Lawrence Du week4 slides
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Transcript of Lawrence Du week4 slides
PROBLEM: Creating art for mobile apps takes skill and money.● Stickers are big business
○ LINE messenger - a chat app popular in Asia made over $250 million dollars from stickers in 2015
○ Facebook, Snapchat, and Twitter have augmented their apps with sticker marketplaces
● Artwork can easily meet or exceed the cost of programming for many games today
● In Asia, communicating with sticker art can be easier than writing text on mobile devices
Solution: Use Deep Learning for AI assisted art generation
Intelligent infill
Fake pictures of bedrooms
Solution: Use Deep Learning for AI assisted art generation
Intelligent infill
AI generated music album covers
Using Pokémon as a training set
● Images of 722 Pokémon available ● 76,469 animation frames from the most recent generation (XY)● Feature engineering: 19231 frames from 231 Pokémon selected
for consistent naturalistic morphology.
Using Pokémon as a training set
● Images of 722 Pokémon available ● 76,469 animation frames from the most recent generation (XY)● Feature engineering: 19231 frames from 231 Pokémon selected
for consistent naturalistic morphology.
Implementation
● Wrote DCGAN using
● 30+ neural architecture combinations tested.● Expanded training set size by random application of
brightness, hue, contrast, and left-right transformations.● Training takes 20-30 minutes on Geforce GTX 1060 GPU● Python Flask