基于广义特征点匹配的全自动图像配准
Automatic Image Registration Based on Matching of Feature Points in Broad Sense
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摘要: 该文针对图像配准中用到的特征点提出了狭义特征点和广义特征点两个范畴。广义特征点是针对区域特征定义的, 可以有各种不同的定义方法。该文建议了一种广义特征点的定义和自动提取算法。该算法以多尺度小波变换来定位图像中的强棱边点,以局部区域的复杂性和非周期性约束最终检测广义特征点。该文采用两个步骤建立广义特征点之间的对应关系。正确匹配的特征点对作为控制点,以最小化控制点处的均方根误差方法求得用于配准图像的仿射变换参数。用一个迭代机制进一步修正控制点的位置,从而达到最佳的配准精度。多种实验结果展示了该文方法的配准效果。
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关键词:
- 图像配准; 特征点; 匹配准则
Abstract: Feature points in images are commonly used for image registration. Feature points can be classified as in narrow sense and in broad sense. Feature Points in Broad Sense (FPBS) can be defined in different ways. A new definition of FPBS is proposed that is reasonable for image registration. The FPBS can be detected automatically by the use of multi-scale wavelet transform and a few additional restrictions that control the complexity and nonperiodicity of local regions. After feature point sets are extracted separately from the two images under consideration, the relation between them is then established by a two-stage matching algorithm. The registration transform is found by minimizing the Root Mean Square Error (RMSE) of the control points. An iterative optimization mechanism is used to refine the registration. Several experimental results of image registration can illustrate the performance of the method. -
Mehrotra R, Nichani S. Corner detection[J].Pattern Recognition.1990, 23(11):1223-[2]Liu S T, Tsai W H. Moment-preserving comer detection[J].Pattern Recognition.1990, 23(5):441-[3]Lee J S, Sun Y N, Chen C H, Tsai C T. Wavelet based comer detection[J].Pattern Recognition.1993, 26(6):853-[4]Rohr K. Localization properties of direct corner detectors[J].Journal of Mathematical Imaging and Vision.1994, 4(2):139-[5]Goshtasby A, Stockman G C, Page C V. A region-based approach to digital image registration with subpixel accuracy[J].IEEE Trans.on Geoscience andRemote Sensing.1986, 24(15):390-[6]Flusser J, Suk T. A moment-based approach to registration of images with affine geometric distortion[J].IEEE Trans. on Geoscience andRemote Sensing.1994, 32(2):382-[7]Holm M. Towards automatic rectification of satellite images using feature based matching. Proc. Intl. Geoscience and Remote Sensing Symposium IGARSS91, Espoo, Finland, 1991:2439-2442.[8]Mallat S, et al.. Singularity detection and processing with wavelets, IEEE Trans[J].on Information Theory.1992, 38(2):617-[9]Mallat S, et al.. Characterization of signals from multiscale edges[J].IEEE Trans. on Pattern Analysis and Machine Intelligence.1992,14(7):710-[10]王东峰,邹谋炎.基于最大化对齐度的多模态图像自动配准[J].电子与信息学报.2003,25(6):755-762浏览 -
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