Song, Xubo and Sill, Joseph and Abu-Mostafa, Yaser and Kasdan, Harvey (2000) Image Recognition in Context: Application to Microscopic Urinalysis. In: Advances in Neural Information Processing Systems 12 (NIPS 1999). Advances in Neural Information Processing Systems. No.12. MIT Press , Cambridge, MA, pp. 963-969. ISBN 0-262-19450-3. https://resolver.caltech.edu/CaltechAUTHORS:20160229-163056107
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Abstract
We propose a new and efficient technique for incorporating contextual information into object classification. Most of the current techniques face the problem of exponential computation cost. In this paper, we propose a new general framework that incorporates partial context at a linear cost. This technique is applied to microscopic urinalysis image recognition, resulting in a significant improvement of recognition rate over the context free approach. This gain would have been impossible using conventional context incorporation techniques.
Item Type: | Book Section | ||||||
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Additional Information: | © 2000 Massachusetts Institute of Technology. The authors would like to thank Alexander Nicholson, Malik Magdon-Ismail, Amir Atiya at the Caltech Learning Systems Group for helpful discussions. | ||||||
Series Name: | Advances in Neural Information Processing Systems | ||||||
Issue or Number: | 12 | ||||||
Record Number: | CaltechAUTHORS:20160229-163056107 | ||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20160229-163056107 | ||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||
ID Code: | 64879 | ||||||
Collection: | CaltechAUTHORS | ||||||
Deposited By: | INVALID USER | ||||||
Deposited On: | 01 Mar 2016 00:40 | ||||||
Last Modified: | 03 Oct 2019 09:41 |
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