Capsule networks as recurrent models of grouping and segmentation

A Doerig, L Schmittwilken, B Sayim… - PLoS computational …, 2020 - journals.plos.org
Classically, visual processing is described as a cascade of local feedforward computations.
Feedforward Convolutional Neural Networks (ffCNNs) have shown how powerful such …

[HTML][HTML] Crowding reveals fundamental differences in local vs. global processing in humans and machines

A Doerig, A Bornet, OH Choung, MH Herzog - Vision research, 2020 - Elsevier
Abstract Feedforward Convolutional Neural Networks (ffCNNs) have become state-of-the-art
models both in computer vision and neuroscience. However, human-like performance of …

Beyond Bouma's window: How to explain global aspects of crowding?

A Doerig, A Bornet, R Rosenholtz… - PLoS computational …, 2019 - journals.plos.org
In crowding, perception of an object deteriorates in the presence of nearby elements.
Although crowding is a ubiquitous phenomenon, since elements are rarely seen in isolation …

Neural dynamics of grouping and segmentation explain properties of visual crowding.

G Francis, M Manassi, MH Herzog - Psychological review, 2017 - psycnet.apa.org
Investigations of visual crowding, where a target is difficult to identify because of flanking
elements, has largely used a theoretical perspective based on local interactions where …

Visual crowding is a combination of an increase of positional uncertainty, source confusion, and featural averaging

WJ Harrison, PJ Bex - Scientific reports, 2017 - nature.com
Although we perceive a richly detailed visual world, our ability to identify individual objects is
severely limited in clutter, particularly in peripheral vision. Models of such “crowding” have …

Can (should) theories of crowding be unified?

MN Agaoglu, STL Chung - Journal of Vision, 2016 - jov.arvojournals.org
Abstract Objects in clutter are difficult to recognize, a phenomenon known as crowding.
There is little consensus on the underlying mechanisms of crowding, and a large number of …

On the contrast dependence of crowding

A Rodriguez, R Granger - Journal of Vision, 2021 - jov.arvojournals.org
Visual clutter affects our ability to see. Objects that would be identifiable on their own may
become unrecognizable when presented close together (“crowding”), but the …

Large depth differences between target and flankers can increase crowding: Evidence from a multi-depth plane display

SP Smithers, Y Shao, J Altham, PJ Bex - eLife, 2023 - elifesciences.org
Crowding occurs when the presence of nearby features causes highly visible objects to
become unrecognizable. Although crowding has implications for many everyday tasks and …

Reply to Pachai et al.

WJ Harrison, PJ Bex - Current Biology, 2016 - cell.com
Peripheral vision is fundamentally limited by the spacing between objects. When asked to
report a target's identity, observers make erroneous reports that sometimes match the …

[HTML][HTML] Crowding and perceptual organization: Target's objecthood influences the relative strength of part-level and configural-level crowding

Y Pirkner, R Kimchi - Journal of Vision, 2017 - iovs.arvojournals.org
In visual crowding, identification of a peripheral object is impaired by nearby objects. Recent
studies have demonstrated that crowding is not limited only to interaction between low-level …