hal-03132308
https://upf.hal.science/hal-03132308
https://upf.hal.science/hal-03132308/document
https://upf.hal.science/hal-03132308/file/Loesdau%2C%20Chabrier%2C%20Gabillon%20-%202017%20-%20Chromatic%20Indices%20in%20the%20Normalized%20rgb%20Color%20S.pdf
doi:10.1109/DICTA.2017.8227415
[UNIV-POLYNESIE] Université de la Polynésie française
[UPF] Université de la Polynésie française
Chromatic Indices in the Normalized rgb Color Space
Loesdau, Martin
Chabrier, Sébastien
Gabillon, Alban
[INFO] Computer Science [cs]
COMM
color space theory
normalized rgb color space
chromatic indices
color object classification
color feature vectors
In typical applications, chromatic indices are calculated as linear combinations of the normalized r-, g-and bchannels and used as features for a later classification based on chromatic appearance. But the variety of indices used in the literature is very limited. Furthermore is the choice of which index to use justified either empirically, based on false mathematical assumptions or not justified at all. The reason for the lack of mathematical justification is that so far no formal definition of chromatic indices existed. Such a definition is provided in this paper. An experimental classification with 180 different index combinations shows that the index choice has a significant impact on the classification. The results stand in sharp contrast to the very limited variety of indices used in the literature. The results imply the need for deterministic methods to estimate ideal indices for a given application, for which we hope the provided formalization might be useful.
2017-11-29
2021-02-05
en
IEEE
2017 International Conference on Digital Image Computing: Techniques and Applications (DICTA)
Sydney, Australia