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Individual Differences in Colour Vision

133

 

 

If one wants to express the values of the responses of the cones to a stimulus expressed in terms of its tristimulus values, one has the following expression:

 

L

k

 

 

 

cp

M

=

0

 

 

 

0

 

S

 

0 0

kcd0 0 kct

 

x

cp

 

 

 

ycp

 

 

 

 

zcp

x

 

x

1

 

X

 

 

cd

 

ct

 

 

 

ycd

yct

Y

(23)

zcd

 

 

 

 

 

zct

 

Z

 

where the coefficients k’cp , k’cd , k’ct are the inverses of the coefficients kcp , kcd , kct.

Once the coordinates of the points of confusion and the scaling factors have been chosen, the correspondence between the tristimulus values and the LMS values is established.

If the above equation is particularized to the case of an equal-energy spectrum, taking the

XYZ tristimulus values to be the CMFs xλ ,

yλ , zλ , one obtains:

 

 

 

S

 

(λ)

k

0

0

x

 

x

 

x

1

x(λ)

 

 

 

L

 

 

cp

 

 

 

cp

 

cd

 

ct

 

 

 

SM (λ)

=

0

0

 

ycp

ycd

yct

y(λ)

(24)

kcd

 

SS

 

 

0

0

kct

 

 

 

zcd

 

 

 

 

 

 

(λ)

 

 

zcp

zct

z(λ)

 

SL(λ), SM(λ), SS(λ) are the spectral sensitivities of the L, M, and S mechanisms, respectively. These values are the König-type fundamentals.

2. COMPARATIVE STUDY OF THE FUNDAMENTALS

Towards the end of the twentieth century, many authors derived their own cone fundamental response curves. In this section, we shall review the most important, trying to highlight the distinguishing particularities of each, and ending with a comparative study.

We shall begin chronologically in 1971, when Vos & Walraven [17] derived their fundamentals by equating the luminance Y to the sum of the output signals L, M, and S. I.e., the sum of the spectral sensitivities of the fundamentals is equal to the spectral sensitivity curve Vλ:

 

L

 

0.15516

0.54308

0.03702

X '

 

 

 

 

0.15516

0.45692

0.02969

 

 

 

M

=

Y '

 

 

 

 

0

0

0.00732

 

 

 

 

S

 

 

Z '

(25)

 

 

 

 

 

 

 

 

where X', Y', Z' are the tristimulus values obtained using the CMFs modified by Judd in 1951 [18].

134

M.I. Suero, P.J. Pardo, A.L. Pérez

 

 

Figure 1. Vos-Walraven fundamentals on a logarithmic scale.

In 1975, Smith & Pokorny [19] imposed the boundary condition Y = L + M on their fundamentals, i.e., Vλ = SL(λ) + SM(λ), leaving the S cone scaling condition open. The scaling condition related to the luminance implies that:

SL(570)-2SM(570)=0

(26)

From this condition, the Smith-Pokorny fundamentals are given by the following general expression:

 

L

 

0.15514

0.54312

0.03286

X '

 

 

 

 

0.15514

0.45684

0.03286

 

 

 

M

=

Y '

 

 

 

 

0

0

a33

 

 

 

 

S

 

 

Z'

(27)

 

 

 

 

 

 

 

 

The S cone scaling condition may be taken to obey different criteria, so that which choice is made has led to different fundamentals. For instance, in 1982, Wyszecki & Stiles [14] derived their own fundamentals taking those of Smith-Pokorny and applying the scaling condition:

SL(475.5)+SM(475.5)= 16 SS(475.5)

(28)

This scaling condition is not arbitrary. It is based on the invariant blue and yellow hues observed at 475.5 and 570 nm respectively by Walraven in 1961 [20]. Applying this condition yields the following fundamentals:

 

 

 

 

Individual Differences in Colour Vision

135

 

 

 

 

 

 

 

 

 

 

 

 

L

 

0.15514

0.54312

0.03286

X '

 

 

 

 

 

 

0.15514

0.45684

0.03286

 

 

 

 

 

M

=

Y '

 

 

 

 

 

 

0

0

0.00801

 

 

 

 

 

 

S

 

 

Z '

(29)

 

 

 

 

 

 

 

 

 

 

Figure 2. Wyszecki-Stiles fundamentals (1982).

Similarly, in 1979 MacLeod & Boynton [21] derived their fundamentals by applying the following S cone scaling condition:

SL(400)+SM(400)= SS(400)

(30)

resulting in the fundamentals

 

L

 

0.15514

0.54312

0.03286

X '

 

 

 

 

0.15514

0.45684

0.03286

 

 

 

M

=

Y '

 

 

 

 

0

0

0.01608

 

 

 

 

S

 

 

Z '

(31)

 

 

 

 

 

 

 

 

Analogously, the scaling condition could have been taken to be:

SL(498)+SM(498)= SS(498)

(32)

yielding the fundamentals associated with the Boynton space:

136

M.I. Suero, P.J. Pardo, A.L. Pérez

 

 

 

L

 

0.15514

0.54312

0.03286

X '

 

 

 

 

0.15514

0.45684

0.03286

 

 

 

M

=

Y '

 

 

 

 

0

0

1.0066

 

 

 

 

S

 

 

Z '

(33)

 

 

 

 

 

 

 

 

In 1990, Estevez, Vos & Walraven [22] derived their cone fundamentals from the colour matching functions of Stiles & Burch of 1955 [23], using the following expression:

SL

(λ)

0.3551190

1.21996

0.0720867

 

 

 

 

0.0680884

1.76564

0.144688

 

SM

(λ)

=

 

 

SS

 

 

0.00118981

0.0345747

1.55540

 

 

(λ)

 

 

r (λ) g(λ)

b (λ) (34)

These functions are given in normalized energy units according to the ratio L:M:S = 0.68:0.34:0.02.

Figure 3. The Estevez-Vos-Walraven fundamentals.

Similarly, in 1993 Stockman, MacLeod, & Johnson [24] developed their 2° cone fundamentals on the basis of the colour matching functions of Stiles & Burch of 1955 for fields of 2° [23]:

Individual Differences in Colour Vision

137

 

 

SL (λ)

0.214808

0.751035

0.045156

r (λ)

 

SM (λ)

=

0.022882

0.940534

0.076827

g(λ)

 

 

 

 

0

0.016500

0.999989

 

 

 

 

 

 

 

SS (λ)

 

b (λ)

(35)

 

 

 

 

 

 

 

 

 

Summing the functions SL(λ) and SM(λ) with respective weights of 0.68273 and 0.53235 gives a good approximation to the modified CIE spectral sensitivity curve VM(λ) [25]. The above expression was scaled so that, in energy units, the maximum spectral sensitivity of each cone is unity.

Figure 4. The Stockman-MacLeod-Johnson fundamentals.

Finally, in 2000 Stockman & Sharpe [26] derived their cone fundamentals on the basis of the colour matching functions of Stiles & Burch of 1955 for fields of 10° [23] adjusted to 2°.

The final expression for their fundamentals is the following:

SL (λ)

2.846201

11.092490

1 r (λ)

 

SM

(λ)

 

= 0.168926

8.265895

1 g(λ)

 

 

 

(λ)

 

 

0

0.010600

 

 

 

 

 

 

 

SS

 

 

1 b (λ)

 

(36)

 

 

 

 

 

 

 

 

 

 

This expression again was scaled so that the maximum spectral sensitivity of each cone is unity.

138

M.I. Suero, P.J. Pardo, A.L. Pérez

 

 

Figure 5. The Stockman-Sharpe fundamentals.

Figure 6. Comparison of rescaled L fundamental curves.

The diversity of fundamentals described above may give rise to doubt about which triad of fundamental curves is the most appropriate, and how to know which offers the greatest guarantee in a laboratory implementation. Doubt could also arise as to the population they are able to represent according to which population formed the subjects of the psychophysical experiments on which they were constructed. So as to allow a more reliable evaluation of the

Individual Differences in Colour Vision

139

 

 

goodness of the different fundamentals, each type of fundamental was compared separately, rescaling them so that they all have their maximum logarithm at zero.

Figure 6, for example, shows the L fundamentals proposed by the different authors, rescaled to all have their maxima at zero.

One appreciates a major degree of overlap among all the authors' fundamental response curves. Only for short wavelengths are there small variations.

Figure 7 shows the M fundamentals proposed by the different authors, re-scaled to all have their maxima at zero.

Figure 7. Comparison of the rescaled M fundamental curves.

Again one appreciates an almost total overlap among the fundamental response curves proposed by the different authors.

Figure 8 shows the S fundamentals proposed by the different authors, re-scaled to all have their maxima at zero.

One observes that for short wavelengths there is great agreement among the curves of the different authors, but that there are major variations from 530 nm onwards. However, given that for these longer wavelengths the response of the S cones is much smaller (two logarithmic units), these differences have relatively little influence.

All this might lead one to believe that the question of characterizing the human visual system by obtaining the fundamental response curves has now been solved, and that given the small differences between the fundamentals proposed by the various authors, these fundamentals represent very reliably most of the population. Nonetheless, one must not overlook the fact that most fundamentals were constructed on the basis of one of only two data sets – the colour matching functions modified by Judd in 1951 [18] or those defined by Stiles & Burch in 1955 [23]. This must unavoidably contribute to a lesser divergence of data.