Article

Color Relations Increase the Capacity of Visual Short-Term Memory

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Abstract

Do color relations such as similarity or harmony influence the ease with which colored patterns can be perceived and held in mind? We tested the influence of a relation supported in research on color harmony--similarity of hue--on the capacity of visual short-term memory (VSTM) for colors in patterns. Palettes of 4 similar-hue colors were rated as more pleasant (harmonious) than dissimilar-color palettes. The palettes were used in a VSTM color task. Patterns of 9 to 15 colored squares were presented, and accuracy of color change detection was measured. Memory performance was higher overall for similar-color palettes than for dissimilar-color palettes (experiments 1 and 3). Is this due to color similarity per se, or due to the harmony between colors in similar palettes? A final experiment provided strong support for the importance of color similarity as opposed to harmony. Overall, the advantages for color similarity, in terms of number of color squares held in memory (memory capacity) were 26% to 45% over dissimilar colors. The results indicate that color relations can have a strong impact on the capacity for perceiving and retaining color patterns.

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... Within this perspective, distractor similarity may therefore help or hinder memory depending on the nature of the task (Sun, Fidalgo, et al., 2017). In some cases, similar distractors may help memory when the preserved coarse-grained information can serve as a reminder of the target item (Hanczakowski, Beaman, & Jones, 2017;Jiang et al., 2016;Lin & Luck, 2009;Mate & Baques, 2009;Morey, 2018;Sanocki & Sulman, 2011). In other cases, this benefit from similar distractors may instead manifest as a memory impairment when the coarse-grained information cannot be used to disambiguate between distractor and target items (Barense et al., et al., 2013). ...
... specifically, we believe that similarity can either help or hinder memory depending on the kinds of representations needed to perform a task. In tasks when preserved coarse-grained information from similar distractors is sufficient to serve as a reminder of the target item, similarity can benefit memory(Jiang et al., 2016;Lin & Luck, 2009;Mate & Baques, 2009;Morey, 2018;Sanocki & Sulman, 2011). For example, researchers have shown that auditory distraction can help memory when the coarse-grained category information of sounds are cued ...
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Previous work suggests that the similarity of distracting information differentially alters how memories are forgotten. Though these effects have been shown for color memory, it is unclear if they extend to other modalities such as shape. In a first experiment, we created the Validated Circular Shape Space (VCS space), the first perceptually uniform 'Shape Wheel' whereby subjective similarity was empirically quantified by angular distance on a 2D circle. In a second experiment, we utilized VCS space to examine the impact of distractor similarity on shape memory. A converging set of mixture model and model-free analyses revealed that distractor similarity differentially impacted memory detail. Dissimilar distractors disrupted both fine- and coarse-grained information, rendering the memory inaccessible. In contrast, similar distractors disrupted fine-grained but increased the reliance on coarse-grained information, rendering the memory blurred. As these effects were consistent across domains for both color and shape, we suggest these findings provide converging evidence for a set of general principles regarding how the nature of distracting information impacts memory. More generally, VCS space can be used to not only quantify subjective similarity but to also quantify memory fidelity for shape, a currently underexplored feature type in memory experiments.
... To be clear, it is not that more similar stimuli are easier to distinguish, it's that the precision with which a stimulus is remembered is higher when it is presented in the context of more similar (as opposed to less similar) stimuli. For example, a particular red stimulus will be remembered with greater precision when encoded in the context of other reddish stimuli, as opposed to when it is presented among dissimilar, say, green and yellow, colors (Lin & Luck, 2009;Sanocki & Sulman, 2011). Similarly, experiments on line length and orientation (Sims et al., 2012), and shape (Mate & Baqués, 2009) showed that precision was higher in a condition with lower variance among stimuli. ...
Article
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... The association of hues has been investigated in some studies exploring harmonious color patterns and demonstrated to be advantageous for cognitive processing. For instance, Sanocki and Sulman (2011) employed similar hues to create harmonious color schemes that effectively enhance the capacity of working memory. In addition, varying shades within an identical hue in hypermedia educational settings showed a positive impact on attention maintenance (Venni and Bétrancourt, 2020). ...
Article
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... Similarly, in the list "cat, fat, mat," people might activate the rhyme category "/aet/" and use it to maintain all items more easily. This recall advantage for similar vs. dissimilar items has been observed in the visual (Lin & Luck, 2009;Peterson & Berryhill, 2013;Quinlan & Cohen, 2012;Sanocki & Sulman, 2011), phonological (Fallon et al., 1999;Gupta et al., 2005;Nimmo & Roodenrys, 2004), visuospatial (De Lillo, 2004;Parmentier et al., 2005Parmentier et al., , 2006, and semantic (Monnier & Bonthoux, 2011;Neale & Tehan, 2007;Poirier & Saint-Aubin, 1995;Saint-Aubin & Poirier, 1999) domains, suggesting that this beneficial effect of similarity is a domain-general property of the human cognitive system. A recent work suggests an indirect benefit of compression (Kowialiewski et al., 2022b): when the first items of a list to be remembered are similar, they are obviously better recalled than dissimilar items. ...
Article
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The ability to compress information is a fundamental cognitive function. It allows working memory (WM) to overcome its severely limited capacity. Recent evidence suggests that the similarity between items can be used to compress information, leading to a rich pattern of behavioral results. This work presents a series of simulations showing that this rich pattern of WM performance is captured using the principles of TBRS*, a decay and refreshing architecture. By assuming that similar items are compressed, the architecture can explain the beneficial effect of similarity on the items themselves. The architecture also explains the fact that when similar items are mixed with dissimilar items, this provides a proactive - but no retroactive - benefit on WM performance. In addition, the model captures fine-grained patterns of transposition errors recently reported. Several analyses are reported showing the robustness of the model’s predictions. We reached the conclusion that decay and refreshing theories provide a plausible explanation for compression effects in WM. These conclusions are discussed in light of recent experimental results. The importance of computational modeling for testing theories is emphasized.
... Dadurch bleiben für die restlichen, ungruppierten Items mehr Slots übrig. Durch die perzeptuelle Gruppe wird also die Kapazität des VKZG gesteigert(Sanocki & Sulman, 2011). Die zweite Überlegung geht hingegen von einem anderen Konzept aus und bringt die Aufmerksamkeit der Probanden ins Spiel. ...
Research
Viele Studien finden eine verbesserte Performanz des visuellen Kurzzeitgedächtnisses im Change-Detection-Paradigma bei Gruppierung von Objekten durch Gestaltfaktoren (Quinlan & Cohen, 2012). Dies kann an einer durch Binding gesteigerten Kapazität oder an einer Aufmerksamkeitsverlagerung liegen. Diese Studie variiert die Gruppierung durch Nähe und Ähnlichkeit systematisch und versucht mithilfe eines binär-logistischen Regressionsmodells, die zwei potenziell dahinterstehenden Mechanismen zu überprüfen. Die Daten lassen sich mit wenigen Parametern gut modellieren und sprechen für ein gleichzeitiges Wirken beider Prozesse. Gruppierung durch Ähnlichkeit fängt dabei die Aufmerksamkeit und erhöht die Kapazität, während Gruppierung durch Nähe zwar auch die Aufmerksamkeit fängt, allerdings nicht die Kapazität erhöht. Darüber hinaus stellt sich heraus, dass es im verwendeten Paradigma am schwierigsten ist, einen Ortswechsel von Objekten festzustellen. Ferner werden Limitationen der Modelle und weitere Forschungsansätze diskutiert.
... In the visual domain, studies conducted so far converge toward a facilitative effect of between-item similarity on WM performance. Increased performance has been observed following the manipulation of color similarity, both in simultaneous and sequential presentations (Lin & Luck, 2009;Quinlan & Cohen, 2012;Sanocki & Sulman, 2011). This advantage for similar colors is all the more present that the similar colors are spatially close to each other during encoding (Peterson & Berryhill, 2013). ...
Article
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Compression, the ability to recode information in a denser format, is a core property of working memory (WM). Previous studies have shown that the ability to compress information largely benefits WM performance. Importantly, recent evidence also suggests compression as freeing up WM resources, thus enhancing recall performance for other, less compressible information. Contrary to the traditional view positing that between-item similarity decreases WM performance, this study shows that between-item similarity can be used to free up WM resources through compression. Across a series of four experiments, we show that between-item similarity not only enhances recall performance for similar items themselves, but also for other, less compressible items within the same list, and this in the semantic (Experiment 1), phonological (Experiment 2), visuospatial (Experiment 3), and visual (Experiment 4) domains. Across these different domains, a consistent pattern of results emerged: between-item similarity proactively – but did not retroactively – enhanced WM performance for other items, and this as compared to a condition in which between-item similarity at the whole-list level was minimized. We propose that between-item similarity in any domain may impact WM using the same underlying machinery: via a compression mechanism, which allows an efficient reallocation of WM resources.
... Unfortunately, little literacy resources could be found on this topic. From the limited articles acquired from Color relations increase the capacity of visual short-term memory by Sanocki & Sulman [7], it could be seen that the use of color could indeed make a difference in memory, specifically, the use of similar-color would aid the distinguish between different colors, but not similar colors. The results between of B&W and colored pictures would agree with the first part of this conclusion, for there is a difference between the results. ...
... Lin and Luck (2009), for example, used a color change detection task and found that performance improved when the objects in an array were similar (e.g., all red), in comparison to when they were dissimilar. Other evidence is consistent with this finding (e.g., Makovski et al., 2010;Sanocki & Sulman, 2011), but these previous studies explored concurrent interference, in which interactions among stimuli in an array are examined, rather than RI. ...
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... Indeed there is a growing body of evidence showing the importance of how color influences memory for tbr items over the short term. Lin and Luck (2009) have documented how tbr items of highly similar colors are better remembered than items of dissimilar colors (see also Sanocki & Sulman, 2011). Peterson and Berryhill (2013) have shown how items that share a common color within a memory display are better remembered than items that possess unique colors-although the benefit was limited to items that both shared a common color and were proximal to one another. ...
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... Recently, Sanocki and Sulman also found that harmony increased the capacity of visual shortterm memory. 10 Our work has been motivated by and is built on top of this line of research. ...
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... Brady and Alvarez (2011) have demonstrated that ensemble statistics, such as the mean size of task-relevant features in a display, influence the storage of items in visual working memory. Other experiments have demonstrated that there is a similarity advantage in visual working memory (Lin & Luck, 2009; Mate & Baqués, 2009; Sanocki & Sulman, 2011), such that performance and capacity estimates tend to be higher when stimuli are homogeneous or low variance. Interestingly, Lin and Luck (2009) found that the advantage for low-variance stimuli held regardless of whether feature variance remained constant for a block of trials or changed from trial to trial in unpredictable fashion. ...
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Chapter
This chapter discusses visual short-term memory (VSTM) system. It compares VSTM system with visual long-term memory system. It then discusses the measurement of VSTM, the storage capacity of VSTM, the reasons why VSTM capacity is limited, the nature of VSTM representations, VSTM processes, and the functions of the VSTM process. © 2008 by Steven J. Luck and Andrew Hollingworth. All rights reserved.
Poster
In this study we investigated how the shapes and colors of lines influenced both preference and harmony ratings. We used two types of lines, irregularly jagged and smoothly curved, which were each presented in isolation as well as in side-by-side pairs: both jagged, both curved, and jagged + curved. Colors included eight saturated hues (unique-red, orange, unique-yellow, chartreuse, unique-green, cyan, unique-blue, and purple). Single lines appeared in each of the eight colors. Pairs of lines appeared in one of three color relationships: same hue (identity), adjacent hues (analogous), or opposite hues (complementary). Preference ratings were later obtained from the same participants for the eight individual colors presented as squares in isolation. Harmony ratings were strongly influenced by both line type and color relationship. Single curved lines were judged more harmonious than single jagged lines, curved pairs were more harmonious than jagged pairs, and pairs with different lines types were judged least harmonious. For all line pair types, harmony ratings increased as a function of hue similarity, consistent with Schloss and Palmer's (VSS-07) findings that color harmony is largely driven by hue similarity. In contrast, average preference ratings were only affected by line type: curved single lines were preferred to jagged single lines, and pairs containing same-shaped lines (both curved or both jagged ) were preferred to pairs that contained one line of each type. A regression model predicted 55% of the variance in preference ratings with two predictors: harmony ratings of the corresponding displays and average preference for the line colors in the display.
Article
Citation PARRY MOON and DOMINA EBERLE SPENCER, "Aesthetic Measure Applied to Color Harmony," J. Opt. Soc. Am. 34, 234-242 (1944) http://www.opticsinfobase.org/josa/abstract.cfm?URI=josa-34-4-234
Article
VSTML has a high capacity.¹ We further document its capacity while testing for object-based constraints on capacity. Sample displays had 36 possible element locations (18 filled), followed by a 1 sec interval, and then a test display in which one element moved (a sample element offset and a new test element onset). Capacity was measured with Cowan's K (most conservative, reported here), Pashler's K, and a new K2 to be presented, adapted for the dual events of location-change. Is VSTML capacity fixed by object? In Experiment 1, capacity was reliably higher for displays of one big, 36-location object (K=11.1 elements; 11.1 per object) than for displays of 3 12-location objects (K = 9.8, or 3.3 per object). Clearly, capacity was not fixed by object. Are object representations independent from each other? If so, then capacity could depend on internal object structure but not on relations between objects. Displays were 3 12-location objects. In Experiment 2, element size was constant throughout a display or varied between objects in a display. Variation disrupted symmetry and alignment between objects, and caused capacity to be reduced reliably. In Experiment 3, element shape was constant or varied between objects; variation reduced symmetry, but did not reduce capacity. In Experiments 4 and 5 we also varied elements within object; internal object variation of size and shape reduced capacity more than between-object variation. K ranged from 10.8 to 6.4 elements in these experiments. Object-based models are supported by the greater importance of within-object relative to between-object relations (Experiments 4 and 5) but wounded by flexibility of capacity (Experiment 1) and effects of size relations that span separate objects (Experiment 2).
Poster
Previous research on preference for color combinations investigated pairs of colors (Schloss & Palmer, VSS-07; Ou & Luo, 2006). The current project investigated preference for combinations of three colors in varying proportions. The full set of 37 colors included eight hues (red, orange, yellow, chartreuse, green, cyan, blue and purple) at four saturation/lightness cuts through color space (high-saturation, medium-saturation, light, and dark), as well as five grays. In Experiment 1, displays were 45·-rotated checkerboards whose two colors were always adjacent high-saturation hues. When a third color of any of the remaining six hues was present, it formed squares of three different sizes (large, medium, small) at the intersections of the checkerboard. There were also control displays with no checkerboard. Observers rated their preferences for each display. Later they also rated their preferences for the individual colors in isolation. The results showed that displays containing no third color were most preferred, and preference decreased as the area of the third color increased (p [[lt]].05). When the third color was present, the display was most preferred when the third color was closest in hue to the other two colors, consistent with prior studies of color harmony (Schloss & Palmer, VSS-07). A regression model accounted for 62% of the variance with the following predictors: size of the third color square, average preference for the two individual checkerboard colors, distance in hue between the third color and the checkerboard colors, and redness/greenness of the checkerboard colors. Further experiments examined cases in which adding the third color increased the harmony of the two-color combination, and in which combinations of colors in other cuts of the color space were investigated.
Article
Psychological research on perceptual organization is reviewed, and a theoretical framework is presented to account for it. The review focusses on the organizational phenomena of shape constancy, motion perception, figural goodness, perceptual grouping, and reference frame effects. It is argued that the key to understanding them within a unified framework lies in the concept of local invariance over the group of Euclidean similarity transformations. The theory offered to account for these phenomena is based on a parallel processing system constructed from many spatial analyzers that are related to each other by similarity transformations. They are compared for output equivalence by invariance analyzers and structured more globally by frame analyzers. The latter are used to select the maximally informative (i.e., simplest) organization of sensory data for further processing and shape description.
Chapter
Article
According to a two-step account of the mere-exposure effect, repeated exposure leads to the subjective feeling of perceptual fluency, which in turn influences liking. If so, perceptual fluency manipulated by means other than repetition should influence liking. In three experiments, effects of perceptual fluency on affective judgments were examined. In Experiment 1, higher perceptual fluency was achieved by presenting a matching rather than nonmatching prime before showing a target picture. Participants judged targets as prettier if preceded by a matching rather than nonmatching prime. In Experi- ment 2, perceptual fluency was manipulated by figure-ground contrast. Stimuli were judged as more pretty, and less ugly, the higher the con- trast. In Experiment 3, perceptual fluency was manipulated by presen- tation duration. Stimuli shown for a longer duration were liked more, and disliked less. We conclude (a) that perceptual fluency increases liking and (b) that the experience of fluency is affectively positive, and hence attributed to positive but not to negative features, as reflected in a differential impact on positive and negative judgments. 0
Article
This chapter provides a broad overview of some current theoretical arguments regarding working memory, focusing particularly on visuospatial cognition. It also illustrates how a multiple-component working memory model is particularly fruitful in the study of visual short-term memory function as well as in a range of mental visual imagery tasks performed by healthy adults and by brain damaged individuals with impairments of visuospatial cognition. Working memory is more complex than verbal short-term memory but helps cognitive psychologists to understand important aspects of everyday cognition as well as account for a range of phenomena observed in the laboratory. Working memory refers to the means by which human beings maintain, manipulate, and reinterpret, on a moment to moment basis, information that is required for successful performance of a range of everyday tasks from mental arithmetic. This memory appears to play important roles in acquiring new knowledge and in some aspects of retrieving previously acquired knowledge. It deals with the manipulation and the temporary storage of information and handles memory for appearance, object location, and movement sequences, as well as words, letters, and numbers. This mental workspace comprises elements responsible for temporary storage as well as for manipulation, allowing for memory functions but also allowing for the process of mental discovery and the generation of new knowledge from old.
Article
Detection of change when one display of familiar objects replaces another display might be based purely upon visual codes, or also on identity information (i.e., knowingwhat was presentwhere in the initial display). Displays of 10 alphanumeric characters were presented and, after a brief offset, were presented again in the same position, with or without a change in a single character. Subjects’ accuracy in change detection did not suggest preservation of any more information than is usually available in whole report, except with the briefest of offsets (under 50 msec). Stimulus duration had only modest effects. The interaction of masking with offset duration followed the pattern previously observed with unfamiliar visual stimuli (Phillips, 1974). Accuracy was not reduced by reflection of the characters about a horizontal axis, suggesting that categorical information contributed negligibly. Detection of change appears to depend upon capacity-limited visual memory; (putative) knowledge of what identities are present in different display locations does not seem to contribute.
Article
Efficient visually guided behavior depends on the ability to form, retain, and compare visual representations for objects that may be separated in space and time. This ability relies on a short-term form of memory known as visual working memory. Although a considerable body of research has begun to shed light on the neurocognitive systems subserving this form of memory, few theories have addressed these processes in an integrated, neurally plausible framework. We describe a layered neural architecture that implements encoding and maintenance, and links these processes to a plausible comparison process. In addition, the model makes the novel prediction that change detection will be enhanced when metrically similar features are remembered. Results from experiments probing memory for color and for orientation were consistent with this novel prediction. These findings place strong constraints on models addressing the nature of visual working memory and its underlying mechanisms.
Article
All colors can be described in terms of four non-reducible 'unique' hues: red, green, yellow, and blue [1]. These four hues are also the most common 'focal' colors - the best examples of color terms in language [2]. The significance of the unique hues has been recognized since at least the 14(th) century [3] and is universal [4,5], although there is some individual variation [6,7]. Psychophysical linking hypotheses predict an explicit neural representation of unique hues at some stage of the visual system, but no such representation has been described [8]. The special status of the unique hues "remains one of the central mysteries of color science"[9]. Here we report that a population of recently identified cells in posterior inferior temporal cortex of macaque monkey contains an explicit representation of unique hues.
Article
Previous research has suggested that visual short-term memory has a fixed capacity of about four objects. However, we found that capacity varied substantially across the five stimulus classes we examined, ranging from 1.6 for shaded cubes to 4.4 for colors (estimated using a change detection task). We also estimated the information load per item in each class, using visual search rate. The changes we measured in memory capacity across classes were almost exactly mirrored by changes in the opposite direction in visual search rate (r2=.992 between search rate and the reciprocal of memory capacity). The greater the information load of each item in a stimulus class (as indicated by a slower search rate), the fewer items from that class one can hold in memory. Extrapolating this linear relationship reveals that there is also an upper bound on capacity of approximately four or five objects. Thus, both the visual information load and number of objects impose capacity limits on visual short-term memory.
Article
Imaging studies are consistent with the existence of brain regions specialized for color, but electrophysiological studies have produced conflicting results. Here we address the neural basis for color, using targeted single-unit recording in alert macaque monkeys, guided by functional magnetic resonance imaging (fMRI) of the same subjects. Distributed within posterior inferior temporal cortex, a large region encompassing V4, PITd, and posterior TEO that some have proposed functions as a single visual complex, we found color-biased fMRI hotspots that we call "globs," each several millimeters wide. Almost all cells located in globs showed strong luminance-invariant color tuning and some shape selectivity. Cells in different globs represented distinct visual field locations, consistent with the coarse retinotopy of this brain region. Cells in "interglob" regions were not color tuned, but were more strongly shape selective. Neither population was direction selective. These results suggest that color perception is mediated by specialized neurons that are clustered within the extrastriate brain.
Color matching and color discrimination'', in The Science of Color second edition
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Smith V C, Pokorny J, 2003 Color matching and color discrimination'', in The Science of Color second edition, Ed. S K Shevell (Oxford: Elsevier) pp 103 ^ 148
High capacity visual short term memory for layout'' paper presented at the Annual Meeting of the How high is visual short term memory capacity for layout?'' Attention
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Sanocki T, Sellers E, Mittelstadt J, 2001 High capacity visual short term memory for layout'' paper presented at the Annual Meeting of the Psychonomic Society Orlando, FL (November) Sanocki T, Sellers E, Mittelstadt J, Sulman N, 2010 How high is visual short term memory capacity for layout?'' Attention, Perception, & Psychophysics 72 1097 ^ 1109
Attraction affiliation and attachment
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Zajonc R B, 1971 Attraction affiliation and attachment'', in Man and Beast: Comparative Social Behavior Eds J E Eisenberg, W S Dillon (Washington, DC: Smithsonian Institution Press) pp 141 ^ 179
Cherries among the leaves'', in Color Perception: Philosophical, Psychological, Artistic, and Computational Perspectives
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Mollon J D, 2000 Cherries among the leaves'', in Color Perception: Philosophical, Psychological, Artistic, and Computational Perspectives Ed. S Davis (New York: Oxford University Press) pp 10 ^ 30
The psychology of perceptual organization: A transformational approach'', in Human and Machine Vision Familiarity and visual change detection
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MA: Rockport Publishers) Color relations increase the capacity of visual short-term memory Specialized color modules in macaque extrastriate cortex
  • Chijiiwa H Conway
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Chijiiwa H, 1987 Color Harmony (Rockport, MA: Rockport Publishers) Color relations increase the capacity of visual short-term memory Conway B R, Moeller S, Tsao D Y, 2007 Specialized color modules in macaque extrastriate cortex'' Neuron 56 560 ^ 573
The capacity of visual short-term memory is set both by visual information load and by number of objects'' Psychological Science 15 106 ^ 111 Arnheim R, 1974 Art and Visual Perception: A Psychology of the Creative Eye
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Alvarez G, Cavanagh P, 2004 The capacity of visual short-term memory is set both by visual information load and by number of objects'' Psychological Science 15 106 ^ 111 Arnheim R, 1974 Art and Visual Perception: A Psychology of the Creative Eye (Berkeley, CA: University of California Press) Baddeley A D, Hitch G J, 1974 Working memory'', in The Psychology of Learning and Motiva-tion Ed. G H Bower (New York: Academic Press) pp 47 ^ 89
Principles of Harmony and Contrast of Colors and Their Applications to the Arts Based on the first English edition of 1854 as translated from the
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Chevreul M E, 1839/1987 Principles of Harmony and Contrast of Colors and Their Applications to the Arts (West Chester, PA: West Schiffer Publishing). Based on the first English edition of 1854 as translated from the first French edition, 1839
High capacity visual short term memory for layout” paper presented at the Annual Meeting of the
  • T Sanocki
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