When traditional multi-scale analysis tools are applied to high resolution
remote sensing image registration, difficulties and limitations are common in
selection of directional sub-bands and distribution optimization of control
point pairs etc. Aiming at this issue, a novel registration method based on
JSEG and NMI is proposed in this paper. It is the method that incorporates
the multi-scale segmentation method (JSEG) into image registration for the
first time and proposes an adaptive feature point extraction method on the
basis of blocking strategy. Then, NMI is adopted to obtain a set of control
point pairs. Finally, the image registration is realized by virtue of
Delaunay triangle local transform mapping functions. In accordance with
experiments on high resolution remote sensing images collected by different
sensors, it is found that the method can not only extract feature points
accurately but also ensure reasonable distribution of control point pairs.
Meanwhile, compared with traditional multi-scale tools-based methods, the
method has relatively high accuracy and robustness.