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Cvpr2007 object category recognition p0 - introduction
1.
Li Fei-Fei, Princeton
Rob Fergus, MIT Antonio Torralba, MIT CVPR 2007 Minneapolis, Short Course, June 17 Recognizing and Learning Object Categories: Year 2007
2.
3.
4.
perceptible vision material
thing
5.
6.
Bruegel, 1564
7.
How many object
categories are there? ~10,000 to 30,000 Biederman 1987
8.
So what does
object recognition involve?
9.
Verification: is that
a lamp?
10.
Detection: are there
people?
11.
Identification: is that
Potala Palace?
12.
Object categorization mountain
building tree banner vendor people street lamp
13.
14.
Computational photography
15.
16.
Improving online search
Query: STREET Organizing photo collections
17.
Challenges 1: view
point variation Michelangelo 1475-1564
18.
Challenges 2: illumination
slide credit: S. Ullman
19.
Challenges 3: occlusion
Magritte, 1957
20.
Challenges 4: scale
21.
Challenges 5: deformation
Xu, Beihong 1943
22.
Challenges 6: background
clutter Klimt, 1913
23.
History: single object
recognition
24.
25.
Challenges 7: intra-class
variation
26.
History: early object
categorization
27.
28.
~10,000 to 30,000
29.
30.
31.
32.
33.
34.
35.
36.
37.
38.
39.
40.
41.
42.
43.
44.
45.
46.
Hoiem, Efros, Herbert,
2006
47.
OBJECTS ANIMALS INANIMATE
PLANTS MAN-MADE NATURAL VERTEBRATE … .. MAMMALS BIRDS GROUSE BOAR TAPIR CAMERA
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