Abstract
This paper contributes in colour classification under dynamically changing illumination, extending further the capabilities of our previous works on Fuzzy Colour Contrast Fusion (FCCF), FCCF-Heuristic Assisted Genetic Algorithm (HAGA) for automatic colour classifier calibration and Variable Colour Depth (VCD). All the aforementioned algorithms were proven to accurately in real-time with a pie-slice technique. However, the pie-slice classifier is the accuracy-limiting factor in these systems. Although it is possible to address this problem by using a more complex shape for specifying the colour decision region, this would only increase the chances of overfitting. We propose a hybrid colour classification system that automatically searches for the best colour space for classifying any target colour. Moreover, this paper also investigates the general selection of training sets to get a better understanding of the generalisation capability of FCCF-HAGA. The experiments used a professional Munsell ColorChecker Chart with extreme illumination conditions where the colour channels start hitting their dynamic range limits.
| Original language | English |
|---|---|
| Title of host publication | Neural Information Processing. Models and Applications - 17th International Conference, ICONIP 2010, Proceedings |
| Editors | Kok Wai Wong, B. Sumudu Mendis, Abdesselam Bouzerdoum |
| Publisher | Springer |
| Pages | 291-299 |
| Number of pages | 9 |
| Volume | PART 2 |
| ISBN (Print) | 3642175333, 9783642175336 |
| DOIs | |
| Publication status | Published - 2010 |
| Externally published | Yes |
| Event | 17th International Conference on Neural Information Processing, ICONIP 2010 - Sydney, NSW, Australia Duration: 22 Nov 2010 → 25 Nov 2010 Conference number: 17th |
Publication series
| Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
|---|---|
| Number | PART 2 |
| Volume | 6444 LNCS |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 17th International Conference on Neural Information Processing, ICONIP 2010 |
|---|---|
| Abbreviated title | ICONIP 2010 |
| Country/Territory | Australia |
| City | Sydney, NSW |
| Period | 22/11/10 → 25/11/10 |
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