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| Volume 3, Number 5, Article 2, Pages 333-346 |
doi:10.1167/3.5.2 |
http://journalofvision.org/3/5/2/ |
ISSN 1534-7362 |
Adult brightness vs. luminance as models of infant photometry: Variability, biasability, and spectral characteristics for the two age groups favor the luminance model
Davida Y. Teller |
Departments of Psychology and Physiology/Biophysics, University of Washington, Seattle, WA, USA |
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Maria Pereverzeva |
Department of Psychology, University of Washington, Seattle, WA, USA |
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Andrea L. Civan |
Department of Psychology, University of Washington, Seattle, WA, USA |
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Abstract
When infants fail to make chromatic discriminations, do the characteristics of their performance minima coincide more closely with the properties of adult luminance matches or heterochromatic brightness matches? In addition to their spectral properties, adult luminance matches are typically characterized by relatively small individual differences, whereas brightness matches are believed to be both more variable and more biasable. Two complementary experiments were carried out on adults and 8-week-old infant subjects. Both groups were tested with small (1.5° to 4°) red and blue test fields of varying luminances, embedded in a white surround. In adults, heterochromatic brightness matches were measured. Individual differences spanned about 0.5 log units, and brightness matches could be biased by as much as 0.8 log units by varying the range of test field luminances. In infants, the locations of performance minima were measured. Individual differences spanned less than 0.1 log units, the mean performance minima coincided with predictions based on V10(λ), and the location of the performance minimum was nearly unaffected by the range of test field luminances used. Thus by all three criteria, these data suggest that infants' performance minima are mediated by luminance rather than by brightness signals. To date there remains no evidence that the infant visual system computes a brightness signal.
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History
Received January 15, 2003; published June 26, 2003
Citation
Teller, D. Y., Pereverzeva, M., & Civan, A. L. (2003). Adult brightness vs. luminance as models of infant photometry: Variability, biasability, and spectral characteristics for the two age groups favor the luminance model.
Journal of Vision, 3(5):2, 333-346,
http://journalofvision.org/3/5/2/,
doi:10.1167/3.5.2.
Keywords
photometry, motion photometry, heterochromatic brightness matching, infant vision, infant color vision, infant photometry, bias effects in brightness matching, variability of brightness matches
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Color vision can be defined
as the capacity to discriminate among lights of different wavelength
composition
on the basis of the difference in wavelength composition alone. But
to show that
a subject such as a human infant is responding to a difference in wavelength
composition, one must equate the two fields on the
intensitive - brightness or
luminance -
dimension. Since brightness and luminance are two distinct entities, and since
infants’ brightness or luminance equations are not necessarily
the same as
those of adults, special steps must be taken to assure intensitive
matches.
The distinction between brightness and luminance is
well established in the adult vision literature ( Ives, 1912a, 1912b; Wagner & Boynton, 1972; Wyszeki & Stiles,
1982; Lennie, Pokorny &
Smith, 1993). In theoretical terms, luminance signals are thought to arise
from a weighted sum of L- and M-cone-initiated signals at a very early stage of
visual processing. Brightness signals, on the other hand, are thought to arise
from a recombination of luminance and chromatic signals at a much more central
processing level.
In the
1970s,
Peeples and Teller (1975)
developed a rigorous experimental paradigm for demonstrating color vision in
infants. In this paradigm, a test field of one wavelength composition is
embedded in a surround of another. Each infant is tested with a series of
luminances of the test field intended to span the credible range of intensitive
matches. Discrimination of the test field from the surround at
all relative luminances, including by
inference the infant’s intensitive match, implies that the infant has
chromatic signals sufficient to mediate discrimination at the
intensitive match.
In contrast, chromatic discrimination failures or weaknesses are revealed by
U-shaped functions, with the infant’s performance falling to or toward
chance over a specific and relatively narrow range of test field
luminances.
In the context of three-channel theories of color
vision, a performance minimum in the Peeples
and Teller paradigm occurs when signal failures occur in all three channels
simultaneously under the conditions tested. Signals in both of the chromatic
channels must be either absent or too weak to mediate the discrimination,
leaving only an intensitive channel operating. In addition, the particular
combination of luminances of the test field and surround must be such
as to null
the signal in the intensitive - brightness or luminance - channel that the
infant uses to mediate the discrimination. Thus, when performance minima occur,
they can reveal the properties of the infant’s intensitive channel.
The fundamental question addressed in this work is,
when infants show performance minima in the Peeples and Teller paradigm, are these
minima mediated by luminance matches or by brightness matches? We approach this
question empirically by asking, do infants’ performance minima share more
closely the characteristics of adult luminance matches, or adult brightness
matches?
Luminance Versus Brightness Mediation
Hypotheses
The simpler hypothesis is that infant performance
minima arise at an early processing stage at which the intensitive channel is a
luminance channel, and are mediated by an adultlike luminance mechanism such as
Judd’s modified V( λ) or
V 10( λ).
If this option is correct, infants’ performance minima should reveal
spectral characteristics predictable from these standard luminance mechanisms.
In addition, in adults luminance matches can be made with considerable
precision, and individual differences are relatively small ( Ives, 1912a,
1912b; Wyszecki & Stiles, 1982).
Thus, if the data are controlled by a luminance mechanism, individual
differences in infants’ performance minima should likewise be relatively
small (cf. Pereverzeva, Chien, Palmer,
& Teller, 2002).
The more complicated hypothesis is that infants’
performance minima are imposed at a more central level, at which the
intensitive
channel is a brightness channel, and are mediated by adultlike heterochromatic
brightness matches. In adults, heterochromatic brightness matches differ
systematically from luminance matches, typically falling above
V( λ) in the long-wavelength and
(especially) the short-wavelength spectral region ( Ives, 1912a,
1912b; Wagner & Boynton,
1972; Wyszeki & Stiles,
1982; Lennie, Pokorny &
Smith, 1993).
Moreover, heterochromatic brightness matches show relatively large individual
differences ( Ives, 1912a, 1912b; Ikeda, Yaguchi, & Sagawa,
1982; Wyszecki & Stiles,
1982), and
instabilities across days ( Walsh,
1958; Wyszecki & Stiles, 1982).
Thus, if infants’ performance minima are governed by adultlike
heterochromatic brightness matches, these minima should reveal both a
relatively
elevated sensitivity with respect to
V( λ) at long and (especially) short
wavelengths, and considerable variability.
In addition to its other complexities, the brightness
mediation hypothesis in its strongest form carries an internal contradiction.
The problem is that brightness is usually modeled as arising from the
combination of luminance and chromatic signals. Thus, if the infant’s
chromatic signals were completely absent, no brightness signal could be
computed. However, this problem can be overcome by assuming that infants have
chromatic signals of sufficient magnitude to combine with a luminance signal to
generate a brightness signal, but not of sufficient magnitude to mediate a
chromatic discrimination under the conditions tested.
Evidence From the Infant Color Vision
Literature
Evidence from the infant color vision literature does
not allow a definitive choice between the luminance and brightness mediation
hypotheses. In early studies from our laboratory ( Peeples & Teller,
1975; Teller, Peeples & Sekel,
1978; Hamer, Alexander, & Teller,
1982; Packer, Hartmann, & Teller,
1984; Varner, Cook, Schneck,
McDonald, &
Teller, 1985), infant performance minima were conceptualized in terms of
brightness matches. In consequence, the luminances at infant performance minima
were compared only to adult brightness matches measured in situ, and
no detailed
spectral calibrations were made. Many of the observed minima coincided
reasonably well with the in situ adult brightness matches. However, especially
for long wavelength stimuli, some of the minima fell above the adult brightness
match points, suggesting the possibility of mediation by a luminance mechanism.
In the final study of this series ( Clavadetscher, Brown, Ankrum, &
Teller, 1988), detailed calibrations were provided. However, in that study
most of the infant performance minima coincided with the rod-based mechanism
V’( λ), suggesting that most of
the luminances used were too low to engage photopic mechanisms.
Two standard photometric techniques have been modified
to assess spectral sensitivity in infant subjects: a VEP-based version of
flicker photometry ( Bieber, Volbrecht, &
Werner, 1995) and an eye-movement-based version of motion nulling ( Maurer, Lewis, Cavanagh & Anstis,
1989; Teller & Lindsey, 1989; Chien, Teller, & Palmer,
2000; Pereverzeva et al.,
2002). In
both kinds of studies, large test fields were used. In both cases, infant
isoluminance values coincide closely with predictions based on
V 10( λ),
except for an elevation at very short wavelengths that is probably due to
reduced infant lens pigmentation ( Bieber et
al., 1995). In addition, individual infants’ isoluminance values can
be measured with precision, and individual differences among infants are small
( Pereverzeva et al., 2002). Hence
there is strong evidence that a functional
V 10( λ)-like
luminance signal exists in young infants, and is thus available to control the
location of infant performance minima in the chromatic discrimination task.
There remains no comparably strong evidence that the infant visual system
computes a brightness signal.
In addition to its intrinsic interest, the question of
luminance versus brightness signals is of some importance in relation to models
of infant detection thresholds. For example, Dobkins, Anderson & Kelly (2001)
explored the orientations of detection ellipses in the L-, M-cone
contrast plane
in 2- to 5-month-old infants and adults. The orientations of the group mean
ellipses coincided closely with a spectral prediction based on V(λ) [which
fell at 120° in the stimulus spaced used by Dobkins et al. (2001) (K.
Dobkins, personal communication)]. These data are consistent
with a model that assumes that infant detection thresholds are mediated by the
joint action of adultlike luminance (L + M) and red-green chromatic (L - M)
postreceptoral channels. However, the potential agreement of the data with a
brightness mediation hypothesis was not evaluated.
More generally, infants demonstrate large general
losses of sensitivity; that is, their detection thresholds are
elevated by a log
unit or more with respect to those of adults ( Simons,
1993; Dobkins et al., 2001). Little
evidence is available concerning the processing level at which these large
sensitivity losses are imposed. It is certainly possible that the sensitivity
losses come about at a stage at which the early chromatic code (L + M and L - M
channels) remains in force. But since the final maturation of the visual system
proceeds generally from more peripheral to more central levels, it is also
conceivable that the infant’s sensitivity losses are central rather than
peripheral, and therefore could be mediated at a level at which a brightness
rather than a luminance code is in force.
In sum, in our view the brightness mediation
hypothesis
is theoretically interesting, and has not yet been ruled out. In the early
studies from our laboratory, infant performance minima coincided
relatively well
with adult in situ brightness matches, but no luminance calibrations were
provided. More recent photometric and detection studies include precise
luminance calibrations, but no brightness matches. A study is needed in which
infant performance minima can be compared to in situ measures of both luminance
and brightness, as well as to predictions based on adult standard luminosity
curves; and in which the variability of the infant data can be compared to that
of adults performing both brightness and luminance tasks.
Agreement of the data with the predictions of the
brightness mediation hypothesis would have two important theoretical
consequences. First, it would provide the first definitive evidence that the
infant visual system computes a brightness signal, and second it would suggest
that the infant’s sensitivity losses are central as opposed to
peripheral.
Agreement with the predictions of the luminance mediation hypothesis would
reconfirm the presence of a luminance signal, but in the absence of
any evidence
for a recoding of the intensitive dimension to create a brightness
signal, would
provide little evidence concerning the processing level at which the
infant’s sensitivity losses occur.
Finally, another possible approach to the question of
luminance versus brightness mediation arises from the phenomenon of
bias effects. We here define a bias
effect as a change in the value of a psychophysically defined entity such as a
threshold or point of subjective equality (PSE) that accompanies a change in
task variables, or in the set of test stimuli used. This definition leaves open
the options that bias effects can be due either to sensory variables such as
light/dark, chromatic, or contrast adaptation (e.g. Parker, Murphy & Schneider, 2002), to
decision variables such as shifts in the subject’s psychophysical
criterion ( Green & Swets, 1966), or to
a combination of both.
Many kinds of psychophysical biases have been defined
( Poulton, 1979). Of particular interest
here is the centering bias: subjects
tend to center their psychometric functions around the center of the range of
test stimuli used in the experiment ( Poulton,
1979; Levison & Restle, 1968).
Different kinds of psychophysical measurements are differentially
susceptible to
bias effects. In particular, Poulton (1979,
p. 777) argues “Responses that are closely linked to the stimuli by
well-known rules are less easy to bias than responses that are only loosely
related....” In other words, judgments for which there is a well-defined
perceptual criterion are subject to minimal bias, whereas judgments for which
there is no well-defined perceptual criterion will be particularly
biasable.
Given these characteristics, the presence
and magnitude
of psychophysical bias effects may be useful in helping to decide between the
luminance and brightness mediation hypotheses. This is so because the
psychophysical operations that define luminance matches are based on readily
recognizable criteria such as the minimization of perceived flicker, border
distinctness, or motion. In contrast, observers probably have no clear or
previously defined internal criterion to use in setting heterochromatic
brightness matches. In consequence, it seems likely that heterochromatic
brightness judgments are susceptible to relatively large bias
effects, including
a centering bias. We have, however, not been able to locate data on this point
in the adult vision literature.
This project had four goals. First and most broadly,
the project was initially designed to search for evidence of a
brightness signal
in infant subjects. Second, we investigated the spectral characteristics,
variability, and biasability of adult heterochromatic brightness matches, under
conditions as similar as possible to those to be used with infants. Third, we
investigated the spectral characteristics, variability, and biasability of
infant performance minima in the Peeples and
Teller (1975) paradigm. And finally, we compared the infant and adult data
for the purpose of differentiating between the luminance and brightness
mediation hypotheses. In fact, the results favored the luminance mediation
hypothesis, and our original goal of providing evidence for a brightness signal
in infant subjects was not fulfilled.
General Methods:
Apparatus and Stimuli
The apparatus consisted of a Sony GDM-FW900 color
graphic display controlled by a Macintosh Power PC 7500, and calibrated with a
Photo Research PR 650 spectroradiometer. The monitor had a peak luminance of 63
cd/m2 and a black level of 0.1 cd/m2. The CIE
chromaticity
coordinates x, y of the red, green and blue video phosphors were
(.62, .34; .29,
.61; and .15, .06) respectively. The color names red and blue are used to refer
to test stimuli composed of the isolated red and blue phosphors.
The test stimuli were sharp-edged squares typically
subtending a visual angle of 2°. In some experiments with infants,
1.5° and 4° stimuli were also used. At the test distance of
38 cm, the
monitor screen subtended 68 x 42°. The test stimuli were centered about
10° to the left or right of the center of the monitor. The luminances of
the test stimuli ranged from 1.3 to 19.7 cd/m2 and from 0.2 to 4.7
cd/m2 for the red and blue test stimuli, respectively. The lower
range of luminances was used with blue stimuli because of the limited maximum
luminance of the blue phosphor.
A white surround with chromaticity coordinates (0.35,
0.35) filled the remainder of the screen. The luminance of the surround was 9.4
and 2.4 cd/m2 for the red and blue test stimuli, respectively. The
monitor was further surrounded by a cardboard surface with chromaticity
coordinates (0.34, 0.33), and luminance of 0.42 and 0.12 cd/m2 for
the red and blue test stimuli, respectively.
Several sets of predicted values for the infant
performance minima were either calculated or measured on adult
subjects in situ.
The resulting landmarks are plotted on the upper abscissae of Figures 1 and 2 and Figures 4- 6 below.
Luminance matches were computed from published values for Judd’s modified
V(λ), V 10(λ) and
V’(λ) ( Wyszecki & Stiles,
1982), and are shown with single arrows labeled with these symbols. Adult
motion nulls were determined as an in situ luminance measure, and are
shown with
the single arrows labeled AMN. Adult brightness matches were also determined in
situ as described in detail below, and the resulting brightness-based landmarks
are shown with the double arrows labeled AB1, AB2, and AB3.
Adult Experiments: Methods
Two kinds of experiments were carried out on adult
subjects. In the main experiments, we determined brightness matches between the
test fields and the white monitor surround, and explored the biasing effects of
varying the range of test field luminances. In the second kind of experiment,
adult luminance matches were determined with a large field motion nulling
technique. Since infant and adult motion nulls tested with standard video
phosphors are virtually identical ( Pereverzeva et al, 2002), the motion
nulling data provide estimates of infant luminance matches in situ.
Adult subjects were laboratory personnel and graduate
students at the University of Washington. All were between 24 and 35 years of
age, had normal or corrected-to-normal vision, and were tested with untinted
optical corrections as needed. None had a family history of color deficiency
according to self-report. Their color vision was tested with Ishihara Color
Plates, FM 100 Farnsworth-Munsell Color Test, and a modified Nagel
anomaloscope,
and all were found to be color normal. Written informed consent was obtained
prior to testing.
A total of seven subjects were tested in the main
experiment. Two (S.H.C. and U.H.) were tested with only the red stimulus set,
two (I.Z. and D.H.) with only the blue stimulus set, and three (A.C., S.C., and
E.H.) in both conditions, for a total of five subjects in each condition. A.C.
is one of the authors.
In the main brightness-matching experiment, the major
independent variable was the range of log relative luminances of the test
stimuli. These ranges are specified by the locations of their midpoints, with
the value 0.0 denoting the V(λ)
luminance match to the surround. Midpoint values from -0.6 to 0.1
were initially
used for both red and blue test stimuli. The range of midpoints was later
extended for blue test stimuli to allow the data to cross the
identity line (see
below). The luminances of the stimuli differed in steps of 0.05 log units (but
see the ancillary experiments below). Typically, 11 stimuli were used (due to
apparatus limitations, only 9 stimuli were used with the highest
midpoints). The
method of constant stimuli was used, and 20 trials per condition were collected
(24 for the highest midpoints).
Adult subjects were seated 38 cm from the monitor. In
mimicry of the infant experiments, a variety of black fixation
targets (crosses,
dumbbells, etc. ) subtending about 2° x 6° were used, and adult
subjects were instructed to fixate the fixation target between trials and
foveate the test stimulus when it appeared. The subject’s task was to
report whether the test stimulus appeared brighter or dimmer than the
surrounding white monitor screen. The timing of stimulus presentation was not
controlled, but the test stimulus was usually present for about 2 s. After a
judgment was made, the trial was terminated and a new trial was initiated, with
an untimed inter-trial interval of about 2 s.
To begin the session, a midpoint was
randomly selected,
and the test stimuli appropriate to that midpoint were presented in random
order. When the data set was completed, a second midpoint was
randomly selected,
and so on. Typically, the different midpoints were all tested within a single
session. It is noteworthy that this single-session design was sufficient to
reveal large bias effects. Day-to-day variability within individual
subjects was
not explored.
Ancillary Brightness-Matching Experiments
Two sets of ancillary brightness-matching experiments
were also carried out. In the first set, the effects of test field size and
retinal location were explored. Two subjects from the main experiment (A.C. and
S.C.) made complete sets of judgments using 1° and 4° red test
stimuli. The same range of midpoints used in the main experiment was used in
these control runs. The experiments were repeated at about 10° peripheral
by having the subjects continue to fixate the center of the screen during test
trials. Peripheral matches were also made with 2° blue test fields.
Variations in the data due to these parameters were negligible, except that in
general, judgments were more variable in peripheral viewing (data not
shown).
The second set of ancillary brightness-matching
experiments was undertaken because the stimuli used in the infant experiments
differed in several details from those used in the main adult experiment. In
particular, since infant psychometric functions are flatter, the stimulus
spacing was coarser; and “black” and “easy” stimuli
(which could in principle anchor the subject’s criterion and
influence the
magnitude of bias effects) were included in the stimulus set. Therefore, the
adult brightness-matching experiments were repeated with both red and blue test
stimuli, using the exact stimulus sets used with infants. Five subjects were
tested in addition to author M.P. The data were virtually identical to those
seen in the main experiment with the same stimulus midpoint, and are not
presented.
For each test stimulus midpoint, the data were scored
by tabulating the percent “brighter” judgments as a function of the
log relative luminance of the test field. Curves were fit to each data set by
probit analysis. The luminance required for 50%
“brighter” responses
was taken as the point of subjective equality (PSE).
The PSEs for each subject varied with the midpoint of
the stimulus set. When plotted against the log of test range
midpoints, the PSEs
could be fit reasonably well by straight lines. The data from each subject were
characterized by the slope of the best-fitting line. In addition, the
identity line - the line for which the
PSE and the midpoint of the stimulus range are identical - was identified as an
important landmark, and the crossover
point - the stimulus luminance at which the best fitting line
crossed the
identity line - was characterized for each subject and for the group mean
data.
Motion Nulling Experiments
Finally, adult large-field luminance matches were
characterized in situ by a constant mean motion nulling paradigm described in
detail previously ( Chien et al.,
2000; Pereverzeva et al., 2002).
Since the spatial and temporal characteristics of infant motion nulls have not
been explored, we make no claim that these adult motion nulls are precise
luminance matches for the small test fields used in the main experiment, but
they nonetheless provide a useful in situ landmark.
Briefly, two 0.25 cpd sinusoidal grating components of
differing space-average chromaticities were superimposed on a video screen and
moved in opposite directions at a speed of 24°/sec. The gratings fully
covered the test display, and subtended 68° x 42° at the viewing
distance of 38 cm. The combined components had constant space-time-average CIE
1931 chromaticity coordinates of about 0.33, 0.33. The contrasts (not the
luminances) of the two grating components were traded off against each other to
determine each motion null. The method of constant stimuli was used.
For comparison to the red test stimuli used in the
present experiments, isochromatic red/black (0.49, 0.34) versus
blue-green/black
(0.21, 0.33) grating components were used. The combined luminance was about 10
cd/m2. These colors maximized the modulation of the red
primary given
our mean chromaticity. For comparison to the blue test stimuli, the components
were isochromatic blue/black (0.28, 0.25) and yellow/black (0.44,
0.49) gratings
with a combined luminance of about 3
cd/m2. These colors maximized
the modulation of the blue primary given our mean chromaticity.
Six adult subjects (five for red stimuli and six for
blue) were tested. In addition, two of the adult subjects (A.C. and S.C.)
participated in two extra runs with the motion nulling technique. In
these runs,
the space-average luminances and chromaticities of the
stimuli remained constant, but the range of luminance contrasts used
was varied.
The purpose of these runs was to see whether or not the motion null values were
influenced by the range of luminance contrasts used; that is, to probe for
potential bias effects caused by variations in stimulus midpoint in the motion
nulling paradigm.
Adult Experiments: Results Brightness
Matching
Psychometric functions for brightness matches for all
five subjects in the main experiment are shown in Figure 1.
In each panel, the abscissae show the log relative luminances of the test
stimuli. The ordinates show the percent of trials on which the stimulus was
judged to look brighter than the surround. The parameter M specifies the
midpoint of the range of test stimuli used. The six panels show data
for red and
blue stimuli, tested at each of three different test stimulus midpoints. PSEs
are shown by the intersections of the curves fitted to the data with the
horizontal line at 50% “brighter” judgments. The data show large
centering biases at both individual and group levels. In all cases, the
brightness match point shifts in concert with the midpoint of the stimulus
range. Stimuli judged brighter than the surround on 100% of
trials with a low luminance midpoint (top
panels) are judged dimmer than the surround on 100% of trials with a high
luminance midpoint. For red test stimuli, a shift of midpoint of 0.7 log units
shifts the mean PSE by a mean of about 0.4 log units; for blue test stimuli, a
shift of midpoint of 0.8 log unit shifts the PSE by a mean of about 0.6 log
units.
Figure 1. Psychometric functions for five
adult subjects. The abscissae show the log relative luminances of the test
field, with 0 indicating a V(
λ)-based luminance match of the test field to the surround. The
single arrows on the upper abscissae show various spectral landmarks based on
luminance matches, including V(λ),
V10(λ),
V’(λ), and an in
situ luminance
match estimated from motion nulling (AMN). The double arrows show mean adult
brightness matches, defined from the crossover points determined in the main
adult experiment (AB1), and defined with test stimulus midpoints set
to the same
values used in infant testing (AB2). The ordinates show the percent
of trials on
which the subject judged the test field to be brighter than the surround. Data
from red and blue test fields are shown in the left and right columns,
respectively. The different panels show different values of the
parameter M, the
midpoint of the range of stimulus luminances used. The subjects’
brightness judgments shift markedly with shifts in the midpoint,
revealing large
centering biases.
Brightness match values (PSEs) are shown as
a function of midpoint in Figure 2. In this
plot, if no centering bias occurs - if variations in the stimulus midpoint do
not influence the PSE - the data from each subject would fall on a line with a
slope of 0. Alternatively, if the centering bias were complete - if the PSE
always coincided with the midpoint of the stimulus set - the data would fall on
the identity line, with a slope of 1. In fact, straight lines fit to
the data of
individual subjects have slopes between 0.5 and 0.7 for the red stimuli, and
between 0.6 and 0.8 for the blue stimuli, showing incomplete but marked and
consistent centering biases.
Figure 2. Points of subjective equality
(PSE) for five adults. The abscissae show the midpoints of the ranges of test
field luminances used. The ordinates show the PSE. Chevrons at the
right of each
graph show lower-bound estimates of PSE for subjects whose psychometric
functions did not cross 50% at the highest test stimulus midpoint (0.1). For
individual subjects, variations of PSE with stimulus midpoint show slopes of
between 0.5 and 0.7 and 0.6 and 0.8 for red and blue stimuli, respectively.
Crossover points vary among subjects over a range of 0.4 to 0.5 log units in
each case.
Although all subjects show rather similar centering
biases as determined by slopes, it is interesting to note that there are also
individual differences in the vertical positions of the different data sets.
That is, all subjects are similarly influenced by the range of stimuli used but
reveal consistently different ranges of PSEs. In consequence,
different subjects
show different crossover points, ranging from about -0.5 to 0.0 log units for
red test fields and -0.9 to -0.5 log units for blue. Both the between-subject
variability and the biasability of the PSEs again suggest the absence of any
natural perceptual criterion on which subjects can base brightness
judgments.
Given the large bias effects shown in Figure 2, what criterion should be used
in defining
an unbiased adult brightness match for comparison to the infant performance
minima? In the psychophysical literature on bias effects, an unbiased estimate
occurs by definition when the PSE falls at the middle of the stimulus range ( Poulton, 1979). Using this criterion, the
unbiased brightness matches of the five adult subjects would be represented by
their crossover points (see “Analysis” above), and the mean
crossover point would provide an unbiased estimate of the mean adult brightness
match. The mean crossover points from Figure 2
provide the adult brightness landmarks AB1 in Figures 1
and 2 and Figures 4-6.
A possible alternative choice of an adult brightness
landmark is a brightness match taken with exactly the same stimulus set used
with infant subjects. Landmarks based on this criterion are shown in
the figures
as the double arrows labeled AB2 and AB3 (see below). Although this alternative
has some appeal, it is problematic because these brightness matches are likely
to be biased toward the midpoint of the stimulus range.
Moreover, use of these brightness landmarks is
particularly problematic to the interpretation of the main experiments
undertaken on infants, in which the ranges of test stimuli are centered at or
near adult luminance matches. If the same ranges of test stimuli are used for
defining adult brightness matches, centering biases will inevitably move the
adult brightness matches toward the luminance matches, and reduce or eliminate
the differences between brightness and luminance landmarks.
This problem will become apparent in the main
infant experiments ( Figure 5 below). It is
eliminated in the infant bias experiment ( Figure
6 below), in which the midpoint of the stimulus range used with infants is
shifted away from the adult luminance matches.
Finally, data from the bias experiment in the
motion-nulling paradigm, measured with red/black versus blue-green/black
stimuli, are shown in Figure 3. In this plot,
the abscissae show the luminance contrast ratio
C red/(C red
+ C bluegreen) of the stimulus
( Chien et al.,
2000; Pereverzeva et al.,
2002). The
ordinates show %red/black, the percent of trials on which the subject reports
motion in the direction of the red/black stimulus component. The parameter M
specifies the midpoint of contrasts for the red/black stimulus component. The
three different symbols show the data for three different stimulus midpoints,
40%, 50%, and 60% contrast for the red/black component and 60%, 50%, and 40%
contrast for the blue-green/black component, respectively. For these three
stimulus ranges, the motion null values are 51%, 51%, and 50% for subject A.C.,
and >50%, 54%, and 55% for subject S.C. Clearly, the effect of contrast
midpoint on the motion null values is negligible under our conditions.
Figure 3. Motion nulling data for two
subjects, determined with three different ranges of contrast ratios. The
abscissae show the contrast ratio
Cred/(Cred
+ Cbluegreen) of the
stimulus. The ordinates show %red/black, the percent of trials on which the
subject judged that the stimulus moved in the direction of motion of the
red/black stimulus component. The value of the contrast ratio at which
%red/black = 50 defines the motion null. The parameter M specifies the midpoint
of the range of contrast ratios used. Shifts of the range of contrast ratios
produced little or no change in the motion null value.
The basic motion-nulling experiment
(M = 50) was also carried out on five subjects using both red/black versus
blue-green/black and blue/black versus yellow/black gratings. The mean motion
null values were 51.6% ± 0.8% for red stimuli and 70.3% ± 1.5% for
blue (data not shown). These values coincide well with earlier data and with
predictions from
V 10( λ)
(cf.
Chien et al.,
2000; Pereverzeva et al., 2002).
They provide the adult motion-nulling landmarks AMN.
Infant Experiments: Methods
In the infant phase of the experiments, 8-week-old
infants were tested with small, sharp-edged red and blue test fields
of a series
of log relative luminances, centered either to the left or the right of the
center of the white surround.
For these experiments to succeed, it was necessary for
the infants to show performance minima - weaknesses or failures of
discrimination of the test field from the surround - within the luminance
series, so that the spectral and other characteristics of the
performance minima
could be evaluated. Two features of the experiment were chosen to insure the
presence of performance minima. First, because younger infants show performance
minima more readily than older infants ( Hamer
et al., 1982; Clavadetscher et al.,
1988), the experiment was performed on 8-week-old infants, the
youngest test
age currently feasible in our laboratory. Second, because infants show
performance minima more readily with small than with large test fields ( Packer et al., 1984), small test fields,
subtending 1.5° to 4° of visual angle, were used. Performance minima
were generated successfully by combining these features.
Infant subjects were 8 weeks old and
recruited from the
Infant Studies Subject Pool at the University of Washington. All infants were
healthy according to parents’ reports, had no known family history of
color deficiency, and were born within 14 days of their due dates. Infants were
tested for three to four 1-h sessions on separate days within the week of their
8-week birthday. Prior to testing, the parents were acquainted with the details
of the experiment, and informed written consent was obtained.
A total of 96 infants provided useable data. Of these,
11 participated in a pilot experiment with 2° blue test fields; 85
participated in the main experiments: 12 and 21 with 2° and 4° red
test fields, respectively, and 20 and 20 with 1.5° and 2° blue test
fields, respectively. Finally, 12 infants were tested in an experiment with a
shifted range of red test field luminances (the infant bias experiment,
below).
Over all six data sets, a total of 39 infants from a
total of 135 were excluded; 24 infants were excluded for failure to return or
failure to complete the required minimum number of trials; 14 for
performance of
less than 80% on the easy trials (see below), and one for a suspected family
history of color deficiency.
Within each experiment, test fields were
presented at a
series of luminances. For the main experiment with red 2° and 4° test
fields, 7 luminances were used, with the midpoint at a log relative
luminance of
0.0 and a step size of 0.1 log units. For the pilot data carried out with blue
2° test fields, 7 luminances were used, with the midpoint at -0.1 and a
step size of 0.1 log units, with one 0.3 log unit step at the high end of the
range. For the main experiment with blue 1.5° (2°) test fields, 9 (9)
luminances were used, with the midpoint at -0.2 (-0.3), and a step size of 0.1
(0.15) log units. In the infant bias experiment, carried out with red 4°
test fields, 7 luminances were used, with the midpoint shifted to a
log relative
luminance of -0.3 and a step size of 0.1 log units.
A black stimulus with a luminance equal to the black
level of the monitor was also included in each series. In addition,
to establish
that the infants were responsive to the display, presentations of
easy stimuli were randomly intermixed
with the experimental trials. The easy stimulus in all conditions was
an 8°
x 8°, 1/2 cpd high-contrast stationary white/black grating. Data were
excluded if the infant’s performance on easy trials fell below 80%. For
the subjects retained, the observer’s mean performance on easy trials was
92%.
Infants were held in a vertical position 38
cm from the
video monitor by an adult observer. Their eye movements and fixation behavior
were observed via an auxiliary infrared video system. The observer
could not see
the stimulus, and no corneal reflection of the stimulus was visible on the
auxiliary viewing system.
At the start of each trial, one of the set of six
2° x 6° black fixation targets was presented at the center of the
screen. When the observer judged that the infant was fixating the fixation
target, she initiated a test trial, and a test stimulus appeared on either the
left or the right side of the screen. The forced-choice preferential looking
(FPL) technique was used for data collection ( Teller, 1979). The observer’s task was
to observe the infant’s eye movements and fixation behavior, and on that
basis to make a forced-choice judgment of the location of the test stimulus on
each trial. The duration of stimulus presentation was unlimited but a trial
usually lasted for
2-5 s. The observer’s judgment terminated the stimulus presentation. The
inter-trial interval was not timed, but is judged to have been about
2 s. A mean
of 348 trials per infant was obtained, for an average of about 40 trials per
point on the U-shaped functions.
Each individual infant’s data were fit with a
U-shaped template derived from Weibull functions ( Teller & Palmer, 1996), and the location
of the performance minimum was estimated from the fitted function. For five of
the 96 data sets, the estimated minima fell well outside the stimulus range.
Three of these cases occurred for the blue 1.5° condition, and
one each for
the red 2° and blue 2° conditions. These data sets produced outliers
in the estimated locations of performance minima. Means and SEs of the
performance minima were calculated both with and without inclusion of these
outliers for the three affected conditions.
A complication also arose in estimating the
performance
minimum in the bias experiment, because by design the stimulus range
was shifted
leftward with respect to the eventual position of the minimum. In consequence,
the estimated minimum relies only on the reversal between the
rightmost two data
points which, by inspection of the error bars ( Figure 6 below), do not differ reliably from each
other. The fitting program estimated the minimum of the group average data at a
log relative luminance of -0.05, but this value should be considered a
lower-bound estimate for the reasons stated.
Infant Experiments: Results
Individual data sets from 12 infant subjects tested in
the main experiments are shown in Figure
4. Data
collected with 2° and 4° red test fields and 1.5° and 2°
blue test fields are shown in Figure
1 A through D, respectively. In each panel, the abscissae
show the log
relative luminances of the test field, with 0.0 marking the
V( λ) isoluminance match of the test
stimulus to the white surround. The ordinates show the observer’s percent
correct in judging the location of the test field.
Figure 4. Individual data from 12 infant
subjects. The abscissae show the log relative luminance of the test field. The
ordinates show the observer’s percent correct in a forced choice
preferential looking (FPL) task. The data sets are selected to portray the
overall quality and variability of the data.
Data were selected for presentation in Figure 4 according to the following criteria. The
data set for which the minimum coincided most closely with the mean minimum for
all infants was chosen, followed by two other data sets whose minima deviated
from this value by about ± 1 SD of the sample. Within these criteria,
data were selected to convey an impression of the
regularity and variability of the data.
For each
individual data set, the luminance value at the performance minimum was derived
by fitting a U-shaped function. The variability of performance minima across
infants was relatively small. With outliers excluded, for the 2° and
4° red test fields, the mean performance minima occurred at log relative
luminances of 0.02 ± 0.03 and -0.01 ± 0.02, respectively.
For the blue
pilot data, the minimum occurred at -0.14 ± 0.04. For 1.5°
and 2°
blue test fields, the minima occurred at -0.23 ± 0.02 and -0.24 ±
0.03, respectively. When the outliers are included, values for the 2° red
test field changed to 0.06 ± 0.05; for the 1.5° blue test field to
-0.29 ± 0.04; and for the 2° blue test field to -0.20 ±
0.05.
The group mean data for the five main data sets of the
experiment are shown in Figure 5.
Figures 5A and 5B show data for red and blue test fields,
respectively. Vertical
bars around the data points show SEs of the mean percentages. The group mean
performance minima, derived from fitting U-shaped functions to the
group average
data, occurred at log relative luminances of 0.06, 0.04, -0.08,
-0.28, and -0.26
for the red 2°, red 4°, blue 2° pilot, blue
1.5° , and blue
2° conditions
respectively. The means and SEs for the individual infants’ data, with
outliers excluded, are also shown at the bottom of Figure 5. These means and SEs can be used to
compare the infants’ performance minima to the various landmarks shown on
the upper abscissa.
Figure 5. Group mean data from infants.
Axes as in Figure 4. Vertical error bars show
SEs of the mean percentages. The arrows and short horizontal lines at
the bottom
of each graph show the means and SEs of the performance minima. For red test
fields, the infants’ minima coincide well with the luminance-based
landmarks V( λ) and
V 10( λ),
and the adult in situ motion null AMN. For blue test fields, the infants’
performance minima coincide better with
V 10( λ)
and AMN than with V( λ). The landmark
AB1, the unbiased adult brightness match, can be rejected in both cases. See
text for discussion of the landmark AB2.
For red test fields, both the average of individual
minima and the group minima coincide well with
V(λ),
V10(λ),
and the adult in situ motion null AMN. The average deviation - the difference
between the infant performance minimum averaged across conditions and the adult
landmarks - was +0.02 log units.
Comparisons to brightness matches are more
complex. For
reasons discussed above, the adult brightness matches AB2, taken with the same
stimulus set used in infants, differ from the luminance-based values by only
about 0.1 log units. Therefore, by this criterion the locations of the infant
minima alone do not discriminate convincingly among the predictions based on
luminance versus brightness matches. However, compared to the crossover point
criterion AB1, the average deviation is +0.3 log units, and the fit to AB1 can
be rejected on statistical grounds (p
< .01 for both the 2° and 4° data
sets). The limited variability of the infant performance minima is also
consistent with expectations based on luminance
matches.
For blue test fields, the performance
minima are displaced leftward from
V( λ), and fall near the predictions
from
V 10( λ)
and the adult in situ motion null AMN. The similarity to
V 10( λ)
rather than V(λ), even for small test fields, presumably occurs because of
the reduced density of macular pigment in infants ( Bieber et al, 1995). The average deviations
were -0.2 for V(λ), -0.1 for
V 10(λ), and +0.1 for
AMN.
Comparisons to adult brightness matches remain more
complex. Using the AB2 criterion, the average deviation is +0.1, and
the data do
not discriminate between luminance-based and brightness-based options. However,
compared to the crossover point criterion AB1, the average deviation is +0.4,
and the fit to AB1 can again be rejected on statistical grounds
(p <.001 for all three
comparisons).
Again, the limited variability of the infant minima is also consistent with
expectations based on luminance matches.
Finally, the results of the infant bias experiment,
measured with red test fields, are shown in Figure
6. In this experiment, the midpoint of the stimulus range was shifted to a
log relative luminance of -0.3 log units, 0.3 log units below the midpoint used
in the main infant experiments. For adult brightness matches, the landmark
labeled AB3 on the upper abscissa indicates the adult PSE for this
test stimulus
midpoint. A shift of midpoint of this magnitude caused a shift of about 0.2 log
units in the mean adult PSE defined by brightness matching, as shown by the
difference between the landmarks AB2 ( Figure 5)
and
AB3.
Figure 6. The infant bias experiment.
Axes, error bars, arrows, and short horizontal lines as in Figure 5. The midpoint of the test stimulus range
was set to a log relative luminance of -0.3. The landmark AB3 shows the adult
brightness match taken with the same stimulus midpoint used in generating the
infant data. The infants’ performance minimum remains near the
luminance-based landmarks V( λ),
V 10( λ),
and AMN. The brightness-based landmarks AB1 and AB3 can be rejected.
The infant performance minima tell a different story.
The location of the infant performance minimum shifted little if at all,
remaining near the V( λ),
V 10( λ)
and adult motion null landmarks, with deviations of +0.2 from both the AB1 and
AB3 landmarks. Moreover, the true value of the performance minimum
probably lies
to the right of the measured value (see “Methods”), increasing its
agreement with these landmarks and with the original data taken with red test
fields ( Figure 5). In any case, neither the AB1
nor the AB3 landmark provides an adequate fit to the data
( p <. 05 for AB1,
p < .01 for AB3).
In summary, the absence of any substantial bias effect
in the infant data, like the minimal variability of the data and the agreement
of the performance minima with luminance-based landmarks, favors the luminance
as opposed to the brightness mediation hypothesis.
The results of our experiments can be discussed from
two perspectives: the variability and unexpectedly large biasability of adult
brightness judgments and the mediation of infant performance minima
by luminance
versus brightness signals.
Variability and Biasability of Adult Brightness
Judgments
It is widely believed that, compared to luminance
matches, brightness matches are both more variable among subjects and more
biasable within subjects. However, our search of the vision literature revealed
little systematic evidence on these points. Moreover, the stimulus
configuration
used for infant testing in the Peeples and
Teller (1975) paradigm - a chromatic stimulus embedded in a white
surround -
is nonstandard for adult brightness-matching experiments. We were therefore
drawn into a systematic study of the individual differences and biasability of
adult heterochromatic brightness judgments made under the stimulus conditions
used for testing infants.
We found that in a sample of five adult subjects, mean
brightness matches as defined by crossover points varied by as much as 0.5 log
units, and shifts in the midpoint of the stimulus range yielded bias effects of
as much as 0.8 log units. We thus confirm the belief that adult heterochromatic
brightness matches are highly variable among subjects and susceptible to a very
large centering bias. As discussed in the “Introduction,” it is
likely that judgments for which there is no readily recognized perceptual
criterion will be particularly biasable, and the less definable the criterion,
the more biasable the data may be. Our data are thus consistent with the
speculation that subjects have little in the way of an internal perceptual
criterion on which to base brightness judgments.
Two general comments about bias effects are in order.
First, the effects of test stimulus range on the values of PSEs have
seldom been
studied in the vision context. Given the magnitude of the bias effects we have
stumbled upon here, it would seem prudent to investigate bias effects in other
contexts, especially in the case of suprathreshold perceptual phenomena for
which clear internal criteria are not obviously available.
Second, as stated in the
“Introduction,” we
have adopted a broad definition of bias effects
(cf. Poulton, 1979), using the term to
include all kinds of cases in which the PSE varies with the range of test
stimuli used. This choice of terminology leaves open the more sophisticated
question of whether the observed bias effects are caused by decision processes
such as criterion shifts ( Green & Swets,
1966) or by sensory processes such as light/dark, chromatic and/or contrast
adaptation
(cf.
Parker et al., 2002).
Similarly, we recognize that the bias experiments we
have carried out with brightness matching and with motion nulling are not
identical in kind. In particular, in the brightness-matching experiments, the
mean luminance of the set of test stimuli varies with the midpoint,
allowing the
possibility that sensory as well as decision processes could influence the
measured PSEs. In the motion nulling experiments, the space-average luminance
and chromaticity of the stimulus set remains constant, greatly reducing the
potential influence of sensory factors. Experiments probing a variety of
potential causes of the observed bias effects are in progress in our
laboratory.
Are Infant Performance Minima Mediated by
Luminance or Brightness Signals?
In this work, three criteria were posed for deciding
whether infants’ performance minima are mediated by luminance matches or
by brightness matches. If a luminance signal governs the infant’s looking
behavior, then the minima should coincide with predictions from one of the
standard adult luminance mechanisms such as
V(λ) or
V10(λ);
individual differences should be small; and the performance minima
should not be
biasable by shifts in the midpoint of the stimulus range. On the other hand, if
a brightness signal governs the infant’s looking behavior, then
the minima
should coincide with adult brightness matches; individual differences should be
large; and the performance minima should be biasable.
We found that at least under the present conditions,
infants’ performance minima coincide much better with
V10(λ)
than with adult unbiased brightness matches defined by crossover points.
Moreover, the low variability and minimal biasability of the infant performance
minima clearly favor control by a luminance rather than a brightness
signal.
We ( Peeples &
Teller, 1975) initially characterized the task of detecting a chromatic
field in a white surround when the chromatic channels are too immature to
control behavior as a task for a brightness system. However, this work suggests
that at least under the conditions used, infant performance minima occur at
isoluminance rather than isobrightness values. It thus helps to establish the
validity of a luminance- rather than brightness-centered perspective for infant
chromatic discrimination work.
It has sometimes been suggested that, because infant
and adult isoluminance values are similar, systematic variations of relative
luminances like those used in the Peeples and Teller paradigm are unnecessary;
that is, that an infant’s performance at the adult isoluminance
value is a
sufficient characterization of the infant’s color vision capacities. We
have previously contributed support to this line of reasoning by showing that
individual differences in infant isoluminance values are small, and have
provided a detailed evaluation of this argument ( Pereverzeva et al, 2002).
There remain no data that demonstrate the
presence of a
brightness signal in infants, and the possibility of mediation of infant
performance by a brightness rather than a luminance signal may seem
unlikely. We
do, however, state a final caution. There could still be combinations of
stimuli, perceptual tasks, and paradigms in which infants use brightness rather
than luminance as the intensitive dimension in their responses to chromatic
stimuli. In such instances, the exclusive use of isoluminant stimuli could lead
one astray in studies of infant color vision.
This work was supported by National Institutes of
Health Grant EY 04470 to D.T. M.P. was supported by Vision Training Grant EY
07031. We thank Susan Chang for infant testing, John Palmer, Sarina Chien, Joel
Pokorny and Vivianne Smith for important discussions, and Karen Dobkins for
calculation of the V(λ) axis for the Dobkins et al. manuscript. Commercial
Relationships: None.
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