基于正则化处理的超分辨率重建
doi: 10.3724/SP.J.1146.2005.01631
Super-resolution Reconstruction Based on Regularization
-
摘要: 针对超分辨率重建的病态反问题进行研究。该文首先介绍超分辨率重建的数学模型,分析了最小二乘估计及其病态性。其次给出病态问题的正则化泛函,并提出一种自适应动态确定正则化系数的方法,主要研究了迭代算法的收敛性和参数选择等问题。实验结果验证了方法的有效性。
-
关键词:
- 图像处理;超分辨率重建;反问题;正则化
Abstract: In this paper, the ill-posed inverse problem of super-resolution reconstruction is concerned. Firstly, the mathematical model of super-resolution reconstruction is given, and the ill-posed property of the least square estimation is analyzed. Then, the regularization of ill-posed problem is processed by modifying the original energy functional, and an adaptive dynamic method is proposed for the choice of the regularization coefficient. Finally, the convergence of the iteration formula and the choice of parameter are thoroughly studied. Experimental results demonstrate the effectiveness of the proposed method.
计量
- 文章访问数: 3457
- HTML全文浏览量: 119
- PDF下载量: 1238
- 被引次数: 0