Combination of ISOM and K-SVD based on Dictionary Incremental Learning for Image Signal Processing
Authors
Guixin Sun
Corresponding Author
Guixin Sun
Available Online April 2016.
- DOI
- 10.2991/ameii-16.2016.201How to use a DOI?
- Keywords
- Incremental Self-Organizing Maps, K-SVD, Dictionary Incremental Learning
- Abstract
In this paper, a dictionary incremental learning method combination of ISOM(Incremental Self-Organizing Maps) and K-SVD is proposed. This method significantly improves the efficiency of K-SVD method for large sample based on the incremental learning ability of ISOM network. The experiment of image super resolution reconstruction shows that the proposed method has the capability of incremental learning.
- Copyright
- © 2016, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Guixin Sun PY - 2016/04 DA - 2016/04 TI - Combination of ISOM and K-SVD based on Dictionary Incremental Learning for Image Signal Processing BT - Proceedings of the 2nd International Conference on Advances in Mechanical Engineering and Industrial Informatics (AMEII 2016) PB - Atlantis Press SP - 1057 EP - 1060 SN - 2352-5401 UR - https://doi.org/10.2991/ameii-16.2016.201 DO - 10.2991/ameii-16.2016.201 ID - Sun2016/04 ER -