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Ecological statistics of Gestalt laws for the perceptual organization of contours
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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A Mathematical Theory of Communication
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On the Lawfulness of Grouping by Proximity
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Organization of smooth image curves at multiple scales
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Potentials, valleys, and dynamic global coverings
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A Bayesian multiple-hypothesis approach to edge grouping and contour segmentation
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Summation of grating patches indicates many types of detector at one retinal location
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Spatial filters and the localization of luminance changes in human vision
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The effect of contour closure on the rapid discrimination of two-dimensional shapes
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Contour integration by the human visual system: Evidence for a local “association field”
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ORGANIZATION AND THE GESTALT TRADITION
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Edge co-occurrence in natural images predicts contour grouping performance
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The role of contrast polarity in perceptual closure
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Evidence for boundary-specific grouping
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Sparse coding with an overcomplete basis set: A strategy employed by V1?
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Collinearity and Parallelism are Statistically Significant Second-Order Relations of Complex Cell Responses
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Laws of organization in perceptual forms.
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Local scale control for edge detection and blur estimation
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Image editing in the contour domain
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The design and use of steerable filters
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Shape representation and recognition from curvature
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Contour grouping with strong prior models
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Segmentation of salient closed contours from real images
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Two Stages of Curve Detection Suggest Two Styles of Visual Computation
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Stochastic Completion Fields: A Neural Model of Illusory Contour Shape and Salience
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Relations between the statistics of natural images and the response properties of cortical cells
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Two-dimensional spatial structure of receptive fields in monkey striate cortex
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Columnar specificity of intrinsic horizontal and corticocortical connections in cat visual cortex
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Ecological Cue-Validity of 'Proximity' and of Other Gestalt Factors
inferredcites →https://doi.org/10.2466/pms.10.1.22-22openalex-snapshot
BRIGHTNESS AND PROXIMITY FACTORS IN GROUPING
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PERCEPTUAL GROUPING AS A FUNCTION OF PROXIMITY
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Configurational effects on the enumeration of dots: Counting by groups
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The relation between proximity and brightness similarity in dot patterns
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Principles Of Gestalt Psychology
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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The Coherence between Feature Similarity and Spatial Proximity Networks Can Predict Perceived Grouping: the Multiplex Cognitive Network Approach
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Randomly oriented edge arrangements dominate naturalistic arrangements in binocular rivalry
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Bayesian hierarchical grouping: Perceptual grouping as mixture estimation.
inferred← citeshttps://doi.org/10.1038/s41583-022-00655-9openalex-snapshot
From cognitive maps to spatial schemas
inferred← citeshttps://doi.org/10.1038/s41598-018-30314-yopenalex-snapshot
The statistical shape of geometric reasoning
inferred← citeshttps://doi.org/10.1038/s41598-018-38029-wopenalex-snapshot
Co-circularity opponency in visual texture
inferred← citeshttps://doi.org/10.1038/s41598-021-96944-xopenalex-snapshot
Grouping strategies in numerosity perception between intrinsic and extrinsic grouping cues
inferred← citeshttps://doi.org/10.1038/s41598-021-97878-0openalex-snapshot
Gestalts at threshold could reveal Gestalts as predictions
inferred← citeshttps://doi.org/10.1038/s41598-022-16040-6openalex-snapshot
Bio-inspired contour extraction via EM-driven deformable and rotatable directivity-probing mask
inferred← citeshttps://doi.org/10.1038/s41598-023-30152-7openalex-snapshot
A fast vanishing point detection method based on row space features suitable for real driving scenarios
inferred← citeshttps://doi.org/10.1038/s41598-024-54755-wopenalex-snapshot
Spike synchrony as a measure of Gestalt structure
inferred← citeshttps://doi.org/10.1038/s42003-024-05846-xopenalex-snapshot
Bounded contribution of human early visual cortex to the topographic anisotropy in spatial extent perception
inferred← citeshttps://doi.org/10.1049/iet-cvi.2015.0030openalex-snapshot
Perceptual edge detection via entropy‐driven gradient evaluation
inferred← citeshttps://doi.org/10.1068/p5265openalex-snapshot
Psychophysics with Junctions in Real Images
inferred← citeshttps://doi.org/10.1068/p5655openalex-snapshot
Does Contour Classification Precede Contour Grouping in Perception of Partially Visible Figures?
inferred← citeshttps://doi.org/10.1073/pnas.0408444102openalex-snapshot
Visual extrapolation of contour geometry
inferred← citeshttps://doi.org/10.1073/pnas.0506728103openalex-snapshot
Demonstration of cue recruitment: Change in visual appearance by means of Pavlovian conditioning
inferred← citeshttps://doi.org/10.1073/pnas.0812860106openalex-snapshot
Natural images dominate in binocular rivalry
inferred← citeshttps://doi.org/10.1073/pnas.1903887116openalex-snapshot
Ecological origins of perceptual grouping principles in the auditory system
inferred← citeshttps://doi.org/10.1080/00087041.2016.1236509openalex-snapshot
Exploiting Illusory Grid Lines for Object-Location Memory Performance in Urban Topographic Maps
inferred← citeshttps://doi.org/10.1080/09515081003727483openalex-snapshot
Two psychologies of perception and the prospect of their synthesis
inferred← citeshttps://doi.org/10.1080/09548980701580444openalex-snapshot
First-order and second-order statistical analysis of 3d and 2d image structure
inferred← citeshttps://doi.org/10.1080/09548980701642277openalex-snapshot
Local statistics of retinal optic flow for self-motion through natural sceneries
inferred← citeshttps://doi.org/10.1080/09548980802368764openalex-snapshot
Efficient encoding of natural optic flow
inferred← citeshttps://doi.org/10.1080/13546800802550134openalex-snapshot
Grouping in object recognition: The role of a Gestalt law in letter identification
inferred← citeshttps://doi.org/10.1080/13658816.2025.2531186openalex-snapshot
Permutation entropy-based quantification for joint effect of gestalt principles on grouping segments of cross-curves
inferred← citeshttps://doi.org/10.1080/17470218.2015.1083595openalex-snapshot
The objects of visuospatial short-term memory: Perceptual organization and change detection
inferred← citeshttps://doi.org/10.1080/23311916.2023.2175882openalex-snapshot
Application of Kansei engineering to Turkish coffee makers: Connections between hedonic factors and design features
inferred← citeshttps://doi.org/10.1080/24751448.2025.2534780openalex-snapshot
Decoding Proximity Principle Using Visual Attention Software (VAS)
inferred← citeshttps://doi.org/10.1086/715105openalex-snapshot
Un-debunking Ordinary Objects with the Help of Predictive Processing
inferred← citeshttps://doi.org/10.1086/725094openalex-snapshot
Contours of Vision: Towards a Compositional Semantics of Perception
inferred← citeshttps://doi.org/10.1088/0954-898x/14/3/301openalex-snapshot
Image/source statistics of surfaces in natural scenes
inferred← citeshttps://doi.org/10.1093/acprof:oso/9780195387247.001.0001openalex-snapshot
Sensory Cue Integration
inferred← citeshttps://doi.org/10.1093/acprof:oso/9780195387247.003.0001openalex-snapshot
Ideal-Observer Models of Cue Integration
inferred← citeshttps://doi.org/10.1093/cercor/bhw064openalex-snapshot
Evidence of Stereoscopic Surface Disambiguation in the Responses of V1 Neurons
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780190917982.013.19openalex-snapshot
Perceptual Attributes in Memory Research
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199675111.013.025openalex-snapshot
Bayesian Models of Attention
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.001.0001openalex-snapshot
The Oxford Handbook of Perceptual Organization
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.013.028openalex-snapshot
Individual Differences in Local and Global Perceptual Organization
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.013.049openalex-snapshot
Probabilistic models of perceptual features
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.013.060openalex-snapshot
Traditional and New Principles of Perceptual Grouping
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.013.061openalex-snapshot
Visual Representation of Contour and Shape
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199686858.013.12openalex-snapshot
Bridging the Dimensional Gap
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199829347.013.6openalex-snapshot
Visual Interpolation and Extrapolation of Contours
inferred← citeshttps://doi.org/10.1097/dad.0b013e318047bb40openalex-snapshot
Visual Perception and Consciousness in Dermatopathology: Mechanisms of Figure-Ground Segregation Account for Errors in Diagnosis
inferred← citeshttps://doi.org/10.1109/access.2019.2923024openalex-snapshot
Semantic Segmentation of Transmission Lines and Their Accessories Based on UAV-Taken Images
inferred← citeshttps://doi.org/10.1109/acssc.2009.5469993openalex-snapshot
A framework for perceptual image analysis
inferred← citeshttps://doi.org/10.1109/cbmi.2007.385387openalex-snapshot
The Analysis of Saliency Processes and its Application to Grouping Cues Design
inferred← citeshttps://doi.org/10.1109/cec.2009.4983245openalex-snapshot
Visualisation of Building Blocks in Evolutionary Algorithms
inferred← citeshttps://doi.org/10.1109/cvpr.2004.1315211openalex-snapshot
On the distribution of saliency
inferred← citeshttps://doi.org/10.1109/cvpr.2004.385openalex-snapshot
Learning Perceptual Organization with a Developmental Robot
inferred← citeshttps://doi.org/10.1109/cvpr.2006.291openalex-snapshot
Statistical Analysis of Local 3D Structure in 2D Images
inferred← citeshttps://doi.org/10.1109/cvpr.2008.4587439openalex-snapshot
Unsupervised estimation of segmentation quality using nonnegative factorization
inferred← citeshttps://doi.org/10.1109/cvpr.2015.7298795openalex-snapshot
Making better use of edges via perceptual grouping
inferred← citeshttps://doi.org/10.1109/cvpr42600.2020.00903openalex-snapshot
Phase Consistent Ecological Domain Adaptation
inferred← citeshttps://doi.org/10.1109/cvpr46437.2021.00424openalex-snapshot
Line Segment Detection Using Transformers without Edges
inferred← citeshttps://doi.org/10.1109/cvpr46437.2021.01188openalex-snapshot
PQA: Perceptual Question Answering
inferred← citeshttps://doi.org/10.1109/cvprw.2006.117openalex-snapshot
Learning Association Fields from Natural Images
inferred← citeshttps://doi.org/10.1109/cvprw.2006.133openalex-snapshot
Multi-modal Scene Reconstruction using Perceptual Grouping Constraints
inferred← citeshttps://doi.org/10.1109/cvprw.2006.134openalex-snapshot
Multi-Scale Contour Extraction Based on Natural Image Statistics
inferred← citeshttps://doi.org/10.1109/cvprw.2006.59openalex-snapshot
Consistency of location and gradient judgments of visually-interpolated contours
inferred← citeshttps://doi.org/10.1109/cvprw.2006.61openalex-snapshot
Contour extrapolation using probabilistic cue combination
inferred← citeshttps://doi.org/10.1109/cvprw.2008.4562980openalex-snapshot
Hierarchical image segmentation by polygon grouping
inferred← citeshttps://doi.org/10.1109/cvprw.2012.6239173openalex-snapshot
To complete or not to complete: Gap completion in real images
inferred← citeshttps://doi.org/10.1109/iccsit.2009.5234642openalex-snapshot
A hierarchy grouping model based on gestalt perceptual cues
inferred← citeshttps://doi.org/10.1109/iccv.2005.213openalex-snapshot
Scale-invariant contour completion using conditional random fields
inferred← citeshttps://doi.org/10.1109/iccv.2015.164openalex-snapshot
Holistically-Nested Edge Detection
inferred← citeshttps://doi.org/10.1109/icesit53460.2021.9696471openalex-snapshot
Imitating the Biological Vision Mechanism for Orientation Estimation
inferred← citeshttps://doi.org/10.1109/icinfa.2008.4608230openalex-snapshot
A systematic method for illusory contour
inferred← citeshttps://doi.org/10.1109/icnc.2007.316openalex-snapshot
Contour Detection Based on Self-Organizing Feature Clustering
inferred← citeshttps://doi.org/10.1109/icpads60453.2023.00338openalex-snapshot
Neighborhood Attention-based Transformer Line Segment Detector with Edge Computing
inferred← citeshttps://doi.org/10.1109/icsap.2009.8openalex-snapshot
A Novel Measurement and Statistics of Similarity Cue for Edges in Contour Grouping
inferred← citeshttps://doi.org/10.1109/infvis.2003.1249005openalex-snapshot
A model of multi-scale perceptual organization in information graphics
inferred← citeshttps://doi.org/10.1109/jproc.2014.2314723openalex-snapshot
Stereo, Shading, and Surfaces: Curvature Constraints Couple Neural Computations
inferred← citeshttps://doi.org/10.1109/jproc.2015.2434601openalex-snapshot
The Visual System's Internal Model of the World
inferred← citeshttps://doi.org/10.1109/mfi.2014.6997652openalex-snapshot
A biologically-inspired model for dynamic saliency detection
inferred← citeshttps://doi.org/10.1109/siu.2016.7495973openalex-snapshot
Hyperspectral image segmentation based on spatial model
inferred← citeshttps://doi.org/10.1109/siu.2017.7960320openalex-snapshot
Vegetation detection with spatial segmentation and spectral indices
inferred← citeshttps://doi.org/10.1109/smc.2016.7844556openalex-snapshot
The use of deep learning and mean shift to learn global and local processing in human visual perception
inferred← citeshttps://doi.org/10.1109/tip.2008.2002306openalex-snapshot
Adaptive Pseudo Dilation for Gestalt Edge Grouping and Contour Detection
inferred← citeshttps://doi.org/10.1109/tip.2010.2087766openalex-snapshot
In Search of Perceptually Salient Groupings
inferred← citeshttps://doi.org/10.1109/tip.2017.2703081openalex-snapshot
Hierarchical Contour Closure-Based Holistic Salient Object Detection
inferred← citeshttps://doi.org/10.1109/tpami.2003.1201818openalex-snapshot
Contour grouping with prior models
inferred← citeshttps://doi.org/10.1109/tpami.2006.249openalex-snapshot
On the Distribution of Saliency
inferred← citeshttps://doi.org/10.1109/tpami.2006.86openalex-snapshot
A coherent computational approach to model bottom-up visual attention
inferred← citeshttps://doi.org/10.1109/tpami.2011.262openalex-snapshot
A Tangent Bundle Theory for Visual Curve Completion
inferred← citeshttps://doi.org/10.1109/tpami.2023.3333352openalex-snapshot
Shape-Based Measures Improve Scene Categorization
inferred← citeshttps://doi.org/10.1109/tvcg.2013.65openalex-snapshot
Splatterplots: Overcoming Overdraw in Scatter Plots
inferred← citeshttps://doi.org/10.1109/vcip.2012.6410824openalex-snapshot
Sparse representation of texture patches for low bit-rate image compression
inferred← citeshttps://doi.org/10.1109/vcip.2013.6706384openalex-snapshot
Perceptual grouping via untangling Gestalt principles
inferred← citeshttps://doi.org/10.1111/bjop.12547openalex-snapshot
How do humans group non‐rigid objects in multiple object tracking?: Evidence from grouping by self‐rotation
inferred← citeshttps://doi.org/10.1111/cogs.13070openalex-snapshot
Euclid's Random Walk: Developmental Changes in the Use of Simulation for Geometric Reasoning
inferred← citeshttps://doi.org/10.1111/nyas.12575openalex-snapshot
Competition with and without priority control: linking rivalry to attention through winner‐take‐all networks with memory
inferred← citeshttps://doi.org/10.1117/12.2224165openalex-snapshot
Semantic segmentation of multispectral overhead imagery
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