Fusion algorithm for poultry skin tumor detection using hyperspectral data

Applied Optics

Volumn 46, Issue 3, 2007, Pages 357-364

  Nakariyakul, Songyot ^a   Casasent, David ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA REDUCTION; FEATURE EXTRACTION; MEDICAL COMPUTING; TUMORS;

REFLECTANCE DATA; SIZE AND SHAPE; SPECTRAL FEATURES; SPECTRAL RESPONSES;

BIOMEDICAL ENGINEERING;

ALGORITHM; ANIMAL; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CHICKEN; COMPUTER ASSISTED DIAGNOSIS; COMPUTER PROGRAM; IMAGE PROCESSING; OPTICS; PATHOLOGY; SKIN; SKIN TUMOR;

ALGORITHMS; ANIMALS; ARTIFICIAL INTELLIGENCE; CHICKENS; DIAGNOSIS, COMPUTER-ASSISTED; IMAGE INTERPRETATION, COMPUTER-ASSISTED; IMAGE PROCESSING, COMPUTER-ASSISTED; OPTICS; PATTERN RECOGNITION, AUTOMATED; SKIN; SKIN NEOPLASMS; SOFTWARE;

EID: 33847294160     PISSN: 1559128X     EISSN: 15394522     Source Type: Journal    
DOI: 10.1364/AO.46.000357     Document Type: Article

References (22)

1. B. Thai and G. Healey, "Invariant subpixel target identification in hyperspectral imagery," in Proc. SPIE 3717, 14-24 (1999).
2. D. Casasent and X.-W. Chen, "Feature reduction and morphological processing for hyperspectral image data," Appl. Opt. 43, 227-236 (2004).
3. J. Goutsias and A. Banerji, "A morphological approach to automatic mine detection problems," IEEE Trans. Aerosp. Electron. Syst. 34, 1085-1096 (1998).
4. M. J. Muasher and D. A. Landgrebe, "The K-L expansion as an effective feature ordering techniques for limited training sample size," IEEE Trans. Geosci. Remote Sens. GE-21, 438-441 (1983).
5. T. Pearson, "Spectral properties and effect of drying temperature on almonds with conceal damage," Lebensm.-Wiss. Technol. 32, 67-72 (1999).
6. F. Dowell, M. Ram, and L. Seitz, "Predicting scab, vomitoxin, and ergosterol in single wheat kernels using near-infrared spectroscopy," Cereal Chem. 76, 573-576 (1999).
7. T. C. Pearson, D. T. Wicklow, E. B. Maghirang, F. Xie, and F. E. Dowell, "Detecting aflatoxin in single corn kernels by transmittance and reflectance spectroscopy," Trans. ASAE 44, 1247-1254 (2001).
8. F. Dowell, T. Pearson, E. Maghirang, F. Xie, and D. Wicklow, "Reflectance and transmittance spectroscopy applied to detecting fumonisin in single corn kernels infected with Fusarium verticillioides," Cereal Chem. 79, 222-226 (2002).
9. B. Park, K. C. Lawrence, W. R. Windham, and R. J. Buhr, "Hyperspectral imaging for detecting fecal and ingesta contaminants on poultry carcasses," Trans. ASAE 45, 2017-2026 (2002).
10. K. Chao, P. M. Mehl, and Y. R. Chen, "Use of hyper- and multi-spectral imaging for detection of chicken skin tumors," Appl. Eng. Agric. 18, 113-119 (2002).
11. W. R. Windham, K. C. Lawrence, B. Park, and R. J. Buhr, "Visible/NIR spectroscopy for characterizing fecal contamination of chicken carcasses," Trans. ASAE 46, 747-751 (2003).
12. D. Casasent and X.-W. Chen, "Waveband selection for hyperspectral data: optimal feature selection," in Proc. SPIE 5106, 259-270 (2003).
13. I. Kim, M. Kim, Y.-R. Chen, and S. Kong, "Detection of skin tumors on chicken carcasses using hyperspectral fluorescence imaging," Trans. ASAE 47, 1785-1792 (2004).
14. S. Kong, Y.-R. Chen, I. Kim, and M. Kim, "Analysis of hyperspectral fluorescence images for poultry skin tumor inspection," Appl. Opt. 43, 824-833 (2004).
15. A. Jain, R. Ruin, and J. Mao, "Statistical pattern recognition: a review," IEEE Trans. Pattern Anal. Mach. Intell. 22, 4-37 (2000).
16. M. S. Kim, Y. R. Chen, and P. M. Mehl, "Hyperspectral reflectance and fluorescence imaging system for food quality and safety," Trans. ASAE 44, 721-729 (2001).
17. B. W. Calnek, H. John Barnes, C. W. Beard, W. M. Reid, and H. W. Yoder, Diseases of Poultry, 9th ed. (Iowa State U., 1991), Chap. 16, pp. 386-484.
18. P. Narendra and K. Fukunaga, "A branch and bound algorithm for feature subset selection," IEEE Trans. Comput. 26, 917-922 (1977).
19. K. Fukunaga, Introduction to Statistical Pattern Recognition, 2nd ed. (Academic, 1992).
20. G. Furnival and R. Wilson, "Regression by leaps and bounds," Technometrics 16, 499-511 (1974).
21. D. Ballard and C. Brown, Computer Vision (Prentice-Hall, 1982), p. 151.
22. J. Vila, J. Calpe, F. Pla, L. Gomes, J. Connell, J. Marchant, J. Calleja, M. Mulqueen, J. Munoz, and A. Klaren, "SmartSpectra: applying multispectral imaging to industrial environments," Real-Time Imag. 11, 85-98 (2005).