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Björn Stenger
November 9, 2019
Rakuten Institute of Technology
Rakuten, Inc.
2Last accessed on 2019/06/28, https://global.rakuten.com/corp/about/history.html
3accessed on 2019/06/25, https://www.rakuten.co.jp
…
4Image attribution: www.freepik.com
5
https://thispersondoesnotexist.com/
Faces
https://talktotransformer.com/
Music
Images
https://github.com/tamarott/SinGAN
https://make.girls.moe/
Stories
https://openai.com/blog/musenet/
Payne, Christine. "MuseNet." OpenAI, 25
Apr. 2019, openai.com/blog/musenet
6
Toward Human-level Visual Creativity
Image attribution: www.freepik.com
Rate Enhance Create
https://creativecommons.org/licenses/by/2.0/
https://pxhere.com/en/photo/468362 Photo credit: Tetsuhiro Terada
https://creativecommons.org/licenses/by/2.0/
https://www.flickr.com/photos/ttshr1970/25075441461 https://www.flickr.com/photos/pedrosimoes7/190673196
Photo credit: Pedro Ribeiro Simões
https://creativecommons.org/licenses/by/2.0/
7Video credit: Ichiba CWD
8
https://www.flickr.com/photos/cityfoodsters/11652328194
Image credit: City Foodsters
https://www.flickr.com/photos/andrew_annemarie/14605310680
Image credit: Andrew and Annemarie
10Image credit: Rakuten Ads
11Image credit: RIT, Set5 dataset
12
Residual Dense Network
Low Resolution
Raw Image
High Resolution
Down Sample
Difference as Loss
x4
x3
x2
Expected High
Resolution Image
Image credit: RIT, Set5 dataset
13Image credit: Rakuten Travel
14Image credit: Rakuten Travel
15Image credit: Rakuten Travel
16
17
Color template
matching
Banner templateProduct images
Product Genre Color selection
Image credit: Ichiba CWD
18
Complementary colors Harmonic colors
Image credit: Ichiba CWD
1919Image credit: Ichiba CWD
20
Layout Background Foreground Logos FontShapes
logo
obj obj2
text
htext
Text
MyCosmeの
公式アイテム
は
こちら!
Image credit: Rakuten Ads & RIT
21
Image credit: Rakuten Ads
22
SNEAKER SALE Up to 30% off
Generation Ranking
30
Sneaker Sale
Up to
OFF
%
Sneaker
up to 30% off
Sale
Sneaker
up to 30% off
Sale
30
Sneaker Sale
Up to
OFF
%
Images
Text
Styles
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