Talks and Poster Presentations

Spatial Layout and Composition: Related but Distinct Factors for the Aesthetic Appreciation of Natural Images

August 28, 2024

Poster, 46th European Conference on Visual Perception (ECVP) 2024, Aberdeen, Scotland

Spatial Layout is an important concept in the literature on space and scene perception, while Composition is central in theoretical aesthetics, and art history, philosophy, and education. Both factors depend strongly on perceptual organization, and they could therefore have a similar impact on aesthetic appreciation. We aimed to reveal similarities and differences between both concepts in relation to aesthetic appreciation, by conducting an extensive online study (N=1300) with a diverse stimulus set of real-world images. We collected 7-point ratings for Spatial Layout, Composition, Order, Complexity, Pleasure, and Interest on 160 images of 80 manmade and 80 natural scenes. Participants rated either Composition or Spatial Layout of 40 images in two blocks, after they received a brief explanation with examples of good and bad composition, or clear and unclear spatial layout. In the first block they also rated either Pleasure or Interest, and either Order or Complexity. In the second block they rated the same images again on Composition or Spatial Layout and the remaining two concepts. Participants also completed questionnaires for basic demographics, art-experience, and personality. First analyses with Spearman correlations confirmed that Spatial Layout and Composition can be judged reliably (0.73 and 0.77, respectively) and were highly correlated (0.74), with some unexplained variance suggesting that they are not completely overlapping concepts. Composition was more relevant for Pleasure and Interest (0.77 and 0.70, respectively) than Spatial Layout (0.54 and 0.43, respectively). Order correlated more strongly with Spatial Layout (0.74) than with Composition (0.66), while for Complexity the correlations were both weak but had opposite signs (0.26 for Composition, -0.12 for Spatial Layout). Our findings indicate that Spatial Layout and Composition are related but distinct factors, with unique relationships to different dimensions of aesthetic appreciation. Future analyses of this dataset will provide insight into moderators of these relationships.

Composition and Spatial Layout of Images of Artworks in relation to their Aesthetic Appreciation

May 09, 2024

Poster, International Association of Emprical Aesthetics (IAEA), Palma de Mallorca, Spain

While Composition has been at the center of philosophical aesthetics, art-theoretical discussions, and art education, it has received considerably less attention in empirical aesthetics. The same is true for the notion of Spatial Layout (hereafter “Layout”), which is more central in the literature on space and scene perception. With this large preregistered (https://osf.io/67mx5) online study of 160 artworks, we aim to provide a foundation for future work by investigating the relationship of important aesthetic measures, namely Pleasure, Interest, Order, and Complexity, with Composition and Layout. Our participants were randomly assigned either the Composition or the Layout condition, received definitions and examples of good and poor Composition or clear and unclear Layout, and then viewed 50 randomly selected artworks in two blocks. In the first block they rated them on either Pleasure or Interest, either Order or Complexity, and either Composition or Layout, using 7-point Likert Scales. In the second block they rated the same images again (new random order) on Composition or Layout and on the two remaining aesthetic concepts. Participants also filled out a standard demographics questionnaire, an art-experience questionnaire and scales from selected personality questionnaires for Openness to Experience, Need for Closure, Sensation Seeking and Aesthetic Sensitivity. First results (N=494) show that high ratings for Composition and Layout lead to higher Pleasure ratings. Ratings for Order are highly positively correlated with ratings for Composition and Layout, while ratings for Complexity are negatively correlated with ratings for Composition and Layout. Participants scoring high on Openness and Sensation Seeking require lower scores on Composition and Layout to give higher Pleasure ratings. Composition and Layout are correlated higher for representative artworks than for abstract artworks, and their relationship with other concepts seems to be slightly different. Data collection is still ongoing until we have ratings from 1280 participants. Acknowledgment: This work is funded by an ERC Advanced Grant (No. 101053925) awarded to JW.

Symmetry Detection in Images of Natural Scenes by Humans and Machines

August 31, 2023

Poster, 45th European Conference on Visual Perception (ECVP) 2023, Paphos, Cyprus

Although mirror symmetry is an established and popular principle of perceptual organization, human symmetry detection in images of natural scenes remains highly understudied, when compared to symmetry detection in artificially created dot patterns and shapes. In this multidisciplinary project, we investigate human symmetry detection in 100 images of natural scenes in relation to quantitative metrics derived from computer vision and machine learning. In our study participants were asked to place a rectangular bounding box around an image region they perceived as mirror-symmetric and to indicate the axis of symmetry. They could place as many bounding boxes as they saw fit. For each of them, they also rated the perceived saliency of the region (i.e., how much it popped-out from the background) and the strength of the symmetry (i.e., from rather imperfect to almost perfect symmetry). Statistical analysis of 2173 symmetries by 17 participants so far reveals that participants selected bigger, more salient regions of symmetry first. Vertical axes were much more frequent (around 75%) than horizontal and oblique ones. Horizontally and vertically symmetric regions were found to be more salient and more symmetric than oblique ones. Saliency and strength ratings were moderately correlated (around 0.4) across all regions and images. We used different metrics for image quality assessment to compute symmetry accuracy scores for the bounding boxes, revealing large discrepancies between human and computational symmetry assessment (correlations below 0.1), both for saliency and strength. This emphasizes the need to go beyond traditional computer vision algorithms and employ deep learning models. Human data collection is still ongoing, and we also plan to train a deep learning model on symmetry detection and present it alongside these findings. Open data and methods: https://osf.io/9tf4e/ Acknowledgment: This work is funded by an ERC Advanced Grant (No. 101053925) awarded to JW.

Saliency and strength of mirror symmetry in images of artworks in relation to appreciation and computational metrics

August 26, 2023

Poster, Visual Science of Art Conference (VSAC), Nicosia, Cyprus

The relationship between mirror symmetry and aesthetic appreciation has intrigued vision scientists, empirical esthetics researchers and artists alike, but concrete evidence remains somewhat elusive to this day. In this multidisciplinary project, we investigate human symmetry detection for 100 images of artworks and relate these behavioral data to aesthetic appreciation and computational metrics. Participants were asked to place a rectangular bounding box around an image region they perceived as mirror-symmetric and to indicate the axis of symmetry. They could place as many boxes as they saw fit. For each of them, they also rated the perceived saliency of the region (i.e., how much it popped-out from the background) and the strength of the symmetry (i.e., from rather imperfect to almost perfect symmetry). Statistical analysis of 2839 symmetries by 23 participants so far reveals that participants selected bigger regions of symmetry first and rated them higher on salience and strength of symmetry. Vertical axes of symmetry were most frequently indicated (around 80%). We used different metrics for image quality assessment to compute symmetry accuracy scores for the bounding boxes, revealing large discrepancies between participant ratings and objectively computed symmetry strength. These discrepancies between human and computational symmetry assessment emphasize the need to go beyond computer vision and employ deep learning models. Aesthetic liking of the images, rated by a different pool of observers, seems to be independent from both strength and saliency ratings (correlations <.1). This could be because mirror symmetry is only one aspect of good composition. Human data collection is still ongoing, including aesthetic judgements from the same participants. Additionally, we will train a deep learning model on symmetry detection and figure-ground segmentation, which we will present alongside these findings. Open data and methods: https://osf.io/9tf4e/ Acknowledgment: This work is funded by an ERC Advanced Grant (No. 101053925) awarded to JW.

How to form perceptual memory of multistability: Bias perception but gently

August 29, 2022

Talk, 44th European Conference on Visual Perception (ECVP) 2022, Nijmegen, The Netherlands

When multistable displays are presented intermittently with a long blank interval, they become stabilized via perceptual memory. However, we still lack an understanding of perceptual memory’s role in daily vision, its mechanisms, and even the conditions that lead to its formation. Therefore, we used a reverse correlation method to recover a biasing sequence that forms perceptual memory. In the experiment, participants reported on the direction of rotation of intermittently presented (800 ms on, 1000 ms off) kinetic-depth effect displays. We interleaved fully ambiguous probes (to read out current state of perceptual memory) with biased primes (size/distance cues), randomly disambiguated during the first 300 ms with 10 different bias levels, each lasting 30 ms. We collected 10,000+ trials for three participants. First, we validated the method by computing an average sequence that produced an opposite perceptual dominance in primes: A moderate (50%) bias in favor of the suppressed percept that is gradually reduced to full ambiguity. Next, we repeated the analysis but computed average bias sequences that preceded the dominance change in the following probe. I.e., a prime biasing sequence that established a new perceptual memory. We found the same pattern but with a weaker initial bias. We also computed a bias sequence that reversed the probe (formed perceptual memory) but not the prime itself. Here, an even gentler bias was required. Additional data is necessary to confirm its consistency as such events were rare. In short, to form perceptual memory: gently bias onset perception itself. Open data and methods: https://osf.io/gw7kc/

Proximity, expectations, and attention but not necessarily physics determine perception for simultaneously viewed multiple bistable displays.

August 23, 2021

Poster, 43rd European Conference on Visual Perception (ECVP) , Online

When several multistable displays are viewed at the same time, typically, the same perceptual state tends to be dominant for all stimuli, and perceptual switches tend to occur at the same time (so-called perceptual coupling). We investigated whether this can be altered by an opportunity for a physical interaction between objects. We used a well established version of the walker-on-a-ball display plus a novel display consisting of two rotating gears. In the default configuration, perception for both displays was congruent with physically interacting objects. We gradually altered displays to produce either an abrupt change to the potential interaction (e.g., moving objects away from each other) or to keep it constant despite the visual changes (disambiguating one of the objects). We fit four models that assumed 1) independence of perception of the stimuli, 2) dependence on the stimulus’s properties, 3) dependence on physical configuration alone, and 4) an interaction between stimulus properties and a physical configuration. For the gears display, the perception depended on the stimulus properties, as in perceptual coupling, rather than on the possibility of physical interaction. Regarding the walker-on-the-ball, the perception depended neither on stimulus nor on the possibility of physical interaction but on whether participants were asked to respond on the relative motion of both objects or the absolute motion of the walker alone. This suggests that perception of the walker-on-a-ball was driven primarily by expectations. The results reveal multiple perceptual mechanisms acting at various levels of processing, whereas priors of physical interaction had little influence.

Perceptual Dominance in Face Rivalry Is Driven by Low-Level Properties

August 27, 2019

Poster, 42nd European Conference on Visual Perception (ECVP) 2019, Leuven, Belgium

Two superimposed semitransparent orthogonally oriented faces produce perceptual rivalry with one face being clearly perceived at a time and perception continuously switching between them. We investigated whether perceptual dominance of an individual face is determined by high-level properties, such as gender, age, or emotion, or low-level properties. To this end, we used 20 female and 20 male faces, aged 20 to 25 years, from the Chicago Face Database. They were randomly paired using a round-robin tournament schedule (eight blocks, 20 trials each). Participants viewed a face pair and continuously indicated which face they currently perceive via key presses. We computed two measures of face dominance, (a) as a proportion of trials in which it was the first face perceived at onset and (b) as a proportion of time it was dominant throughout the trial. An exploratory data analysis using linear mixed models showed no systematic relationship between either of the two measures and high-level face descriptors, such as gender, age, or emotions (see https://osf.io/q2fjd). We conclude that in face rivalry, perceptual dominance is determined primarily by low-level features such as the size or relative width of the face, or salient local features such as birthmarks.