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Fast Retrieval Algorithm for Earth Mover's Distance Using EMD Lower Bounds and a Skipping Algorithm
| Content Provider | Hindawi |
|---|---|
| Author | Shishibori, Masami Koizumi, Daichi Kita, Kenji |
| Editor | Rajan, Deepu |
| Copyright Year | 2011 |
| Abstract | The earth mover's distance (EMD) is a measure of the distance between two distributions, and it has been widely used in multimedia information retrieval systems, in particular, in content-based image retrieval systems. When the EMD is applied to image problems based on color or texture, the EMD reflects the human perceptual similarities. However, its computations are too expensive to use in large-scale databases. In order to achieve efficient computation of the EMD during query processing, we have developed “fastEMD,” a library for high-speed feature-based similarity retrievals in large databases. This paper introduces techniques that are used in the implementation of the fastEMD and performs extensive experiments to demonstrate its efficiency. |
| Page Count | 9 |
| File Format | |
| ISSN | 16875680 |
| DOI | 10.1155/2011/421820 |
| Journal | Advances in Multimedia |
| Volume Number | 2011 |
| e-ISSN | 16875699 |
| Language | English |
| Publisher | Hindawi Publishing Corporation |
| Publisher Date | 2011-05-17 |
| Access Restriction | Open |
| Rights License | This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Science |
