Vector quantization and signal compression
Vector quantization and signal compression
International Journal of Computer Vision
Efficient and effective querying by image content
Journal of Intelligent Information Systems - Special issue: advances in visual information management systems
The image processing handbook (2nd ed.)
The image processing handbook (2nd ed.)
An integrated color-spatial approach to content-based image retrieval
Proceedings of the third ACM international conference on Multimedia
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing images using color coherence vectors
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
A vertex-based shape coding approach for similar shape retrieval
SAC '98 Proceedings of the 1998 ACM symposium on Applied Computing
Keyblock: an approach for content-based image retrieval
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
Advanced feature extraction for Keyblock-based image retrieval
MULTIMEDIA '00 Proceedings of the 2000 ACM workshops on Multimedia
Robot Vision
Modern Information Retrieval
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
Digital Pictures: Representation and Compression
Digital Pictures: Representation and Compression
WaveCluster: A Multi-Resolution Clustering Approach for Very Large Spatial Databases
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Nearest Neighbor Search in Medical Image Databases
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
STING: A Statistical Information Grid Approach to Spatial Data Mining
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
WaveCluster: a wavelet-based clustering approach for spatial data in very large databases
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient Access to and Retrieval from a Shape Image Database
CBAIVL '98 Proceedings of the IEEE Workshop on Content - Based Access of Image and Video Libraries
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Histogram refinement for content-based image retrieval
WACV '96 Proceedings of the 3rd IEEE Workshop on Applications of Computer Vision (WACV '96)
Recognizing Similarity through a Constrained Non-Rigid Transform
ICPR '96 Proceedings of the 1996 International Conference on Pattern Recognition (ICPR '96) Volume I - Volume 7270
Spatial Color Histograms for Content-Based Image Retrieval
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Color-spatial image indexing and applications
Color-spatial image indexing and applications
Multiresolution content-based image retrieval and clustering in large visual databases
Multiresolution content-based image retrieval and clustering in large visual databases
Efficient Retrieval and Spatial Querying of 2D Objects
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
Learning an image manifold for 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
A Multiresolution Symbolic Representation of Time Series
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
A model for weighting image objects in home photographs
Proceedings of the 14th ACM international conference on Information and knowledge management
Image indexing and retrieval based on vector quantization
Pattern Recognition
Synobins: an intermediate level towards annotation and semantic retrieval
EURASIP Journal on Applied Signal Processing
Constructing and application of multimedia TV-news archives
Expert Systems with Applications: An International Journal
Language modeling for bag-of-visual words image categorization
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
On multivariate binary data clustering and feature weighting
Computational Statistics & Data Analysis
Time series analysis with multiple resolutions
Information Systems
Proceedings of the ACM International Conference on Image and Video Retrieval
Signature recognition using vector quantization
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Constructing and application of multimedia TV news archives
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Image indexing and retrieval using visual terms and text-like weighting
DELOS'07 Proceedings of the 1st international conference on Digital libraries: research and development
Efficient processing of exact top-k queries over disk-resident sorted lists
The VLDB Journal — The International Journal on Very Large Data Bases
Discrete visual features modeling via leave-one-out likelihood estimation and applications
Journal of Visual Communication and Image Representation
A query expansion framework in image retrieval domain based on local and global analysis
Information Processing and Management: an International Journal
A structured learning approach to semantic photo indexing and query
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Automated information mining on multimedia TV news archives
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Codebook design of keyblock based image retrieval
ICEC'07 Proceedings of the 6th international conference on Entertainment Computing
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
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The success of text-based retrieval motivates us to investigate analogous techniques which can support the querying and browsing of image data. However, images differ significantly from text both syntactically and semantically in their mode of representing and expressing information. Thus, the generalization of information retrieval from the text domain to the image domain is non-trivial. This paper presents a framework for information retrieval in the image domain which supports content-based querying and browsing of images. A critical first step to establishing such a framework is to construct a codebook of "keywords" for images which is analogous to the dictionary for text documents. We refer to such "keywords" in the image domain as "keyblocks." In this paper, we first present various approaches to generating a codebook containing keyblocks at different resolutions. Then we present a keyblock-based approach to content-based image retrieval. In this approach, each image is encoded as a set of one-dimensional index codes linked to the keyblocks in the codebook, analogous to considering a text document as a linear list of keywords. Generalizing upon text-based information retrieval methods, we then offer various techniques for image-based information retrieval. By comparing the performance of this approach with conventional techniques using color and texture features, we demonstrate the effectiveness of the keyblock-based approach to content-based image retrieval.