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 output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Article number1156
Number of pages19
JournalRemote Sensing
Volume10
Issue number7
DOIs
Publication statusPublished - Jul 2018

Keywords

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

Cite this

Acquarelli, Jacopo ; Marchiori, Elena ; Buydens, Lutgarde M. C. ; Thanh Tran, ; van Laarhoven, Twan. / Spectral-Spatial Classification of Hyperspectral Images : Three Tricks and a New Learning Setting. In: Remote Sensing. 2018 ; Vol. 10, No. 7.
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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 = "7",
doi = "10.3390/rs10071156",
language = "English",
volume = "10",
journal = "Remote Sensing",
issn = "2072-4292",
publisher = "MDPI",
number = "7",

}

Spectral-Spatial Classification of Hyperspectral Images : Three Tricks and a New Learning Setting. / Acquarelli, Jacopo; Marchiori, Elena; Buydens, Lutgarde M. C.; Thanh Tran, ; van Laarhoven, Twan.

In: Remote Sensing, Vol. 10, No. 7, 1156, 07.2018.

Research output: Contribution to journalArticleAcademicpeer-review

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

VL - 10

JO - Remote Sensing

JF - Remote Sensing

SN - 2072-4292

IS - 7

M1 - 1156

ER -