학술논문

Advances and Challenges in Multimodal Remote Sensing Image Registration
Document Type
Periodical
Source
IEEE Journal on Miniaturization for Air and Space Systems IEEE J. Miniat. Air Space Syst. Miniaturization for Air and Space Systems, IEEE Journal on. 4(2):165-174 Jun, 2023
Subject
Aerospace
Components, Circuits, Devices and Systems
Transportation
Pipelines
Optical sensors
Image registration
Measurement
Optical imaging
Integrated optics
Spatial resolution
monomodal sensors
multimodal sensors
remote sensing
Language
ISSN
2576-3164
Abstract
Over the past few decades, with the rapid development of global aerospace and aerial remote sensing technology, the types of sensors have evolved from the traditional monomodal sensors (e.g., optical sensors) to the new generation of multimodal sensors (e.g., multispectral, hyperspectral, light detection and ranging (LiDAR), and synthetic aperture radar (SAR) sensors). These advanced devices can dynamically provide various and abundant multimodal remote sensing images (MRSIs) with different spatial, temporal, and spectral resolutions according to different application requirements. Since then, it is of great scientific significance to carry out the research of MRSI registration, which is a crucial step for integrating the complementary information among multimodal data and making comprehensive observations and analysis of the Earth’s surface. In this work, we will present our own contributions to the field of multimodal image registration, summarize the advantages and limitations of existing multimodal image registration methods, and then discuss the remaining challenges and make a forward-looking prospect for the future development of the field.