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EVALUATION OF COLOUR SCHEMES USABILITY 
of the Atlas of Phenological Conditions in Czechia 
This presentation is co-financed by the 
European Social Fund and the state 
budget of the Czech Republic. 
Alžběta BRYCHTOVÁ
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
Today… 
a brief introduction of my PhD research 
summary of the most important experimental findings 
evaluation of sequential colour schemes of the Atlas of 
Phenological Conditions in Czechia
Colour and Colour Distance in Cartography 
Colour on maps 
improves the aesthetics of maps 
colour hue and value - 2 of 6 Bertin‘s visual variables 
Colour distance 
metric, that allows to quantify perceived difference between 
two colors (CIE, 2012) 
how different levels of colour distance influence maps‘ 
readability? 
what is the optimal colour distance on colour schemes? 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Background 
Measurement of colour distance: 
216 web-safe colours in RGB model and transformed to CIELAB color space 
my decision: CIEDE2000 formula (ΔE00) 
more reliable than other formulas when applied to very small colour 
differences as well as very large (Carter and Huertas, 2009) 
regarded as the best uniform colour-difference model (Yang et al., 2012) 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Experimental Findings 
based on results of experimental studies several findings about 
colour distance on sequential colour schemes were found 
methods 
online questionnaires 
eye-tracking experiments 
measured metrics 
accuracy 
response time 
eye-tracking metrics 
AOI analyses 
conditions 
shades of green and red 
6-classes colour schemes 
equal and unequal colour 
distance steps 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#1 
larger colour distance between classes is better, than smaller
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#2 
The minimal optimal value of colour distance between 
classes is ΔE00 = 4
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#3 
Equal colour distance steps between classes causes lower 
readability of ‘middle’ classes of the colour schemes
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#4 
‘Middle’ classes should be differentiated more, than 
‘edge’ (min and max) classes
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#5 
Distinguishing the same colour distance is harder when there 
is a larger spatial distance between compared areas 
< 1.5° 2.5 - 3.0° 6.0 - 7.5°
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#6 
The map reading task should be taken in the account 
while comparing values of two areas the user demands on colour distance 
are smaller, than when determining the exact value of area by matching it 
with the legend 
vs.
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#6 
The map reading task should be taken in the account 
while comparing values of two areas the user demands on colour distance 
are smaller, than when determining the exact value of area by matching it 
with the legend
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… 
#7 
even though the sensitivity of human eye varies across 
the visible spectrum the leading hue of the colour 
scheme should not influence the readability of map if the 
colour distance pattern is preserved.
Atlas of the Phenological Conditions in Czechia 
8 colour schemes with 6 classes 
eye-tracking experiment 
8 stimuli (phenophase maps) 
task: match the depicted area 
with the legend category 
38 participants 
experimental design and analyses 
by A. Vávra and S. Popelka 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Evaluation of Colour Schemes 
How colour schemes of the Atlas match with my experimental findings? 
(theoretical) colour distance between neighbouring categories 
CMYK  sRGB primaries  CIELAB  CIEDE2000 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Evaluation of Colour Schemes 
#2: All measured colour distances between classes are larger 
or equal to the minimal optimal distance ΔE00 = 4. 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Evaluation of Colour Schemes 
#3: equal colour distance steps between classes cause lower 
readability, however colour distances between some classes 
do not vary enough 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Evaluation of Colour Schemes 
#4: Towards the centre of most of colour schemes colour distances 
decreases. This is especially apparent in the case of pink, orange, green 
and purple colour schemes. 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Evaluation of Colour Schemes 
Measured accuracy of answers 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Conclusion 
pink, green, purple (and orange) schemes seem to be 
sub-optimal (less than 60% (and 80%) accuracy) 
but… 
for more precise results further in-depth investigation is 
necessary 
…size and spatial distribution of areas, physiological and 
mental aspects of the map user, simultaneous contrast 
were not taken into the account 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
Thank you for your attention… 
14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…

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Brychtova - Evaluation of colour schemes usability in Atlas of the Phenological Conditions in Czechia

  • 1. EVALUATION OF COLOUR SCHEMES USABILITY of the Atlas of Phenological Conditions in Czechia This presentation is co-financed by the European Social Fund and the state budget of the Czech Republic. Alžběta BRYCHTOVÁ
  • 2. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… Today… a brief introduction of my PhD research summary of the most important experimental findings evaluation of sequential colour schemes of the Atlas of Phenological Conditions in Czechia
  • 3. Colour and Colour Distance in Cartography Colour on maps improves the aesthetics of maps colour hue and value - 2 of 6 Bertin‘s visual variables Colour distance metric, that allows to quantify perceived difference between two colors (CIE, 2012) how different levels of colour distance influence maps‘ readability? what is the optimal colour distance on colour schemes? 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 4. Background Measurement of colour distance: 216 web-safe colours in RGB model and transformed to CIELAB color space my decision: CIEDE2000 formula (ΔE00) more reliable than other formulas when applied to very small colour differences as well as very large (Carter and Huertas, 2009) regarded as the best uniform colour-difference model (Yang et al., 2012) 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 5. Experimental Findings based on results of experimental studies several findings about colour distance on sequential colour schemes were found methods online questionnaires eye-tracking experiments measured metrics accuracy response time eye-tracking metrics AOI analyses conditions shades of green and red 6-classes colour schemes equal and unequal colour distance steps 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 6. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #1 larger colour distance between classes is better, than smaller
  • 7. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #2 The minimal optimal value of colour distance between classes is ΔE00 = 4
  • 8. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #3 Equal colour distance steps between classes causes lower readability of ‘middle’ classes of the colour schemes
  • 9. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #4 ‘Middle’ classes should be differentiated more, than ‘edge’ (min and max) classes
  • 10. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 11. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #5 Distinguishing the same colour distance is harder when there is a larger spatial distance between compared areas < 1.5° 2.5 - 3.0° 6.0 - 7.5°
  • 12. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #6 The map reading task should be taken in the account while comparing values of two areas the user demands on colour distance are smaller, than when determining the exact value of area by matching it with the legend vs.
  • 13. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #6 The map reading task should be taken in the account while comparing values of two areas the user demands on colour distance are smaller, than when determining the exact value of area by matching it with the legend
  • 14. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability… #7 even though the sensitivity of human eye varies across the visible spectrum the leading hue of the colour scheme should not influence the readability of map if the colour distance pattern is preserved.
  • 15. Atlas of the Phenological Conditions in Czechia 8 colour schemes with 6 classes eye-tracking experiment 8 stimuli (phenophase maps) task: match the depicted area with the legend category 38 participants experimental design and analyses by A. Vávra and S. Popelka 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 16. Evaluation of Colour Schemes How colour schemes of the Atlas match with my experimental findings? (theoretical) colour distance between neighbouring categories CMYK  sRGB primaries  CIELAB  CIEDE2000 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 17. Evaluation of Colour Schemes #2: All measured colour distances between classes are larger or equal to the minimal optimal distance ΔE00 = 4. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 18. Evaluation of Colour Schemes #3: equal colour distance steps between classes cause lower readability, however colour distances between some classes do not vary enough 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 19. Evaluation of Colour Schemes #4: Towards the centre of most of colour schemes colour distances decreases. This is especially apparent in the case of pink, orange, green and purple colour schemes. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 20. Evaluation of Colour Schemes Measured accuracy of answers 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 21. 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 22. Conclusion pink, green, purple (and orange) schemes seem to be sub-optimal (less than 60% (and 80%) accuracy) but… for more precise results further in-depth investigation is necessary …size and spatial distribution of areas, physiological and mental aspects of the map user, simultaneous contrast were not taken into the account 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…
  • 23. Thank you for your attention… 14th October 2014 | Olomouc | 3rd InDOG Doctoral Conference Evaluation of colour schemes usability…