[HTML][HTML] A developmental approach to machine learning?

LB Smith, LK Slone - Frontiers in psychology, 2017 - frontiersin.org
Visual learning depends on both the algorithms and the training material. This essay
considers the natural statistics of infant-and toddler-egocentric vision. These natural training …

Toddler-inspired visual object learning

S Bambach, D Crandall, L Smith… - Advances in neural …, 2018 - proceedings.neurips.cc
Real-world learning systems have practical limitations on the quality and quantity of the
training datasets that they can collect and consider. How should a system go about choosing …

The developing infant creates a curriculum for statistical learning

LB Smith, S Jayaraman, E Clerkin, C Yu - Trends in cognitive sciences, 2018 - cell.com
New efforts are using head cameras and eye-trackers worn by infants to capture everyday
visual environments from the point of view of the infant learner. From this vantage point, the …

Curriculum learning with infant egocentric videos

S Sheybani, H Hansaria, J Wood… - Advances in Neural …, 2024 - proceedings.neurips.cc
Infants possess a remarkable ability to rapidly learn and process visual inputs. As an infant's
mobility increases, so does the variety and dynamics of their visual inputs. Is this change in …

Self-supervised learning through the eyes of a child

E Orhan, V Gupta, BM Lake - Advances in Neural …, 2020 - proceedings.neurips.cc
Within months of birth, children develop meaningful expectations about the world around
them. How much of this early knowledge can be explained through generic learning …

Real-world visual statistics and infants' first-learned object names

EM Clerkin, E Hart, JM Rehg… - … Transactions of the …, 2017 - royalsocietypublishing.org
We offer a new solution to the unsolved problem of how infants break into word learning
based on the visual statistics of everyday infant-perspective scenes. Images from head …

Across space and time: Infants learn from backward and forward visual statistics

K Tummeltshammer, D Amso, RM French… - Developmental …, 2017 - Wiley Online Library
This study investigates whether infants are sensitive to backward and forward transitional
probabilities within temporal and spatial visual streams. Two groups of 8‐month‐old infants …

Rapid learning of visual ensembles

A Chetverikov, G Campana, A Kristjansson - Journal of vision, 2017 - jov.arvojournals.org
We recently demonstrated that observers are capable of encoding not only summary
statistics, such as mean and variance of stimulus ensembles, but also the shape of the …

Statistical learning of new visual feature combinations by infants

J Fiser, RN Aslin - Proceedings of the National Academy of …, 2002 - National Acad Sciences
The ability of humans to recognize a nearly unlimited number of unique visual objects must
be based on a robust and efficient learning mechanism that extracts complex visual features …

[图书][B] Learning to see: Genetic and environmental influences on visual development

JA Bednar - 2002 - search.proquest.com
How can a computing system as complex as the human visual system be specified and
constructed? Recent discoveries of widespread spontaneous neural activity suggest a …