Lecture 1 Flashcards
computer vision
scientific filed that makes computers perceive the world through vision
application of computer vision
object detection
object recognition
object segmentation
optical flow
a technique used to describe image motion
object segmentation
separation of an image from its background
function of the retina
transduces incoming light into neural signals
perception of the retina
higher resolution in the center and lower in the periphery
receptors of the retina
rods and cones
rods receptors respond to
light intensity
cons receptors responds to
color wavelengths
True or False
rods are color-sensitive
False
blinds spot
where the optic nerve exits the eye
where in the eye there is a higher density
at the fovea
the function of the Lateral Geniculate Nucleus (LGN)
a gateway, sends information from the eyes (retina) to the visual cortex
function of the primary visual cortex (V1)
detecting edges
Higher Visual Cortices
- hierarchical organization
V1-V2-V4-IT - receptive fields: spatially and response-wise
- what pathway
receptive fields
spatially - part of the visual field the neuron looks at
response-wise - kind of stimulus that will activate the neuron
they increase in size in the hierarchy of visual (ventral) processing, allowing to docs on more complex details of the image
Ex. The picture of the dog on the slide
(focusing on its spots - respond are V1)
focusing on the head - respond area IT)
spatially receptive fields
part of the visual filed the neuron looks at
response-wise receptive fields
kind of stimuli that will activate the neuron, increases the size in the hierarchy of visual processing
invariant representation
Moving from low cortical areas (V1) to high cortical areas (IT).
our visual system can deal with recognizing images when they vary in different ways
variant representation
pixels representation
visual cortex processing
extracts information to support scene recognition
Where does processing happen in the visual system
retina
Invariance
the ability to recognize an object even when it’s appearance varies in different ways
Vision
The process of extracting information about the external world from the light reflected or emitted by objects and surfaces
Object recognition
The ability to accurately discriminate each named object or set of objects from all other possible objects
“What” pathway
responsible for identification
comparing lowest vs highest level organization, all kinds of variations are captured well in “what pathway”
ex. identifying Brad Pit
Manifold Model takeaway
the brain is doing untangled representation and make sure when the hierarchical level increases, the representation becomes invariant