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Remote Sensing Letters, ISSN 2150-704X, 09/2019, Volume 10, Issue 9, pp. 844 - 853
In this paper, we have proposed a divide and select approach for dimension selection (DSCS) and classification of hyperspectral images (HSI). The DSCS... 
BAND SELECTION | IMAGING SCIENCE & PHOTOGRAPHIC TECHNOLOGY | REMOTE SENSING | Support vector machines | Discriminant analysis | Algorithms | Classification | Dimensions | Detection | Channels | Optimization | Target detection | Image classification | Hyperspectral imaging
Journal Article
Current Medical Imaging Reviews, ISSN 1573-4056, 08/2016, Volume 12, Issue 3, pp. 178 - 188
Journal Article
International Journal of Electrical and Computer Engineering, ISSN 2088-8708, 06/2014, Volume 4, Issue 3, pp. 411 - 421
The compression of hyperspectral images (HSIs) has recently become a very attractive issue for remote sensing applications because of their volumetric data. An... 
DWT | Tensor decomposition | Compression | Hyperspectral images | Compressing | Spectral bands | Data compression | Images | Image compression | Spectra | Optimization | Three dimensional
Journal Article
Proceedings of SPIE - The International Society for Optical Engineering, ISSN 0277-786X, 2015, Volume 9669
Conference Proceeding
Talanta, ISSN 0039-9140, 07/2019, Volume 199, pp. 270 - 276
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 01/2013, Volume 51, Issue 1, pp. 242 - 256
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2019, pp. 1 - 18
Hyperspectral images (HSIs) are typical high-dimensional and complex data. As such, the clustering of HSIs is a challenging task. Out of the motivation to find... 
sparse subspace clustering (SSC) | Hyperspectral image (HSI) | multi-objective optimization
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2019, pp. 1 - 13
Hyperspectral Image (HSI) visualization, which aims at displaying as much material information of original images as possible on a trichromatic monitor with... 
Color mapping | hyperspectral image (HSI) visualization | natural color display | multichannel pulse-coupled neural network (MPCNN)
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 10/2019, pp. 1 - 14
A key challenge in hyperspectral image (HSI) classification is how to effectively utilize the spectral and spatial information of limited labeled training... 
hyperspectral image (HSI) | spatial-spectral reconstruction | probability map | spatial information | Classification
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 01/2016, Volume 54, Issue 1, pp. 178 - 188
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 12/2019, Volume 57, Issue 12, pp. 9888 - 9899
Compressive sensing enables efficient acquisition of hyperspectral images (HSIs) by assuming high redundancy on natural scenes. Several reconstruction... 
hyperspectral image (HSI) | single pixel | low-rank (LR) | total variation (TV) | Classification | compressive sensing (CS)
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 01/2015, Volume 53, Issue 1, pp. 296 - 308
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2019, pp. 1 - 16
Hyperspectral image (HSI) consists of hundreds of continuous narrowbands with high spectral correlation, which would lead to the so-called Hughes phenomenon... 
deep neural networks (DNNs) | hyperspectral image (HSI) | Attention mechanism | spectral reconstruction | band selection (BS)
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 12/2015, Volume 53, Issue 12, pp. 6663 - 6674
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2019, pp. 1 - 12
In this article, we propose a convolutional neural network with mapping layers (MCNN) for hyperspectral image (HSI) classification. The proposed mapping layers... 
mapping layers | Convolutional neural network (CNN) | feature extraction | dimension reduction | hyperspectral image (HSI) classification
Journal Article
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