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Part 1: Bag-of-words models
by Li Fei-Fei (Princeton)

Related works
Related works
•
Early “bag of words” models: mostly texture
recognition
–
Cula & Dana, 2001; Leung & Malik 2001; Mori, Belongie & Malik,
2001; Schmid 2001; Varma & Zisserman, 2002, 2003; Lazebnik,
Schmid & Ponce, 2003;
•
Hierarchical Bayesian models for documents
(pLSA, LDA, etc.)
–
Hoffman 1999; Blei, Ng & Jordan, 2004; Teh, Jordan, Beal &
Blei, 2004
•
Object categorization
–
Csurka, Bray, Dance & Fan, 2004; Sivic, Russell, Efros,
Freeman & Zisserman, 2005; Sudderth, Torralba, Freeman &
Willsky, 2005;
•
Natural scene categorization
–
Vogel & Schiele, 2004; Fei-Fei & Perona, 2005; Bosch,
Zisserman & Munoz, 2006

Object
Object
Bag of ‘words’
Bag of ‘words’

Analogy to documents
Analogy to documents
Of all the sensory impressions proceeding to
the brain, the visual experiences are the
dominant ones. Our perception of the world
around us is based essentially on the
messages that reach the brain from our eyes.
For a long time it was thought that the retinal
image was transmitted point by point to visual
centers in the brain; the cerebral cortex was
a movie screen, so to speak, upon which the
image in the eye was projected. Through the
discoveries of Hubel and Wiesel we now
know that behind the origin of the visual
perception in the brain there is a considerably
more complicated course of events. By
following the visual impulses along their path
to the various cell layers of the optical cortex,
Hubel and Wiesel have been able to
demonstrate that the message about the
image falling on the retina undergoes a step-
wise analysis in a system of nerve cells
stored in columns. In this system each cell
has its specific function and is responsible for
a specific detail in the pattern of the retinal
image.
sensory, brain,
visual, perception,
retinal, cerebral cortex,
eye, cell, optical
nerve, image
Hubel, Wiesel
China is forecasting a trade surplus of $90bn
(£51bn) to $100bn this year, a threefold
increase on 2004's $32bn. The Commerce
Ministry said the surplus would be created by
a predicted 30% jump in exports to $750bn,
compared with a 18% rise in imports to
$660bn. The figures are likely to further
annoy the US, which has long argued that
China's exports are unfairly helped by a
deliberately undervalued yuan. Beijing
agrees the surplus is too high, but says the
yuan is only one factor. Bank of China
governor Zhou Xiaochuan said the country
also needed to do more to boost domestic
demand so more goods stayed within the
country. China increased the value of the
yuan against the dollar by 2.1% in July and
permitted it to trade within a narrow band, but
the US wants the yuan to be allowed to trade
freely. However, Beijing has made it clear
that it will take its time and tread carefully
before allowing the yuan to rise further in
value.
China, trade,
surplus, commerce,
exports, imports, US,
yuan, bank, domestic,
foreign, increase,
trade, value

•
Looser definition
–
Independent features
A clarification: definition of “BoW”
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