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Optimizing feature extraction in image analysis using experimented designs, a case study evaluating texture algorithms for describing appearance retention in carpets

Sergio Alejandro Orjuela Vargas UGent, Rolando Augusto Quiñones Lara, Benhur Ortiz Jaramillo UGent, Filip Rooms UGent, Robain De Keyser UGent and Wilfried Philips UGent (2011) Proceedings of SPIE, the International Society for Optical Engineering. 8136.
abstract
When performing image analysis, one of the most critical steps is the selection of appropriate techniques. A huge amount of features can be extracted from several techniques and the selection is commonly performed based on expert knowledge. In this paper we present the theory of experimental designs as a tool for an objective selection of techniques in image analysis domain. We present a study case for evaluating appearance retention in textile floor coverings using texture features. The use of experimental design theory permitted to select an optimal set of techniques for describing the texture changes due to degradation.
Please use this url to cite or link to this publication:
author
organization
year
type
conference (proceedingsPaper)
publication status
published
subject
keyword
STATISTICAL EVALUATION, texture analysis, image analysis, Experimental designs
in
Proceedings of SPIE, the International Society for Optical Engineering
Proc. SPIE Int. Soc. Opt. Eng.
editor
MS Schmalz, GX Ritter, J Barrera and JT Astola
volume
8136
issue title
Mathematics of data/image pattern coding, compression, and encryption with applications XIV
article number
81360F
pages
15 pages
publisher
SPIE, the International Society for Optical Engineering
place of publication
Bellingham, WA, USA
conference name
Conference on Mathematics of Data/Image Pattern Coding, Compression, and Encryption with Applications XIII
conference location
San Diego, CA, USA
conference start
2011-08-21
conference end
2011-08-24
Web of Science type
Proceedings Paper
Web of Science id
000297584000015
ISSN
0277-786X
ISBN
9780819487469
DOI
10.1117/12.893102
language
English
UGent publication?
yes
classification
P1
copyright statement
I have transferred the copyright for this publication to the publisher
id
1865813
handle
http://hdl.handle.net/1854/LU-1865813
date created
2011-08-03 13:33:24
date last changed
2017-03-09 12:11:12
@inproceedings{1865813,
  abstract     = {When performing image analysis, one of the most critical steps is the selection of appropriate techniques. A huge amount of features can be extracted from several techniques and the selection is commonly performed based on expert knowledge. In this paper we present the theory of experimental designs as a tool for an objective selection of techniques in image analysis domain. We present a study case for evaluating appearance retention in textile floor coverings using texture features. The use of experimental design theory permitted to select an optimal set of techniques for describing the texture changes due to degradation.},
  articleno    = {81360F},
  author       = {Orjuela Vargas, Sergio Alejandro and Qui{\~n}ones Lara, Rolando Augusto and Ortiz Jaramillo, Benhur and Rooms, Filip and De Keyser, Robain and Philips, Wilfried},
  booktitle    = {Proceedings of SPIE, the International Society for Optical Engineering},
  editor       = {Schmalz, MS and Ritter, GX and Barrera, J and Astola, JT},
  isbn         = {9780819487469},
  issn         = {0277-786X},
  keyword      = {STATISTICAL EVALUATION,texture analysis,image analysis,Experimental designs},
  language     = {eng},
  location     = {San Diego, CA, USA},
  pages        = {15},
  publisher    = {SPIE, the International Society for Optical Engineering},
  title        = {Optimizing feature extraction in image analysis using experimented designs, a case study evaluating texture algorithms for describing appearance retention in carpets},
  url          = {http://dx.doi.org/10.1117/12.893102},
  volume       = {8136},
  year         = {2011},
}

Chicago
Orjuela Vargas, Sergio Alejandro, Rolando Augusto Quiñones Lara, Benhur Ortiz Jaramillo, Filip Rooms, Robain De Keyser, and Wilfried Philips. 2011. “Optimizing Feature Extraction in Image Analysis Using Experimented Designs, a Case Study Evaluating Texture Algorithms for Describing Appearance Retention in Carpets.” In Proceedings of SPIE, the International Society for Optical Engineering, ed. MS Schmalz, GX Ritter, J Barrera, and JT Astola. Vol. 8136. Bellingham, WA, USA: SPIE, the International Society for Optical Engineering.
APA
Orjuela Vargas, S. A., Quiñones Lara, R. A., Ortiz Jaramillo, B., Rooms, F., De Keyser, R., & Philips, W. (2011). Optimizing feature extraction in image analysis using experimented designs, a case study evaluating texture algorithms for describing appearance retention in carpets. In M. Schmalz, G. Ritter, J. Barrera, & J. Astola (Eds.), Proceedings of SPIE, the International Society for Optical Engineering (Vol. 8136). Presented at the Conference on Mathematics of Data/Image Pattern Coding, Compression, and Encryption with Applications XIII, Bellingham, WA, USA: SPIE, the International Society for Optical Engineering.
Vancouver
1.
Orjuela Vargas SA, Quiñones Lara RA, Ortiz Jaramillo B, Rooms F, De Keyser R, Philips W. Optimizing feature extraction in image analysis using experimented designs, a case study evaluating texture algorithms for describing appearance retention in carpets. In: Schmalz M, Ritter G, Barrera J, Astola J, editors. Proceedings of SPIE, the International Society for Optical Engineering. Bellingham, WA, USA: SPIE, the International Society for Optical Engineering; 2011.
MLA
Orjuela Vargas, Sergio Alejandro, Rolando Augusto Quiñones Lara, Benhur Ortiz Jaramillo, et al. “Optimizing Feature Extraction in Image Analysis Using Experimented Designs, a Case Study Evaluating Texture Algorithms for Describing Appearance Retention in Carpets.” Proceedings of SPIE, the International Society for Optical Engineering. Ed. MS Schmalz et al. Vol. 8136. Bellingham, WA, USA: SPIE, the International Society for Optical Engineering, 2011. Print.