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The Influence of Regularization Parameter on Error Bound in Super-Resolution Reconstruction

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2008

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Xue, Ping
Wang, Ci

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YUEH-MIN RAY HUANG ..., , ed.. Advances in multimedia information processing - PCM 2008 : 9th Pacific Rim Conference on Multimedia Tainan, Taiwan, December 9-13, 2008 ; proceedings. Berlin [u.a.]: Springer, 2008, pp. 535-542. Lecture notes in computer science. 5353. ISBN 978-3-540-89795-8. Available under: doi: 10.1007/978-3-540-89796-5_55

Zusammenfassung

Regularization method is widely used to address the ill-conditioned problem of super-resolution (SR) reconstruction to improve its performance. The tradeoff between the fidelity of the data (due to small values of regularization parameter) and the smoothness of the SR result necessitates the choice of the regularization parameter to obtain the optimal solution. In this paper, the objective relative error is analyzed to explore the influence of the regularization parameter on SR reconstruction performance. With the optimal regularization parameter, we derive a relative error bound. The analysis is verified by experiment results.

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004 Informatik

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Error bound; super-resolution; regularization

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9th Pacific Rim Conference on Multimedia, 9. Dez. 2008 - 13. Dez. 2008, Tainan
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ISO 690SHEN, Minmin, Ping XUE, Ci WANG, 2008. The Influence of Regularization Parameter on Error Bound in Super-Resolution Reconstruction. 9th Pacific Rim Conference on Multimedia. Tainan, 9. Dez. 2008 - 13. Dez. 2008. In: YUEH-MIN RAY HUANG ..., , ed.. Advances in multimedia information processing - PCM 2008 : 9th Pacific Rim Conference on Multimedia Tainan, Taiwan, December 9-13, 2008 ; proceedings. Berlin [u.a.]: Springer, 2008, pp. 535-542. Lecture notes in computer science. 5353. ISBN 978-3-540-89795-8. Available under: doi: 10.1007/978-3-540-89796-5_55
BibTex
@inproceedings{Shen2008Influ-30662,
  year={2008},
  doi={10.1007/978-3-540-89796-5_55},
  title={The Influence of Regularization Parameter on Error Bound in Super-Resolution Reconstruction},
  number={5353},
  isbn={978-3-540-89795-8},
  publisher={Springer},
  address={Berlin [u.a.]},
  series={Lecture notes in computer science},
  booktitle={Advances in multimedia information processing - PCM 2008 : 9th Pacific Rim Conference on Multimedia Tainan, Taiwan, December 9-13, 2008 ; proceedings},
  pages={535--542},
  editor={Yueh-Min Ray Huang ...},
  author={Shen, Minmin and Xue, Ping and Wang, Ci}
}
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