Spontaneous representation of numerosity zero in a deep neural network for visual object recognition

Topographic maps representing haptic numerosity reveals distinct sensory representations in supramodal networks

(2021) Shir Hofstetter et al.   Nature Communications

Visual number sense in untrained deep neural networks

(2021) Gwangsu Kim et al.   Science Advances

Behavioral and neuronal representation of numerosity zero in the crow

(2021) Maximilian E. Kirschhock et al.   JOURNAL OF NEUROSCIENCE

Topographic numerosity maps cover subitizing and estimation ranges

(2021) Yuxuan Cai et al.   Nature Communications

Deep Image Prior

(2020) Dmitry Ulyanov et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Format-dependent and format-independent representation of sequential and simultaneous numerosity in the crow endbrain

(2020) Helen M. Ditz et al.   Nature Communications

The Adaptive Value of Numerical Competence

(2020) Andreas Nieder   TRENDS IN ECOLOGY & EVOLUTION

Working memory representation of empty sets in the primate parietal and prefrontal cortices

(2019) Araceli Ramirez-Cardenas et al.   CORTEX

Number detectors spontaneously emerge in a deep neural network designed for visual object recognition

(2019) Khaled Nasr et al.   Science Advances

Neurons in the Endbrain of Numerically Naive Crows Spontaneously Encode Visual Numerosity

(2018) Lysann Wagener et al.   CURRENT BIOLOGY

Numerical ordering of zero in honey bees

(2018) Scarlett R. Howard et al.   SCIENCE

Early Numerosity Encoding in Visual Cortex Is Not Sufficient for the Representation of Numerical Magnitude

(2018) Michele Fornaciai et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Single Neurons in the Human Brain Encode Numbers

(2018) Esther F. Kutter et al.   NEURON

Neuronal Representation of Numerosity Zero in the Primate Parieto-Frontal Number Network

(2016) Araceli Ramirez-Cardenas et al.   CURRENT BIOLOGY

Sensory and Working Memory Representations of Small and Large Numerosities in the Crow Endbrain

(2016) Helen M. Ditz et al.   JOURNAL OF NEUROSCIENCE

Neural Tuning to Numerosity Relates to Perceptual Tuning in 3–6-Year-Old Children

(2016) Alyssa J. Kersey et al.   JOURNAL OF NEUROSCIENCE

Using goal-driven deep learning models to understand sensory cortex

(2016) Daniel L K Yamins et al.   NATURE NEUROSCIENCE

The neuronal code for number

(2016) Andreas Nieder   NATURE REVIEWS NEUROSCIENCE

Effects of adaptation on numerosity decoding in the human brain

(2016) E. Castaldi et al.   NEUROIMAGE

Representing Something Out of Nothing: The Dawning of Zero

(2016) Andreas Nieder   TRENDS IN COGNITIVE SCIENCES

Differential Impact of Behavioral Relevance on Quantity Coding in Primate Frontal and Parietal Neurons

(2015) Pooja Viswanathan et al.   CURRENT BIOLOGY

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Neurons selective to the number of visual items in the corvid songbird endbrain

(2015) Helen M. Ditz et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Representation of the Numerosity ‘zero’ in the Parietal Cortex of the Monkey

(2015) Sumito Okuyama et al.   Scientific Reports

Performance-optimized hierarchical models predict neural responses in higher visual cortex

(2014) D. L. K. Yamins et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Neuronal correlates of a visual "sense of number" in primate parietal and prefrontal cortices

(2013) P. Viswanathan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Nothing to it: Precursors to a zero concept in preschoolers

(2012) Dustin J. Merritt et al.   BEHAVIOURAL PROCESSES

Emergence of a 'visual number sense' in hierarchical generative models

(2012) Ivilin Stoianov et al.   NATURE NEUROSCIENCE

Tuning to non-symbolic proportions in the human frontoparietal cortex

(2009) Simon N. Jacob et al.   EUROPEAN JOURNAL OF NEUROSCIENCE

Newborn infants perceive abstract numbers

(2009) V. Izard et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Compressed Scaling of Abstract Numerosity Representations in Adult Humans and Monkeys

(2008) Katharina Merten et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Discrimination of small numerosities in young chicks.

(2008) Rosa Rugani et al.   JOURNAL OF EXPERIMENTAL PSYCHOLOGY-ANIMAL LEARNING AND COGNITION