A fully automatic method for the reconstruction of spectral reflectance curves by using mixture density networks

Pattern Recognition Letters

Volumn 24, Issue 11, 2003, Pages 1691-1701

  Ribés, Alejandro ^a   Schmitt, Francis ^a  

^a TELECOM PARISTECH   (France)

Author keywords

Mixture density networks; Multispectral; Neural networks; Spectral reflectance reconstruction

Indexed keywords

GENETIC ALGORITHMS; LIGHT REFLECTION; OPTIMIZATION; SPECTRUM ANALYSIS;

MIXTURE DENSITY NETWORKS (MDN);

IMAGE PROCESSING;

ARTIFICIAL NEURAL NETWORK; IMAGE PROCESSING; MULTISPECTRAL IMAGE; SPECTRAL REFLECTANCE;

EID: 0037411220     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0167-8655(02)00325-2     Document Type: Article

References (16)

1. Arai, Y., Nakauchi, S., Usui, S., 1996. Color correction method based on the spectral reflectance estimation using a neural network. In: Proc. 4th Color Imaging Conf. Color Science, Systems, and Applications. Scottsdale, AZ, USA, pp. 5-9.
2. Bishop, C.M., 1994. Mixture Density Networks. Neural Computing Research Croup Report NCRG/4288. Aston University, United Kingdom.
3. Burns, P.D., Berns, R.S., 1996. Analysis multispectral image capture. In: Proc. 4th Color Imaging Conf. Color Science, Systems, and Applications. Scottsdale, AZ, USA, pp. 19-22.
4. Farrell, J.E., Cupitt, J., Saunders, D., Wandell, B.A., 1999. Estimating spectral reflectances of digital images of art. In: Proc. Internat. Symposium on Multispectral Imaging and Color Reproduction for Digital Archives. Chiba, Japan, pp. 58-64.
5. Golberg, D.E., 1989. Algorithms in Search, Optimisation, and Machine Learning. Addison-Wiley.
6. Hardeberg, J.Y., Schmitt, F., Brettel, H., Crettez, J., Maître, H., 1999. Multispectral image acquisition and simulation of illuminant changes. In: MacDonald, L.W., Luo, M.R. (Eds.), Color Imaging. Vision and Technology. Wiley, pp. 145-164.
7. Haneishi, H., Hasegawa, T., Tsumura, N., Miyake, Y., 1997. Design of color filters for recording art works. In: Proc. IS & T 50th Annual Conf., Cambridge, MA, USA, pp. 369-372.
8. Herzog, P.G., Knipp, D., Stiebig, H., König F., 1999. Characterization of novel three and six channel color moiré free sensors. In: Proc. SPIE, Color Imaging: Device Independent Color, Color Hardcopy, and Graphic Arts IV. San Jose, CA, USA, pp. 48-59.
9. Imai, F.H., Berns, R.S., 1999. Spectral estimation using trichromatic digital cameras. In: Proc. Internat. Symposium on Multispectral Imaging and Color Reproduction for Digital Archives. Chiba, Japan, pp. 42-49.
10. König, F., Praefcke, W., 1999. A multispectral scanner. In: MacDonald, L.W., Luo, M.R. (Eds.), Color Imaging. Vision and Technology. Wiley, pp. 129-144.
11. Kotera, H., Motomura, H., Fumoto, T., 1999. Recovery of fundamental spectrum from color signals. In: Proc. IS&T and SID Fourth Color Imaging Conference, Scottsdale, AZ, pp. 141-144.
12. Maître, H., Schmitt, F., Crettez, J., Wu, Y., Hardeberg, J.Y., 1996. Spectrophotometric image analysis of fine art paintings. In: Proc. IS & T and SID 4th Color Imaging Conf. Scottsdale, AZ, USA, pp. 50-53.
13. Ribés, A., Schmitt, F., 2002. Reconstructing spectral reflectances with mixture density networks. In: Proc. First European Conf. on Colour in Graphics, Imaging and Vision. Poitiers, France, pp. 486-491.
14. Ribés, A., Schmitt, F., Brettel, H., 2001 Reconstructing spectral reflectances of oil pigments with neural networks. In: Proc. 3rd Internat. Conf. on Multispectral Color Science. Joensuu, Finland, pp. 9-12.
15. Sato, T., Nakano, Y., Iga, T., Nakauchi, S., Usui, S., 1999. Color reproduction based on low dimensional spectral reflectance using the principal component analysis. In: Proc. Internat. Symposium on Multispectral Imaging and Color Reproduction for Digital Archives. Chiba, Japan, pp. 185-188.
16. Tominaga, S., 1999. Color coordinate conversion via neural networks. In: MacDonald, L.W., Luo, M.R. (Eds.), Color Imaging. Vision and Technology. Wiley, pp. 165-178.