An Autoregressive Model Approach to Two-Dimensional Shape Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Application of Affine-Invariant Fourier Descriptors to Recognition of 3-D Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Vector quantization and signal compression
Vector quantization and signal compression
A contour-oriented approach to shape analysis
A contour-oriented approach to shape analysis
Complex Autoregressive Model for Shape Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Illumination-Invariant Recognition of 3D Objects Using Local Color Invariants
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
VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
A texture thesaurus for browsing large aerial photographs
Journal of the American Society for Information Science - Special topic issue: artificial intelligence techniques for emerging information systems applications
The Quadtree and Related Hierarchical Data Structures
ACM Computing Surveys (CSUR)
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Efficient Color Histogram Indexing for Quadratic Form Distance Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Similarity Indexing with the SS-tree
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
A Relevance Feedback Architecture for Content-based Multimedia Information Retrieval Systems
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
Edge Flow: A Framework of Boundary Detection and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Texture Features and Learning Similarity
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Foreground/background segmentation of color images by integration of multiple cues
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol. 1)-Volume 1 - Volume 1
An efficient core-area detection algorithm for fast noise-free image query processing
Proceedings of the 2001 ACM symposium on Applied computing
Supporting audiovisual query using dynamic programming
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Indexing for efficient processing of noise-free queries
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Using human perceptual categories for content-based retrieval from a medical image database
Computer Vision and Image Understanding
Image Retrieval by Regions: Coarse Segmentation and Fine Color Description
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
Region-Based Image Retrieval Using Multiple-Features
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
Similarity learning for graph-based image representations
Pattern Recognition Letters - Special issue: Graph-based representations in pattern recognition
Improving image retrieval effectiveness in query-by-example environment
Proceedings of the 2003 ACM symposium on Applied computing
Knowing a tree from the forest: art image retrieval using a society of profiles
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Image Navigation: A Massively Interactive Model for Similarity Retrieval of Images
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Object of interest-based visual navigation, retrieval, and semantic content identification system
Computer Vision and Image Understanding - Special issue on color for image indexing and 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
An Attention-Based Approach to Content-Based Image Retrieval
BT Technology Journal
Image similarity search with compact data structures
Proceedings of the thirteenth ACM international conference on Information and knowledge management
WARP: Accurate Retrieval of Shapes Using Phase of Fourier Descriptors and Time Warping Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
A research of merging regions through isophotes analysis
ISICT '04 Proceedings of the 2004 international symposium on Information and communication technologies
Content-Based Image Retrieval Based on ROI Detection and Relevance Feedback
Multimedia Tools and Applications
A main stem concept for image matching
Pattern Recognition Letters
Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Evaluation strategies for image understanding and retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
The Story Picturing Engine---a system for automatic text illustration
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Region-based CBIR in GIS with local space filling curves to spatial representation
Pattern Recognition Letters - Special issue: Pattern recognition in remote sensing (PRRS 2004)
Imagerank: spectral techniques for structural analysis of image database
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Using visual attention to extract regions of interest in the context of image retrieval
Proceedings of the 44th annual Southeast regional conference
Pattern Recognition
Clustering and searching WWW images using link and page layout analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Segmenting, Modeling, and Matching Video Clips Containing Multiple Moving Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
An attention-driven model for grouping similar images with image retrieval applications
EURASIP Journal on Applied Signal Processing
Region-based image retrieval using an object ontology and relevance feedback
EURASIP Journal on Applied Signal Processing
Regularized regression on image manifold for retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Global interior robot localisation by a colour content image retrieval system
EURASIP Journal on Advances in Signal Processing
Local relational string and mutual matching for image retrieval
Information Processing and Management: an International Journal
An adaptive multi-thresholding technique for binarization of color images
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
FISH: a practical system for fast interactive image search in huge databases
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Basic elements in the modelling of the problem of the image recognition and classification (IRC)
ELECTROSCIENCE'08 Proceedings of the 6th WSEAS International Conference on Applied Electromagnetics, Wireless and Optical
The complexity of the algorithms for the image recognition and classification (IRC)
ACC'08 Proceedings of the WSEAS International Conference on Applied Computing Conference
State-of-the-art on spatio-temporal information-based video retrieval
Pattern Recognition
FReBIR: An image retrieval system based on fuzzy region matching
Computer Vision and Image Understanding
Foundations and Trends in Information Retrieval
Image retrieval using nonlinear manifold embedding
Neurocomputing
Ego-similarity measurement for relevance feedback
Expert Systems with Applications: An International Journal
Expert system for color image retrieval
Expert Systems with Applications: An International Journal
Expert system based on artificial neural networks for content-based image retrieval
Expert Systems with Applications: An International Journal
Advanced Techniques in CBIR: Local Descriptors, Visual Dictionaries and Bags of Features
SIBGRAPI-TUTORIALS '09 Proceedings of the 2009 Tutorials of the XXII Brazilian Symposium on Computer Graphics and Image Processing
Proceedings of the 2010 conference on Information Modelling and Knowledge Bases XXI
A novel fusion approach to content-based image retrieval
Pattern Recognition
Image retrieval based on incremental subspace learning
Pattern Recognition
Semantic image retrieval using region-based relevance feedback
AMR'06 Proceedings of the 4th international conference on Adaptive multimedia retrieval: user, context, and feedback
Majority based ranking approach in web image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Using image segments in PicSOM CBIR system
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Content based image retrieval using multiscale top points a feasibility study
Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
The interface of VISTO, a new vector image search tool
Proceedings of the 2007 conference on Human interface: Part I
VISTO: A new CBIR system for vector images
Information Systems
Neighborhood preserving regression for image retrieval
Neurocomputing
An automated HSV based text tracking system from complex color video
ICDCIT'11 Proceedings of the 7th international conference on Distributed computing and internet technology
Proceedings of the 2011 conference on Information Modelling and Knowledge Bases XXII
Proceedings of the 2011 conference on Information Modelling and Knowledge Bases XXII
Matching 2d shapes using u descriptors
CGI'06 Proceedings of the 24th international conference on Advances in Computer Graphics
Interest region-based image retrieval system based on graph-cut segmentation and feature vectors
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Studying aesthetics in photographic images using a computational approach
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Multimedia Tools and Applications
Pooling in image representation: The visual codeword point of view
Computer Vision and Image Understanding
Ranking in heterogeneous social media
Proceedings of the 7th ACM international conference on Web search and data mining
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We present here an implementation of NeTra, a prototype image retrieval system that uses color, texture, shape and spatial location information in segmented image regions to search and retrieve similar regions from the database. A distinguishing aspect of this system is its incorporation of a robust automated image segmentation algorithm that allows object- or region-based search. Image segmentation significantly improves the quality of image retrieval when images contain multiple complex objects. Images are segmented into homogeneous regions at the time, of ingest into the database, and image attributes that represent each of these regions are computed. In addition to image segmentation, other important components of the system include an efficient color representation, and indexing of color, texture, and shape features for fast search and retrieval. This representation allows the user to compose interesting queries such as "retrieve all images that contain regions that have the color of object A, texture of object B, shape of object C, and lie in the upper of the image", where the individual objects could be regions belonging to different images. A Java-based web implementation of NeTra is available at http://vivaldi.ece.ucsb.edu/Netra.