Рақамли технологияларнинг назарий ва амалий масалалари Volume 6 Issue 4 (2023) · pp. 102-110
Comparative Analysis of Descriptors Construction Methods in Remote Sensing Images
Yusupov, O.R., Eshonqulov, E.Sh.
Abstract
A set of descriptors is used to solve real challenges in image registration, object search in images, and image comparison. The various types of descriptors that are addressed in this article include those that are based on gradients, spectral representation, local binary, shape, and basis function. Taking into account the acquisition of remote images at different times, on different devices, the appearance of deformations, the presence of occlusions, the methods of constructing descriptors, invariance to rotation, image contrast, intensity change, scale, deformation to occlusion stability were analyzed. Recommendations for further scientific research were given in the conclusion based on comparative analysis. Descriptors have been found to be important for registration of multiple remotely sensed images, image fusion, image search, object recognition in images, and change detection.
imageinvariantdescriptorimage processingfeature extractiondeformationcomputer visiontasvirinvariantdeskriptor
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