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11/02/2020 AI can now design cities. Should we let it? https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 1/9 01-30-20 AI can now design cities. Should we let it? We used to worry about AI turning our world into gray goo. But maybe we should be more afraid of it bringing in a Starbucks and a Lululemon. [Source Image: LeshkaSmok/iStock] BY MARK WILSON 3 MINUTE READ Seven years ago, MIT debuted a landmark project, which allowed everyday people to photograph and rate their streets like a Hot or Not for cities. It was a powerful showcase of how crowdsourcing opinions from citizens could help quantify a city’s appeal and, in theory, help urban designers plan better cities. Less than a decade later, artificial intelligence is taking this idea so much further. FaceLift is a new AI system developed by Nokia Bell Labs Cambridge that allows scientists and urban planners to use a crowd’s aggregated sensibility to actually redesign the look of city streets. FaceLift AI can take any Google Street View scene and beautify it instantly—but at what cost? To create FaceLift, 82,000 volunteers from 162 countries were tasked with rating 20,000 Google Street View images as beautiful or ugly. That data was pumped into an AI that then deconstructed people’s preferences by features in these scenes: It learned picnic areas, orchards, and plazas were considered beautiful, while viaducts and construction sites were not. (Who knew?!?) Then in a final step, a “generative” AI system was tasked with beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made). * FOLLOW . DESIGN TECH WORK LIFE CREATIVITY IMPACT PODCASTS VIDEO NEWS RECOMMENDER SUBSCRIBE FASTCO WORK

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Page 1: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 1/9

01-30-20

AI can now design cities. Should we let it?We used to worry about AI turning our world into gray goo. But maybe we should be more afraid of it bringing in a Starbucks and aLululemon.

[Source Image: LeshkaSmok/iStock]

BY MARK WILSON3 M I N U T E R E A D

Seven years ago, MIT debuted a landmark project, which allowed everyday people to photograph and rate their streets like a Hot or Not for cities. Itwas a powerful showcase of how crowdsourcing opinions from citizens could help quantify a city’s appeal and, in theory, help urban designers planbetter cities.

Less than a decade later, artificial intelligence is taking this idea so much further. FaceLift is a new AI system developed by Nokia Bell LabsCambridge that allows scientists and urban planners to use a crowd’s aggregated sensibility to actually redesign the look of city streets. FaceLift AIcan take any Google Street View scene and beautify it instantly—but at what cost?

To create FaceLift, 82,000 volunteers from 162 countries were tasked with rating 20,000 Google Street View images as beautiful or ugly. That datawas pumped into an AI that then deconstructed people’s preferences by features in these scenes: It learned picnic areas, orchards, and plazas wereconsidered beautiful, while viaducts and construction sites were not. (Who knew?!?) Then in a final step, a “generative” AI system was tasked withbeautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made).

���*

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

Page 2: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 2/9

[Image: FaceLift]

You can see the results for yourself in FaceLift’s interactive map of areas around Boston. It’s in part a heat map that shows where beloved and hatedfeatures can be found in the city. It also includes a few side-by-sides of pre- and post-beautified streets on the map. The remade streets arecompletely unrecognizable compared to the originals, and you can learn a lot about what we consider beautiful by taking a look for yourself:

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

Page 3: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 3/9

[Image: FaceLift]

I expected to see streets made over with fountains and fancy landscaping. Instead, the revised versions get decidedly less sexy adjustments such ascrosswalks and sidewalks, because people find such public resources beautiful (perhaps for the same reason they find greenery beautiful—thesepedestrian considerations imply a certain safety and security). You can also see that people prefer densely built streets lined with parked cars to moreopen areas, even if they have green fields and plentiful open parking (it’s amazing how spacious areas in a city actually appear barren rather thanluxurious).

The team has offered the AI’s code for anyone with the know-how to download and try for themselves; the target audience is mostly urban planners,though the researchers believe it offers citizens a powerful way to reconsider their neighborhoods, too. In theory, FaceLift could remake every block ofan entire city, providing City Hall with a scientifically measurable portrait of block-by-block improvement.

But that prompts a question: Is FaceLift a tool for beautification, or is it a tool for gentrification? Could its one-size-fits-all approach to taste enablehomogenous cities with cookie-cutter designs?

I posed this to Daniele Quercia, a researcher on the project. He agreed that this would be a potential concern, if computers were handed all the keysto the decision-making. “Just blindly applying a computational judgment would not suffice, and more work is thus needed to understand when usingthese algorithms is appropriate and when it is not,” he wrote via email. “At the same time, these types of platforms allow for much wider audiences tocontribute to the redesign of urban spaces.”

For now, the biggest insights I see lurking in the interactive map is that a city block doesn’t need whimsical forest paths or fancy botanical gardens tobe desirable. It just needs people living there with diverse buildings, trees providing shade, and designated places to walk. You don’t need an urban

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

Page 4: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 4/9

planning degree to understand how these simple ideas make a city so much more appealing, but then again, FaceLift’s pretty pictures sure dodemonstrate the point as clear as day.

A B O U T T H E A U T H O R

Mark Wilson is a senior writer at Fast Company who has written about design, technology, and culture for almost 15 years. His work has appeared at Gizmodo, Kotaku,PopMech, PopSci, Esquire, American Photo and Lucky Peach More

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01-30-20

AI can now design cities. Should we let it?We used to worry about AI turning our world into gray goo. But maybe we should be more afraid of it bringing in a Starbucks and aLululemon.

[Source Image: LeshkaSmok/iStock]

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DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

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DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

Page 6: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 6/9

BY MARK WILSON3 M I N U T E R E A D

Seven years ago, MIT debuted a landmark project, which allowed everyday people to photograph and rate their streets like a Hot or Not for cities. Itwas a powerful showcase of how crowdsourcing opinions from citizens could help quantify a city’s appeal and, in theory, help urban designers planbetter cities.

Less than a decade later, artificial intelligence is taking this idea so much further. FaceLift is a new AI system developed by Nokia Bell LabsCambridge that allows scientists and urban planners to use a crowd’s aggregated sensibility to actually redesign the look of city streets. FaceLift AIcan take any Google Street View scene and beautify it instantly—but at what cost?

To create FaceLift, 82,000 volunteers from 162 countries were tasked with rating 20,000 Google Street View images as beautiful or ugly. That datawas pumped into an AI that then deconstructed people’s preferences by features in these scenes: It learned picnic areas, orchards, and plazas wereconsidered beautiful, while viaducts and construction sites were not. (Who knew?!?) Then in a final step, a “generative” AI system was tasked withbeautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made).

[Image: FaceLift]

You can see the results for yourself in FaceLift’s interactive map of areas around Boston. It’s in part a heat map that shows where beloved and hatedfeatures can be found in the city. It also includes a few side-by-sides of pre- and post-beautified streets on the map. The remade streets arecompletely unrecognizable compared to the originals, and you can learn a lot about what we consider beautiful by taking a look for yourself:

��*

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

Page 7: AI can now design cities. Should we let it? · beautifying images of a street by editing it with newly generated imagery (much like how a deepfake is made) ... and you can learn a

11/02/2020 AI can now design cities. Should we let it?

https://www.fastcompany.com/90455358/ai-can-now-design-cities-should-we-let-it 7/9

[Image: FaceLift]

I expected to see streets made over with fountains and fancy landscaping. Instead, the revised versions get decidedly less sexy adjustments such ascrosswalks and sidewalks, because people find such public resources beautiful (perhaps for the same reason they find greenery beautiful—thesepedestrian considerations imply a certain safety and security). You can also see that people prefer densely built streets lined with parked cars to moreopen areas, even if they have green fields and plentiful open parking (it’s amazing how spacious areas in a city actually appear barren rather thanluxurious).

1/6 [Image: FaceLift]

The team has offered the AI’s code for anyone with the know-how to download and try for themselves; the target audience is mostly urban planners,though the researchers believe it offers citizens a powerful way to reconsider their neighborhoods, too. In theory, FaceLift could remake every block ofan entire city, providing City Hall with a scientifically measurable portrait of block-by-block improvement.

But that prompts a question: Is FaceLift a tool for beautification, or is it a tool for gentrification? Could its one-size-fits-all approach to taste enablehomogenous cities with cookie-cutter designs?

I posed this to Daniele Quercia, a researcher on the project. He agreed that this would be a potential concern, if computers were handed all the keysto the decision-making. “Just blindly applying a computational judgment would not suffice, and more work is thus needed to understand when usingthese algorithms is appropriate and when it is not,” he wrote via email. “At the same time, these types of platforms allow for much wider audiences tocontribute to the redesign of urban spaces.”

For now, the biggest insights I see lurking in the interactive map is that a city block doesn’t need whimsical forest paths or fancy botanical gardens tobe desirable. It just needs people living there with diverse buildings, trees providing shade, and designated places to walk. You don’t need an urbanplanning degree to understand how these simple ideas make a city so much more appealing, but then again, FaceLift’s pretty pictures sure dodemonstrate the point as clear as day.

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K

FO L LOW .

DESIGN TECH WORK L IFE CREATIVIT Y IMPAC T P ODC ASTS VIDEO NE WS RECOMMENDER S U B S C R I B E FASTCO WO R K