Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Earth Mover's Distance as a Metric for Image Retrieval
International Journal of Computer Vision
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information Retrieval
Empirical evaluation of dissimilarity measures for color and texture
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
Cumulated gain-based evaluation of IR techniques
ACM Transactions on Information Systems (TOIS)
Comparing Images Using the Hausdorff Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
The analysis and applications of adaptive-binning color histograms
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
The Amsterdam Library of Object Images
International Journal of Computer Vision
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 12 - Volume 12
A Performance Evaluation of Local Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Color-based image retrieval using perceptually modified Hausdorff distance
Journal on Image and Video Processing - Color in Image and Video Processing
Local invariant feature detectors: a survey
Foundations and Trends® in Computer Graphics and Vision
Introduction to Information Retrieval
Introduction to Information Retrieval
The MIR flickr retrieval evaluation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Signature quadratic form distances for content-based similarity
MM '09 Proceedings of the 17th ACM international conference on Multimedia
The state of the art in image and video retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Signature Quadratic Form Distance
Proceedings of the ACM International Conference on Image and Video Retrieval
Combining CPU and GPU architectures for fast similarity search
Distributed and Parallel Databases
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Retrieving similar images is a challenging task for today's content-based retrieval systems. Aiming at high retrieval performance, these systems frequently capture the user's notion of similarity through expressive image models and adaptive similarity measures, which try to approximate the individual user-dependent notion of similarity as close as possible. As image models appearing on the query side can significantly differ in quality compared to those stored in the multimedia database, similarity measures have to be robust against these individual quality changes in order to maintain high retrieval performance. In order to evaluate the robustness of similarity measures, we introduce the general concept of the stability of a similarity measure with respect to query modifying transformations describing the change in quality on the query side. In addition, we include a comparison of the stability of the major state-of-the-art adaptive similarity measures based on different benchmark image databases.