Download - Vango Project
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Van GoYour personal art curator
Zuzanna Klyszejko
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Problem When you’re visiting a new place your time is limited
There is too much to see
You need to make a choice
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If a visitor wants to see only landscapes and plants, there should be a way to choose a subset of museum
objects that makes the most of their time
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”This painting was said by him to have been inspired by
the work of Li Cheng, a tenth-century landscape artist.
Its spare, rather dry brushwork again repeats the
deliberately simple, austere quality that is the feature
of many so-called literati paintings. Hanging scroll.
Landscape. Bare trees in winter, with reference to Li
Cheng (919-67) and a river. Painted in a very dry style.
Inscriptions and seals. Ink on paper.”
Scraped 100 000 curatorial descriptions of paintings and drawings from British Museum’s database
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”this painting be say by him to have be inspire by the work of li cheng , a tenth - century landscape artist . its spare , rather dry brushwork again repeat the deliberately simple , austere quality that be the feature of many so - call literati painting . hang scroll . landscape . bare tree in winter , with reference to li cheng ( 919 - 67 ) and a river . paint in a very dry style . inscription and seal . ink on paper.”
Tokenizing and Lemmatizing
Scraped 100 000 curatorial descriptions of paintings and drawings from British Museum’s database
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Tokenizing and Lemmatizing
Count Vectorizer + TFIDF
Scraped 100 000 curatorial descriptions of paintings and drawings from British Museum’s database
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Tokenizing and Lemmatizing
Count Vectorizer + TFIDF
Latent Semantic Analysis (PCA)
Scraped 100 000 curatorial descriptions of paintings and drawings from British Museum’s database
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Tokenizing and Lemmatizing
Count Vectorizer + TFIDF
Latent Semantic Analysis (PCA)
Cosine similarity
Scraped 100 000 curatorial descriptions of paintings and drawings from British Museum’s database
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How does it work in practice? Demo
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Problem: Validation
Landscapehut
lake
cliff
mountainamid
bridge
cattledistance
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Landscape
hut
tree
lake river
cliff
mountainamid
bridge cattle
bank
distance
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stream
Landscape
boat
fish
wind
windmill
Landscape
hut
lake river
cliff
mountainamid
bridge cattle
distance
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Landscape
hut
tree
stream
lake river
cliff
mountainamid
bridge cattle
bank
distance
Landscape
boat
fish
wind
windmill
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hut
tree
stream
lake river
cliff
mountainamid
bridge cattle
bank
distance
boat
fish
wind
windmill
Landscape Landscape
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treeriver
cliff
mountain
cattle
bank
JACCARD INDEX
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Dataset 1
Train a model
Dataset 2
Train a model
Dataset 3
Train a model
K-fold cross validation to verify the model using Jaccard index
“landscape”
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About me
PhD in Cognitive Neuroscience (NYU)
VanGo web app: vango.hopto.org
Zuzanna Klyszejko
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