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 …
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
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 …
them. How much of this early knowledge can be explained through generic learning …
[PDF][PDF] Active Viewing in Toddlers Facilitates Visual Object Learning: An Egocentric Vision Approach.
Early visual object recognition in a world full of cluttered visual information is a complicated
task at which toddlers are incredibly efficient. In their everyday lives, toddlers constantly …
task at which toddlers are incredibly efficient. In their everyday lives, toddlers constantly …
[HTML][HTML] A developmental approach to machine learning?
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 …
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 …
training datasets that they can collect and consider. How should a system go about choosing …
The developing infant creates a curriculum for statistical learning
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 …
visual environments from the point of view of the infant learner. From this vantage point, the …
Learning high-level visual representations from a child's perspective without strong inductive biases
Young children develop sophisticated internal models of the world based on their visual
experience. Can such models be learned from a child's visual experience without strong …
experience. Can such models be learned from a child's visual experience without strong …
A computational model of early word learning from the infant's point of view
Human infants have the remarkable ability to learn the associations between object names
and visual objects from inherently ambiguous experiences. Researchers in cognitive …
and visual objects from inherently ambiguous experiences. Researchers in cognitive …
From simple innate biases to complex visual concepts
Early in development, infants learn to solve visual problems that are highly challenging for
current computational methods. We present a model that deals with two fundamental …
current computational methods. We present a model that deals with two fundamental …
Infants tailor their attention to maximize learning
Infants' remarkable learning abilities allow them to rapidly acquire many complex skills. It
has been suggested that infants achieve this learning by optimally allocating their attention …
has been suggested that infants achieve this learning by optimally allocating their attention …