City of High Density STUDIO LEADERS: PROF ALISA ANDRASEK JOSHUA LYE STUDENTS: Dashun Li
Songwei Wang
jingwen Luo
Yaoming Li
nD architecture Automated High Resolution Tectonics
City of High Density
Description In the foreseeable future, even now, the result of
Urban Layout
Energy
With the increase of global population and the continuous expansion of cities, many high-density cities have emerged all over the world. These cities are still expanding outward and replacing the original natural landscape, which seems to have become a problem we have to face. We try to explore the layout of high-density cities in the future.
Life comes from energy. Our City and everything is about energy.All modern energy sources are now being used to their full potential. They could be electricity, they could be minerals, they could be plants.But there is no denying that, with the development of artificial intelligence, these forms of energy will be accompanied by the industrial development of cities and human closer and closer. These images iterate over the highly integrated city and energy of the future, exploring the possibilities of the future.
urbanization is a surge in urban density.
Block
If high-density cities are inevitable, then it is time
The urban block system presents its unique tension in various natural environments and terrain. By following the trend of mountains, the meander of rivers, the fluidity of deserts and the sea, our urban blocks have the ability to adapt to different environments on the earth. Through the efficient use of natural resources and land, high-density blocks can cope with a series of problems such as population growth and shortage of space resources, and bring us a suitable living condition.
to face up to our planet where people live under high-density conditions. With the background of shrinking urban space and precious earth resources, we divide the city into different systems and finally aggregate them into one, trying to rethink and imagine the pattern and form of future high-density cities.
Building When we explore in a more microscopic scale, what will the future of high-density buildings look like? If we build a high-density city in the natural environments nad terrain like abandoned mountains and coal mines, what would these high-density building facade look like? Imagine that those high density building facade forms and interior space produce will create a new urban view and street view.
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CATALOGUE
3
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 20 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 10 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 125 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
4
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 60 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 50 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 10 STYLE_WEIGHT = 20 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 30 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT =85 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
5
Catalogue
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 125 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
6
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 80 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 20N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 80 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 20 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
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Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] content_layers = [‘conv_9’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
8
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 20 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT =70 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 25 STYLE_WEIGHT = 85 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 75 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
9
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 15 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 80 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
10
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT =25 STYLE_WEIGHT = 75 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 25 STYLE_WEIGHT = 75 TOTAL_VARIATION_WEIGHT = 20N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 25 STYLE_WEIGHT = 35 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
11
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
12
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 23 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
13
Catalogue
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
14
Catalogue
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 55 STYLE_WEIGHT = 35 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 85 STYLE_WEIGHT = 75 TOTAL_VARIATION_WEIGHT =35N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 200 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 15 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
15
Catalogue
ITERATIONS = 30 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 100 STYLE_WEIGHT = 55 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 30 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 85 STYLE_WEIGHT = 55 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 20 STYLE_WEIGHT = 80 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 20 STYLE_WEIGHT = 45 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
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Urban Layout
17
Urban
Layout
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
18
Urban
Layout
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
19
Urban
Layout
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
20
Urban
Layout
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
21
Urban
Layout
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
22
City Block
23
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
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City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
25
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
26
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
27
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
28
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
29
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
30
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
31
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
32
City Block
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 50 STYLE_WEIGHT = 100 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 10 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 200 STYLE_WEIGHT = 150 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
CONT = relu_9 STYLE = relu_1, relu_3, relu_5, relu_9, relu_13
33
Energy
34
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
35
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 30 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
content_layers = [‘conv_9’] style_layers = [‘relu_1’,’relu_5’,’relu_7’,’relu_14’]
36
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
37
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’ content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’ content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
38
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
39
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
40
Building
41
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
42
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
43
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
44
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
45
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
46
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 5 STYLE_WEIGHT = 25 TOTAL_VARIATION_WEIGHT = 10N INPUT_IMAGE = ‘content’
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
content_layers = [‘conv_1’,’conv_5’,’conv_12’] style_layers = [‘conv_1’,’conv_4’,’conv_9’,’conv_12’]
47
ITERATIONS = 20 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 70 STYLE_WEIGHT = 5 TOTAL_VARIATION_WEIGHT = 20 INPUT_IMAGE = ‘content’
ITERATIONS = 15 IMAGE_WIDTH = 512 IMAGE_HEIGHT = 512 CONTENT_WEIGHT = 30 STYLE_WEIGHT = 50 TOTAL_VARIATION_WEIGHT = 30 INPUT_IMAGE = ‘content’
content_layers = [‘conv_2’,’conv_5’,’conv_7’] style_layers = [‘relu_2’,’relu_4’,’relu_8’,’relu_11’,’relu_16’]
content_layers = [‘conv_1’,’conv_4’,’conv_8’] style_layers = [‘conv_2’,’conv_3’,’conv_4’,’conv_7’,’conv_8’,’conv_10’]
48
High Density City
49
Urban Layout
Energy
City Block
Building
50
Urban Layout
Energy
City Block
Building
51
Urban Layout
Energy
City Block
Building
52
Urban Layout
Energy
City Block
Building
53
Urban Layout
Energy
City Block
Building
54
Urban Layout
Energy
City Block
Building
55