Corpus ID: 6976344

The Earth Mover's Distance, Multi-Dimensional Scaling, and Color-Based Image Retrieval

@inproceedings{Tomasi1997TheEM,
  title={The Earth Mover's Distance, Multi-Dimensional Scaling, and Color-Based Image Retrieval},
  author={Carlo Tomasi},
  year={1997}
}
In this paper we present a novel approach to the problem of navigating through a database of color images. We consider the images as points in a metric space in which we wish to move around so as to locate image neighborhoods of interest, based on color information. The data base images are mapped to distributions in color space, these distributions are appropriately compressed, and then the distances between all pairs I; J of images are computed based on the work needed to rearrange the mass… Expand

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References

SHOWING 1-10 OF 11 REFERENCES
Similarity of color images
TLDR
Two new color indexing techniques are described, one of which is a more robust version of the commonly used color histogram indexing and the other which is an example of a new approach tocolor indexing that contains only their dominant features. Expand
A distance metric for multidimensional histograms
TLDR
The problem of finding a translation to minimize the distance between point patterns is discussed and the sum of the distances in the minimal pairing is used as the “match distance” between the histograms. Expand
Virage image search engine: an open framework for image management
TLDR
The Virage engine provides an open framework for developers to 'plug-in' primitives to solve specific image management problems and can be utilized to address high-level problems as well, such as automatic, unsupervised keyword assignment, or image classification. Expand
Image Retrieval and Robot Vision Research at Stanford
TLDR
This work has developed a robot observer that uses motion planning and visibility graphs to stalk a moving target in an environment cluttered with obstacles and built a depth-from-focus vision system that allows a Nomadic robot to navigate for hours in a crowded environment. Expand
Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis
Multidimensional scaling is the problem of representingn objects geometrically byn points, so that the interpoint distances correspond in some sense to experimental dissimilarities between objects.Expand
Multidimensional binary search trees used for associative searching
TLDR
The multidimensional binary search tree (or <italic>k-d tree) as a data structure for storage of information to be retrieved by associative searches is developed and it is shown to be quite efficient in its storage requirements. Expand
Color Science, Concepts and Methods. Quantitative Data and Formulas
G. Wyszecki and W. S. Stiles London: John Wiley. 1967. Pp. xiv + 628. Price £11. This remarkable and unusual book is by two outstanding authorities on the science of colour: Dr. Stiles, for manyExpand
Efficient Color Histogram Indexing for Quadratic Form Distance Functions
TLDR
An improved shipping container having novel locking features in the end panel and corner flaps and improved bulge resistance at the end panels from sideward bulge of the product. Expand
17(7):729{735
  • July
  • 1995
Stricker and Orengo, 1995 M. Stricker and M. Orengo. Similarity of color images
  • SPIE Conference on Storage and Retrieval for Image and Video Databases III, v olume 2420
  • 1994
...
1
2
...