Week 6: Object Recognition Flashcards
(124 cards)
allows consistent identification despite changes
in viewpoint, size, lighting, and occlusion
Invariant object recognition
ensure recognition from various angles and sizes
Viewpoint and size invariance
Occlusion tolerance
allows recognition
even when objects are partially hidden
How does Context, memory, and attention further
enhance recognition?
by integrating
familiar environments and past experiences.
provide insights into the processes and mechanisms
of object recognition
Behavioral and psychophysics studies
reveals the specificity of visual deficits from brain damage, showing how
different areas contribute to various aspects of vision.
Lesion work
provides a macroscale view, identifying regions involved in visual processing
and their functions
Neuroimaging
examines individual neuron responses to objects and stimuli, offering a
microscale perspective.
Electrophysiology
helps uncover the underlying algorithms that simulate how the brain processes visual information for object recognition.
Computational modeling
Why is foveating crucial for object recognition?
it allows the visual system
to focus on specific regions of interest
with high resolution, while peripheral
vision captures less detailed information
As it highlights importance of foveating by
demonstrating how eye movements and
fixation patterns change based on the
task at hand; What does Yarbus experiments suggest?
that the brain
directs the fovea to areas most relevant for processing and interpreting visual information
extends beyond the primary visual cortex to multiple areas in the visual processing hierarchy
large cortical allocation to
foveal vision
extensive allocation
highlights the fovea’s key role in what?
high-resolution vision and
complex visual tasks,
underscoring its importance
throughout visual processing
stages.
Characteristics of p-cells
smaller cell bodies, smaller receptive fields, its color sensitive, sustained response, ventral pathway
Characteristics of m-cells
larger cell bodies, larger receptive fields, its NOT color sensitive, transient response, dorsal pathway
In the early stages, the representation of visual information does what?
Significantly diverges from the sensory input.
What does the combinatorial and hierarchical transformation of visual info enable?
the recognition of
increasingly complex patterns such as oriented lines and
gratings through the integration of simpler receptive field (RF)
inputs.
As visual information progresses from retina to the primary
visual cortex (V1), it undergoes a __________________________.
combinatorial and hierarchical transformation
motion detection
middle temporal area (MT)
color processing
V4
where information
from multiple neurons converges to shape more complex and specialized visual processing capabilities.
convergent inputs
What is the key to emerging complex receptive fields ?
The principle of multiple neurons from an earlier
area (closer to retina input) converging onto a
single neuron in a subsequent area
What does the Hierarchical Organization Across Visual Cortex allow for?
the integration of simple visual inputs, and further synthesis of sophisticated representations in extrastriate areas
The principle of multiple neurons from an earlier
area (closer to retina input) converging onto a
single neuron in a subsequent area is essential for?
the brain’s ability to
interpret complex visual scenes, gradually
constructing detailed and nuanced representations from basic visual elements.