Thomson, A.M., Brown, J.C., Kay, J.W. and Titterington, D.M. (1991) A study of methods of choosing the smoothing parameter in image restoration by regularization. IEEE Transactions on Pattern Analysis and Machine Intelligence, 13(4), pp. 326-339. (doi: 10.1109/34.88568)
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Abstract
The method of regularization is portrayed as providing a compromise between fidelity to the data and smoothness, with the tradeoff being determined by a scalar smoothing parameter. Various ways of choosing this parameter are discussed in the case of quadratic regularization criteria. They are compared algebraically, and their statistical properties are comparatively assessed from the results of all extensive simulation study based on simple images.
| Item Type: | Articles |
|---|---|
| Status: | Published |
| Refereed: | Yes |
| Glasgow Author(s) Enlighten ID: | Titterington, Professor D and Kay, Dr James |
| Authors: | Thomson, A.M., Brown, J.C., Kay, J.W., and Titterington, D.M. |
| College/School: | College of Science and Engineering > School of Mathematics and Statistics > Statistics |
| Journal Name: | IEEE Transactions on Pattern Analysis and Machine Intelligence |
| Publisher: | IEEE |
| ISSN: | 0162-8828 |
| ISSN (Online): | 1939-3539 |
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