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With the rapid development of deep learning technology, the information extraction methods of remotesensing images are rapidly changing from traditional statistics to data-driven intelligent interpretation. In thebackground of the rapid development of artificial intelligence technology, and supported by major projects suchas National Science and Technology Major Project of China High-resolution Earth Observation System, NationalNatural Science Foundation of China, Civil Aerospace "14th Five-Year" Technology Pre-research Project, theauthors and their team have made a series of research achievements in the filed of intelligent interpretation andapplication technology of remote sensing images. This book starts from the development status of remote sensingimage intelligent interpretation and application technology, systematically introduces the main contents of remotesensing image intelligent interpretation and application, focusing on remote sensing image intelligent qualityimprovement, intelligent expansion and sample augmentation, object detection, fine-grained target recognition,semantic segmentation, multimodal remote sensing image joint intelligent interpretation as well as intelligentinterpretation and application platform.This book can be used as a reference book for remote sensing related majors in colleges and universities,and also for research scholars and staff in the field of remote sensing. With the rapid development of deep learning technology, the information extraction methods of remotesensing images are rapidly changing from traditional statistics to data-driven intelligent interpretation. In thebackground of the rapid development of artificial intelligence technology, and supported by major projects suchas National Science and Technology Major Project of China High-resolution Earth Observation System, NationalNatural Science Foundation of China, Civil Aerospace "14th Five-Year" Technology Pre-research Project, theauthors and their team have made a series of research achievements in the filed of intelligent interpretation andapplication technology of remote sensing images. This book starts from the development status of remote sensingimage intelligent interpretation and application technology, systematically introduces the main contents of remotesensing image intelligent interpretation and application, focusing on remote sensing image intelligent qualityimprovement, intelligent expansion and sample augmentation, object detection, fine-grained target recognition,semantic segmentation, multimodal remote sensing image joint intelligent interpretation as well as intelligentinterpretation and application platform.With the rapid development of deep learning technology, the information extraction methods of remotesensing images are rapidly changing from traditional statistics to data-driven intelligent interpretation. In thebackground of the rapid development of artificial intelligence technology, and supported by major projects suchas National Science and Technology Major Project of China High-resolution Earth Observation System, NationalNatural Science Foundation of China, Civil Aerospace "14th Five-Year" Technology Pre-research Project, theauthors and their team have made a series of research achievements in the filed of intelligent interpretation andapplication technology of remote sensing images. This book starts from the development status of remote sensingimage intelligent interpretation and application technology, systematically introduces the main contents of remotesensing image intelligent interpretation and application, focusing on remote sensing image intelligent qualityimprovement, intelligent expansion and sample augmentation, object detection, fine-grained target recognition,semantic segmentation, multimodal remote sensing image joint intelligent interpretation as well as intelligentinterpretation and application platform.This book can be used as a reference book for remote sensing related majors in colleges and universities,and also for research scholars and staff in the field of remote sensing. With the rapid development of deep learning technology, the information extraction methods of remotesensing images are rapidly changing from traditional statistics to data-driven intelligent interpretation. In thebackground of the rapid development of artificial intelligence technology, and supported by major projects suchas National Science and Technology Major Project of China High-resolution Earth Observation System, NationalNatural Science Foundation of China, Civil Aerospace "14th Five-Year" Technology Pre-research Project, theauthors and their team have made a series of research achievements in the filed of intelligent interpretation andapplication technology of remote sensing images. This book starts from the development status of remote sensingimage intelligent interpretation and application technology, systematically introduces the main contents of remotesensing image intelligent interpretation and application, focusing on remote sensing image intelligent qualityimprovement, intelligent expansion and sample augmentation, object detection, fine-grained target recognition,semantic segmentation, multimodal remote sensing image joint intelligent interpretation as well as intelligentinterpretation and application platform.This book can be used as a reference book for remote sensing related majors in colleges and universities,and also for research scholars and staff in the field of remote sensing.