Spectral-Spatial Classification of Hyperspectral Images: Three Tricks and a New Learning Setting

Jacopo Acquarelli; Elena Marchiori; Lutgarde M. C. Buydens; null Thanh Tran; Twan van Laarhoven

doi:10.3390/rs10071156

Spectral-Spatial Classification of Hyperspectral Images: Three Tricks and a New Learning Setting

Jacopo Acquarelli^*, Elena Marchiori, Lutgarde M. C. Buydens, Thanh Tran, Twan van Laarhoven

^*Corresponding author for this work

Research Program Learning and Innovation in Resilient systems (LIRS)

Research output: Contribution to journal › Article › Academic › peer-review

23 Citations (Web of Science)

Original language	English
Article number	1156
Number of pages	19
Journal	Remote Sensing
Volume	10
Issue number	7
DOIs	https://doi.org/10.3390/rs10071156
Publication status	Published - Jul 2018

Keywords

hyperspectral images
convolutional neural networks
data augmentation
learning setting
CONVOLUTIONAL NEURAL-NETWORKS
SCENE CLASSIFICATION
ATTRIBUTE PROFILES
FEATURE-EXTRACTION
REPRESENTATION
SEGMENTATION

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10.3390/rs10071156Licence: CC BY

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@article{045ce798cfc545fcbf9465c4313d0c94,

title = "Spectral-Spatial Classification of Hyperspectral Images: Three Tricks and a New Learning Setting",

keywords = "hyperspectral images, convolutional neural networks, data augmentation, learning setting, CONVOLUTIONAL NEURAL-NETWORKS, SCENE CLASSIFICATION, ATTRIBUTE PROFILES, FEATURE-EXTRACTION, REPRESENTATION, SEGMENTATION",

author = "Jacopo Acquarelli and Elena Marchiori and Buydens, {Lutgarde M. C.} and {Thanh Tran} and {van Laarhoven}, Twan",

year = "2018",

month = jul,

doi = "10.3390/rs10071156",

language = "English",

volume = "10",

journal = "Remote Sensing",

issn = "2072-4292",

publisher = "MDPI",

number = "7",

}

TY - JOUR

T1 - Spectral-Spatial Classification of Hyperspectral Images

T2 - Three Tricks and a New Learning Setting

AU - Acquarelli, Jacopo

AU - Marchiori, Elena

AU - Buydens, Lutgarde M. C.

AU - Thanh Tran, null

AU - van Laarhoven, Twan

PY - 2018/7

Y1 - 2018/7

KW - hyperspectral images

KW - convolutional neural networks

KW - data augmentation

KW - learning setting

KW - CONVOLUTIONAL NEURAL-NETWORKS

KW - SCENE CLASSIFICATION

KW - ATTRIBUTE PROFILES

KW - FEATURE-EXTRACTION

KW - REPRESENTATION

KW - SEGMENTATION

U2 - 10.3390/rs10071156

DO - 10.3390/rs10071156

M3 - Article

SN - 2072-4292

VL - 10

JO - Remote Sensing

JF - Remote Sensing

IS - 7

M1 - 1156

ER -

Spectral-Spatial Classification of Hyperspectral Images: Three Tricks and a New Learning Setting

Keywords

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