際際滷

際際滷Share a Scribd company logo
Style Transfer 伎手鍵
碁 蠍一郁規 麹
螳 螳
 碁 蠍一郁規 郁規
 ル螻 貉危 觜, 蠏碁Μ螻  襦蠏碁覦螻 蟯 讌 ル
  螻 苦蟇 覦一磯 蟆 覈
螳 螳
@FuZer @shtowever
螳 螳螳 螳
螳 螳螳 螳
覈谿
1. Style Transfer 蠏瑚 覘螳?
2.  譬襯 Style Transfer
3. Application Style Transfer
4. 螻 ル 蠏
る 螳 牛
 Style Transfer 覿殊  ル語 讌
 Style Transfer  覿
 讌朱 螳 螻給企骸 蟇磯Μ
讌仰
x *  = y
y  y
Backpropagation!
{x : y}
讌仰
x *  = y
y  y
Backpropagation!
{x : y}
"magically make them work on your data"
讌仰
x *  = y
y  y
Backpropagation!
{x : y}
"magically make them work on your data"
讌仰
讌仰
讌仰
Style Transfer 蠏瑚 覘螳?
語ろ蠏碁 磯 螳蟇願?
覈磯殊 YouTube 蟆企慨..
https://youtu.be/ZIwy2pqIFG4
https://youtu.be/xVJwwWQlQ1o
語ろ蠏碁 磯 螳蟇願?
語ろ蠏碁 磯 螳蟇願?
蠍一ヾ 企語  讌
ろ殊 願  ろ朱
語ろ蠏碁 磯 螳蟇願?
蠍一ヾ 企語  讌
ろ殊 願  ろ朱
Content + New Style = ?
Content Image
Content + New Style = ?
Content Image Style Image
Content + New Style = ?
Content Image Style Image
Content + New Style = !
語ろ蠏碁 磯 伎 るジ蟇 螳一?
Style Image
語ろ蠏碁 磯 伎 るジ蟇 螳一?
Style Image
企至 蠏碁 蟆 螳仰窮ロ譯?
企至 蠏碁 蟆 螳仰窮ロ譯?
 蠍一ヾ 企語  讌
企至 蠏碁 蟆 螳仰窮ロ譯?
 蠍一ヾ 企語  讌
 ろ殊 願  ろ朱
企至 蠏碁 蟆 螳仰窮ロ譯?
 企至 企語  讌讌?
 ろ殊 願  ろ朱
企至 蠏碁 蟆 螳仰窮ロ譯?
 企至 企語  讌讌?
 企語 ろ殊 企至 觸伎?
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
企至 企語  讌讌?
https://arxiv.org/abs/1412.0035
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
 企語 螳 谿
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
 企語 螳 谿
豕  企語 X
Regularizer
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
 企語 螳 谿
豕  企語 X
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
 企語 螳 谿
豕  企語 X
企語 貉豸 覲企ゼ 蟲
https://arxiv.org/abs/1412.0035
 企語 螳 谿
豕  企語 X
企至 蠏碁 蟆 螳仰窮ロ譯?
 企至 企語  讌讌? - O
 企語 ろ殊 企至 觸伎?
企語 ろ殊 企至 觸伎?
https://arxiv.org/abs/1505.07376
企語 ろ殊 企至 觸伎?
https://arxiv.org/abs/1505.07376
企語 ろ殊 企至 觸伎?
https://arxiv.org/abs/1505.07376
企至 蠏碁 蟆 螳仰窮ロ譯?
 企至 企語  讌讌? - O
 企語 ろ殊 企至 觸伎? - O
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
豌 Neural Style Transfer朱
螳  朱
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
豌 Neural Style Transfer朱
螳  朱
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
企語  讌 ろ 覲企ゼ 螳蟆
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
企語  讌 ろ 覲企ゼ 螳蟆
企 襦? (觜)
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
A Neural Algorithm of Artistic Style
http://arxiv.org/abs/1508.06576
 譬襯 Style Transfer
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
Markov Random Fields based
https://arxiv.org/abs/1601.04589
Markov Random Fields based
https://arxiv.org/abs/1601.04589
Markov Random Fields based
https://arxiv.org/abs/1601.04589
Can it be applied to video?
https://giphy.com/gifs/art-tech-coding-tY1nqCfIjweGI
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
A Taxonomy of Style Transfer Method
 Image Iteration
 MMD-based
 MRF-based
 Model Iteration
http://arxiv.org/abs/1705.04058
Fast Neural Style Transfer
https://arxiv.org/abs/1603.08155
Fast Neural Style Transfer
https://arxiv.org/abs/1603.08155
Fast Neural Style Transfer
https://arxiv.org/abs/1603.08155
Cycle GAN
https://arxiv.org/abs/1703.10593
Cycle GAN
https://arxiv.org/abs/1703.10593
Cycle GAN is a follow up to Pix2Pix
https://arxiv.org/abs/1611.07004
Pix2Pix
https://arxiv.org/abs/1611.07004
Pix2Pix
https://affinelayer.com/pixsrv/
Pix2Pix
https://arxiv.org/abs/1703.10593
Pix2Pix
https://arxiv.org/abs/1703.10593
Cycle GAN
https://arxiv.org/abs/1703.10593
Cycle GAN
https://arxiv.org/abs/1703.10593
Cycle GAN
https://arxiv.org/abs/1703.10593
Photorealistic Image Stylization
http://arxiv.org/abs/1802.06474
Photorealistic Image Stylization
http://arxiv.org/abs/1802.06474
Photorealistic Image Stylization
http://arxiv.org/abs/1802.06474
Application Style Transfer
Instagram Filter
Style Transfer in Movie
https://arxiv.org/abs/1701.04928v1
Style Transfer in Movie
https://arxiv.org/abs/1701.04928v1
Neural Style Transfer Overview - 2018
DeepArt.io
IF
They Used Style Transfer Methods..
Neural Style Transfer to Audio
https://youtu.be/iUujo7i6P3w
Neural Style Transfer to Audio
https://dmitryulyanov.github.io/audio-texture-synthesis-and-style-transfer/
DeepArt.io
DeepArt.io
DeepArt.io
DeepArt.io
DeepArt.io
Fashion style transfer
https://arxiv.org/abs/1707.09899v1
Fashion style transfer
Fashion style transfer
QR Code With Style Transfer
QR Code With Style Transfer
https://arxiv.org/pdf/1803.01146.pdf
Do It Yourself
https://codelabs.developers.google.com/codelabs/tensorflow-style-transfer-android/
Do It Yourself
https://codelabs.developers.google.com/codelabs/tensorflow-style-transfer-android/
Do It Yourself
螻 ル 蠏
 襯 れ蟆
 襯 れ蟆
https://youtu.be/YoBEGQD3LCc
 襯 れ蟆
Thanks You!

More Related Content

Neural Style Transfer Overview - 2018