Graph Neural Network for Feature Extraction and Classification of Hyperspectral Remote Sensing Images / / by Yao Ding, Zhili Zhang, Haojie Hu, Fang He, Shuli Cheng, Yijun Zhang
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| Autore: |
Ding Yao
|
| Titolo: |
Graph Neural Network for Feature Extraction and Classification of Hyperspectral Remote Sensing Images / / by Yao Ding, Zhili Zhang, Haojie Hu, Fang He, Shuli Cheng, Yijun Zhang
|
| Pubblicazione: | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2024 |
| Edizione: | 1st ed. 2024. |
| Descrizione fisica: | 1 online resource (189 pages) |
| Disciplina: | 621.382 |
| Soggetto topico: | Image processing |
| Neural networks (Computer science) | |
| Machine learning | |
| Image Processing | |
| Mathematical Models of Cognitive Processes and Neural Networks | |
| Machine Learning | |
| Altri autori: |
ZhangZhili
HuHaojie
HeFang
ChengShuli
ZhangYijun
|
| Nota di contenuto: | Introduction -- Graph sample and aggregate-attention network for hyperspectral image classification -- Multi-feature fusion: Graph neural network and CNN combining for hyperspectral image classification -- Pixel and hyperpixel level feature combining for hyperspectral image classification -- Global dynamic graph optimization for hyperspectral image classification -- Exploring relationship between transformer and graph convolution for hyperspectral image classification. |
| Sommario/riassunto: | This book deals with hyperspectral image classification using graph neural network methods, focusing on classification model designing, graph information dissemination, and graph construction. In the book, various graph neural network based classifiers have been proposed for hyperspectral image classification to improve the classification accuracy. This book has promoted the application of graph neural network in hyperspectral image classification, providing reference for remote sensing image processing. It will be a useful reference for researchers in remote sensing image processing and image neural network design. |
| Titolo autorizzato: | Graph Neural Network for Feature Extraction and Classification of Hyperspectral Remote Sensing Images |
| ISBN: | 9789819780099 |
| 9819780098 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910910493103321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
Intelligent Perception and Information Processing, . 3059-3816