Object Recognition Flashcards
(211 cards)
What is object recognition for humans?
Perception of familiar items
What is object recognition for computers?
Perception of familiar patterns
Between category discriminations
e.g. Is this a chair, is it not a chair?
Is this object recognition for humans or computers?
Computers
Within category discriminations
e.g. Whose face is this?
Is this object recognition for humans or computers?
Humans
Why is object recognition difficult?
Environment contains hundreds of overlapping objects
Yet perceptual experience is of structured coherent objects which we can recognise, use and usually name
True or False?
Apparent size and shape of an object does not change despite large variations in retinal image
True
Apparent ____ and ____ of an object does not change despite large variations in retinal image
- size
- shape
What are 5 examples of variability in object recognition?
- Translation invariance
- Rotation invariance
- Size invariance
- Colour
- Partial occlusion
and presence of other objects
Define translation invariance
Recognising an object when it is not in the same location as before
Recognising an object when it is not in the same location as before
This is known as…?
Translation invariance
Define rotation invariance
Recognising an object when it is not in the same rotation as before
Recognising an object when it is not in the same rotation as before
This is known as…?
Rotation invariance
Define size invariance
Recognising an object when it is not the same size as before
Recognising an object when it is not the same size as before
This is known as…?
Size invariance
Define colour (variability)
Recognising an object when it is not the same colour as before
Recognising an object when it is not the same colour as before
This is known as…?
Colour (variability)
Define partial occlusion
and presence of other objects
Where an object is blocked off partially by some other object/space
Where an object is blocked off partially by some other object/space
This is known as…?
Partial occlusion
and presence of other objects
What is intra-class variation?
Image variations occur between different images of one class
e.g. These objects are all chairs but they all look so different. (different shapes, structure, colour, height)
Image variations occur between different images of one class
e.g. These objects are all chairs but they all look so different. (different shapes, structure, colour, height)
This is known as…?
Intra-class variation
What are the 2 challenges of object recognition?
- Intra-class variation
- Viewpoint variation
What is viewpoint variation?
Being able to recognise an object even from different viewpoints
Being able to recognise an object even from different viewpoints
This is known as…?
Viewpoint variation
e.g. Recognising that the object is a coffee pot from the top view (looks like a square with a circle in the middle and a rectangle at the side)
This is an example of…?
Viewpoint variation