Browsing by Subject "Hyperspectral image classification"

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Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification

Zhu, Kaiqiang; Chen, Yushi; Ghamisi, Pedram; Jia, Xiuping; Benediktsson, Jon Atli (MDPI AG, 2019-01-22)

Capsule networks can be considered to be the next era of deep learning and have recently shown their advantages in supervised classification. Instead of using scalar values to represent features, the capsule networks use vectors to represent features, ...
Spectral-Spatial Hyperspectral Image Classification Using Subspace-Based Support Vector Machines and Adaptive Markov Random Fields

Benediktsson, Jon Atli; Yu, Haoyang; Gao, Lianru; Li, Jun; LI, Shan Shan; Zhang, Bing (Multidisciplinary Digital Publishing Institute, 2016)

This paper introduces a new supervised classification method for hyperspectral images that combines spectral and spatial information. A support vector machine (SVM) classifier, integrated with a subspace projection method to address the problems of ...

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