Effects of compression on classification performance and discriminant information preservation in remotely sensed data

Chulhee Lee, Sungwook Youn, Jeoung Yeol Baek, Joan Serra Sagristà

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Abstract

A number of compression methods have been used to compress hyperspectral images. However, these methods may fail to retain all the discriminant characteristics of hyperspectral images since some discriminant features may not be high in signal energy. Also, it has been reported that compression may improve classification performance in some cases. In this paper, we investigate these problems, and analyze potential discriminant information loss and classification performance improvement. We perform some experiments using various compression methods. We examine this phenomenon and its implication.

Original languageEnglish
Title of host publicationSatellite Data Compression, Communications, and Processing XI
EditorsYunsong Li, Chein-I Chang, Bormin Huang, Qian Du, Chulhee Lee
PublisherSPIE
ISBN (Electronic)9781628416176
DOIs
Publication statusPublished - 2015 Jan 1
EventSatellite Data Compression, Communications, and Processing XI - Baltimore, United States
Duration: 2015 Apr 232015 Apr 24

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume9501
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Other

OtherSatellite Data Compression, Communications, and Processing XI
CountryUnited States
CityBaltimore
Period15/4/2315/4/24

Fingerprint

Discriminant
Preservation
Hyperspectral Image
Compression
Information Loss
Experiments
Energy
Experiment
energy

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Cite this

Lee, C., Youn, S., Baek, J. Y., & Serra Sagristà, J. (2015). Effects of compression on classification performance and discriminant information preservation in remotely sensed data. In Y. Li, C-I. Chang, B. Huang, Q. Du, & C. Lee (Eds.), Satellite Data Compression, Communications, and Processing XI [950103] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 9501). SPIE. https://doi.org/10.1117/12.2180223
Lee, Chulhee ; Youn, Sungwook ; Baek, Jeoung Yeol ; Serra Sagristà, Joan. / Effects of compression on classification performance and discriminant information preservation in remotely sensed data. Satellite Data Compression, Communications, and Processing XI. editor / Yunsong Li ; Chein-I Chang ; Bormin Huang ; Qian Du ; Chulhee Lee. SPIE, 2015. (Proceedings of SPIE - The International Society for Optical Engineering).
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Lee, C, Youn, S, Baek, JY & Serra Sagristà, J 2015, Effects of compression on classification performance and discriminant information preservation in remotely sensed data. in Y Li, C-I Chang, B Huang, Q Du & C Lee (eds), Satellite Data Compression, Communications, and Processing XI., 950103, Proceedings of SPIE - The International Society for Optical Engineering, vol. 9501, SPIE, Satellite Data Compression, Communications, and Processing XI, Baltimore, United States, 15/4/23. https://doi.org/10.1117/12.2180223

Effects of compression on classification performance and discriminant information preservation in remotely sensed data. / Lee, Chulhee; Youn, Sungwook; Baek, Jeoung Yeol; Serra Sagristà, Joan.

Satellite Data Compression, Communications, and Processing XI. ed. / Yunsong Li; Chein-I Chang; Bormin Huang; Qian Du; Chulhee Lee. SPIE, 2015. 950103 (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 9501).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Lee C, Youn S, Baek JY, Serra Sagristà J. Effects of compression on classification performance and discriminant information preservation in remotely sensed data. In Li Y, Chang C-I, Huang B, Du Q, Lee C, editors, Satellite Data Compression, Communications, and Processing XI. SPIE. 2015. 950103. (Proceedings of SPIE - The International Society for Optical Engineering). https://doi.org/10.1117/12.2180223