storage of correlated data for content based retrieval
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Understanding the everyday use of images on the web
Proceedings of the 6th Nordic Conference on Human-Computer Interaction: Extending Boundaries
Sketch-based 3D model retrieval using diffusion tensor fields of suggestive contours
Proceedings of the international conference on Multimedia
Shape-based tumor retrieval in mammograms using relevance-feedback techniques
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
Every picture tells a story: generating sentences from images
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Acceleration of a content-based image-retrieval application on the RDISK cluster
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Identifying a critical threat to privacy through automatic image classification
Proceedings of the first ACM conference on Data and application security and privacy
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
Connected component in feature space to capture high level semantics in CBIR
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Content-based facial image retrieval using constrained independent component analysis
Information Sciences: an International Journal
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Using expert-derived aesthetic attributes to help users in exploring image databases
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
Image retrieval with semantic sketches
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part I
3D model retrieval using the histogram of orientation of suggestive contours
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Associating textual features with visual ones to improve affective image classification
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Retrieving and ranking unannotated images through collaboratively mining online search results
Proceedings of the 20th ACM international conference on Information and knowledge management
A linear-time approximation of the earth mover's distance
Proceedings of the 20th ACM international conference on Information and knowledge management
A p2p architecture for multimedia content retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Locating salient edges for CBIR based on visual attention model
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Flexible content extraction and querying for videos
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
A geometric data structure applicable to image mining and retrieval
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
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
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Elastic computing: A portable optimization framework for hybrid computers
Parallel Computing
Content-based image recognition using cellular discrete-event system specifications methodology
Proceedings of the 45th Annual Simulation Symposium
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
Interactive tool for image annotation using a semi-supervised and hierarchical approach
Computer Standards & Interfaces
A selective weighted late fusion for visual concept recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Computer Vision and Image Understanding
Visual-interactive querying for multivariate research data repositories using bag-of-words
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
A multimodal content-based approach for web pages analysis
International Journal of Knowledge Engineering and Data Mining
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
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The last decade has witnessed great interest in research on content-based image retrieval. This has paved the way for a large number of new techniques and systems, and a growing interest in associated fields to support such systems. Likewise, digital imagery has expanded its horizon in many directions, resulting in an explosion in the volume of image data required to be organized. In this paper, we discuss some of the key contributions in the current decade related to image retrieval and automated image annotation, spanning 120 references. We also discuss some of the key challenges involved in the adaptation of existing image retrieval techniques to build useful systems that can handle real-world data. We conclude with a study on the trends in volume and impact of publications in the field with respect to venues/journals and sub-topics.