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Neural Style Transfer Overview - 2018
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SeungHyun Jeon
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Neural Style Transfer Overview - 2018
1.
Style Transfer 伎手鍵 碁
蠍一郁規 麹
2.
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
3.
螳 螳 @FuZer @shtowever
4.
螳 螳螳 螳
5.
螳 螳螳 螳
6.
覈谿 1. Style Transfer
蠏瑚 覘螳? 2. 譬襯 Style Transfer 3. Application Style Transfer 4. 螻 ル 蠏
7.
る 螳 牛
Style Transfer 覿殊 ル語 讌 Style Transfer 覿 讌朱 螳 螻給企骸 蟇磯Μ
8.
讌仰 x *
= y y y Backpropagation! {x : y}
9.
讌仰 x *
= y y y Backpropagation! {x : y} "magically make them work on your data"
10.
讌仰 x *
= y y y Backpropagation! {x : y} "magically make them work on your data"
11.
讌仰
12.
讌仰
13.
讌仰
14.
Style Transfer 蠏瑚
覘螳?
15.
語ろ蠏碁 磯 螳蟇願?
16.
覈磯殊 YouTube 蟆企慨..
17.
https://youtu.be/ZIwy2pqIFG4
18.
https://youtu.be/xVJwwWQlQ1o
19.
語ろ蠏碁 磯 螳蟇願?
20.
語ろ蠏碁 磯 螳蟇願? 蠍一ヾ
企語 讌 ろ殊 願 ろ朱
21.
語ろ蠏碁 磯 螳蟇願? 蠍一ヾ
企語 讌 ろ殊 願 ろ朱
22.
Content + New
Style = ? Content Image
23.
Content + New
Style = ? Content Image Style Image
24.
Content + New
Style = ? Content Image Style Image
25.
Content + New
Style = !
26.
語ろ蠏碁 磯 伎
るジ蟇 螳一? Style Image
27.
語ろ蠏碁 磯 伎
るジ蟇 螳一? Style Image
28.
企至 蠏碁 蟆
螳仰窮ロ譯?
29.
企至 蠏碁 蟆
螳仰窮ロ譯? 蠍一ヾ 企語 讌
30.
企至 蠏碁 蟆
螳仰窮ロ譯? 蠍一ヾ 企語 讌 ろ殊 願 ろ朱
31.
企至 蠏碁 蟆
螳仰窮ロ譯? 企至 企語 讌讌? ろ殊 願 ろ朱
32.
企至 蠏碁 蟆
螳仰窮ロ譯? 企至 企語 讌讌? 企語 ろ殊 企至 觸伎?
33.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
34.
企至 企語
讌讌? https://arxiv.org/abs/1412.0035
35.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035
36.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035
37.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035
38.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035 企語 螳 谿
39.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035 企語 螳 谿 豕 企語 X Regularizer
40.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035 企語 螳 谿 豕 企語 X
41.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035 企語 螳 谿 豕 企語 X
42.
企語 貉豸 覲企ゼ
蟲 https://arxiv.org/abs/1412.0035 企語 螳 谿 豕 企語 X
43.
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?
44.
企語 ろ殊 企至
觸伎? https://arxiv.org/abs/1505.07376
45.
企語 ろ殊 企至
觸伎? https://arxiv.org/abs/1505.07376
46.
企語 ろ殊 企至
觸伎? https://arxiv.org/abs/1505.07376
47.
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
48.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
49.
A Neural Algorithm
of Artistic Style 豌 Neural Style Transfer朱 螳 朱 http://arxiv.org/abs/1508.06576
50.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
51.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
52.
A Neural Algorithm
of Artistic Style 豌 Neural Style Transfer朱 螳 朱 http://arxiv.org/abs/1508.06576
53.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
54.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
55.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576 企語 讌 ろ 覲企ゼ 螳蟆
56.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576 企語 讌 ろ 覲企ゼ 螳蟆 企 襦? (觜)
57.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
58.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
59.
A Neural Algorithm
of Artistic Style http://arxiv.org/abs/1508.06576
60.
譬襯 Style
Transfer
61.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
62.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
63.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
64.
Markov Random Fields
based https://arxiv.org/abs/1601.04589
65.
Markov Random Fields
based https://arxiv.org/abs/1601.04589
66.
Markov Random Fields
based https://arxiv.org/abs/1601.04589
67.
Can it be
applied to video? https://giphy.com/gifs/art-tech-coding-tY1nqCfIjweGI
68.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
69.
A Taxonomy of
Style Transfer Method Image Iteration MMD-based MRF-based Model Iteration http://arxiv.org/abs/1705.04058
70.
Fast Neural Style
Transfer https://arxiv.org/abs/1603.08155
71.
Fast Neural Style
Transfer https://arxiv.org/abs/1603.08155
72.
Fast Neural Style
Transfer https://arxiv.org/abs/1603.08155
73.
Cycle GAN https://arxiv.org/abs/1703.10593
74.
Cycle GAN https://arxiv.org/abs/1703.10593
75.
Cycle GAN is
a follow up to Pix2Pix https://arxiv.org/abs/1611.07004
76.
Pix2Pix https://arxiv.org/abs/1611.07004
77.
Pix2Pix https://affinelayer.com/pixsrv/
78.
Pix2Pix https://arxiv.org/abs/1703.10593
79.
Pix2Pix https://arxiv.org/abs/1703.10593
80.
Cycle GAN https://arxiv.org/abs/1703.10593
81.
Cycle GAN https://arxiv.org/abs/1703.10593
82.
Cycle GAN https://arxiv.org/abs/1703.10593
83.
Photorealistic Image Stylization http://arxiv.org/abs/1802.06474
84.
Photorealistic Image Stylization http://arxiv.org/abs/1802.06474
85.
Photorealistic Image Stylization http://arxiv.org/abs/1802.06474
86.
Application Style Transfer
87.
Instagram Filter
88.
Style Transfer in
Movie https://arxiv.org/abs/1701.04928v1
89.
Style Transfer in
Movie https://arxiv.org/abs/1701.04928v1
91.
DeepArt.io
92.
IF They Used Style
Transfer Methods..
93.
Neural Style Transfer
to Audio https://youtu.be/iUujo7i6P3w
94.
Neural Style Transfer
to Audio https://dmitryulyanov.github.io/audio-texture-synthesis-and-style-transfer/
95.
DeepArt.io
96.
DeepArt.io
97.
DeepArt.io
98.
DeepArt.io
99.
DeepArt.io
100.
Fashion style transfer https://arxiv.org/abs/1707.09899v1
101.
Fashion style transfer
102.
Fashion style transfer
103.
QR Code With
Style Transfer
104.
QR Code With
Style Transfer https://arxiv.org/pdf/1803.01146.pdf
105.
Do It Yourself https://codelabs.developers.google.com/codelabs/tensorflow-style-transfer-android/
106.
Do It Yourself https://codelabs.developers.google.com/codelabs/tensorflow-style-transfer-android/
107.
Do It Yourself
108.
螻 ル 蠏
109.
襯 れ蟆
110.
襯 れ蟆 https://youtu.be/YoBEGQD3LCc
111.
襯 れ蟆
112.
Thanks You!
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