A planet remote sensing image feature matching method, system, device and medium combining spatial and frequency domain edge structure information

By combining spatial and frequency domain edge structure information, a weighted phase consistency maximum moment map and an adaptive gradient map are constructed to optimize planetary remote sensing image feature matching. This solves the matching difficulties caused by nonlinear radiometric differences and achieves high-precision and stable image registration.

CN122416072APending Publication Date: 2026-07-17TONGJI UNIV

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
TONGJI UNIV
Filing Date
2026-03-18
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

Existing planetary remote sensing image feature matching methods are unable to address the significant nonlinear radiation differences caused by factors such as solar elevation angle, observation angle, and sensor response characteristics. This leads to local brightness reversal, shadow changes, and loss of texture details in the images. Repetitive texture structures interfere with feature matching, reducing matching accuracy and precision.

Method used

By combining spatial and frequency domain edge structure information, a weighted phase consistency maximum moment map is constructed to perform scale-invariant feature detection, generating a spatial adaptive multi-scale first-order gradient map and a frequency domain weighted phase consistency maximum moment map. The nearest neighbor matching strategy is combined with fast sample consistency mismatch elimination, and a global-to-local guided matching strategy is introduced to optimize the matching results.

Benefits of technology

It improves the accuracy and robustness of feature matching for planetary remote sensing images, adapts to complex terrain and light variations, reduces mismatches, and enhances matching accuracy and reliability, especially in image registration in complex environments such as the Moon and Mars.

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Abstract

本发明公开了一种结合空域与频域边缘结构信息的行星遥感影像特征匹配方法、系统、设备及介质,属于遥感影像技术领域包括:获取行星遥感影像并构建加权相位一致性最大矩图;通过加权相位一致性最大矩图进行尺度不变特征检测,得到稳定特征点;结合稳定特征点,生成空域自适应多尺度一阶梯度图和频域加权相位一致性最大矩图,构建聚合特征描述符;基于聚合特征描述符,采用最近邻匹配策略结合快速样本一致性误匹配剔除,得到初始匹配结果。本发明显著提升了行星遥感影像特征匹配的精度和鲁棒性,特别适用于复杂地形和光照变化的场景;通过构建加权相位一致性最大矩图,能够有效捕捉影像的结构信息,增强特征点的稳定性。
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