Hyperspectral Remote Sensing Image Classification Based On Deep Learning
نویسندگان
چکیده
منابع مشابه
Deep Learning-Based Classification of Remote Sensing Image
Deep Learning networks have sharply increased over the past 10 years, and deep Learning-Based Classification of Remote Sensing Image has attracted extensive interest. We trained a multilayer deep learning network to classify the 8 thousand unlabeled remote sensing images from Internet into the 600 different classes. In order to improve the efficiency, and shorten the experiment time, we also us...
متن کاملDeep Self-taught Learning for Remote Sensing Image Classification
This paper addresses the land cover classification task for remote sensing images by deep self-taught learning. Our selftaught learning approach learns suitable feature representations of the input data using sparse representation and undercomplete dictionary learning. We propose a deep learning framework which extracts representations in multiple layers and use the output of the deepest layer ...
متن کاملHyperspectral image classification via contextual deep learning
Because the reliability of feature for every pixel determines the accuracy of classification, it is important to design a specialized feature mining algorithm for hyperspectral image classification. We propose a feature learning algorithm, contextual deep learning, which is extremely effective for hyperspectral image classification. On the one hand, the learning-based feature extraction algorit...
متن کاملA Survey of Hyperspectral Image Classification in Remote Sensing
Hyperspectral image processing has been a very dynamic area in remote sensing and other applications in recent years. Hyperspectral images provide ample spectral information to identify and distinguish spectrally similar materials for more accurate and detailed information extraction. Wide range of advanced classification techniques are available based on spectral information and spatial inform...
متن کاملAn Unsupervised Classification Method for Hyperspectral Remote Sensing Image Based on Spectral Data Mining
© 2012 Wen and Yang, licensee InTech. This is an open access chapter distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. An Unsupervised Classification Method for Hyperspectral Remote Sensing Image Based on ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Physics: Conference Series
سال: 2021
ISSN: 1742-6588,1742-6596
DOI: 10.1088/1742-6596/1744/4/042185