Out in the Open: Free Software That Teaches Your Smartphone How to See


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Jetpac



Pete Warden has been trying to teach computers to see since the 1990s. Now, thanks to the branch of artificial intelligence called deep learning, he’s finally making some progress.


Deep learning attempts to model the structure and behavior of the human brain to solve complex computer science problems. The field has been around since the 1980s, but there’s been an explosion of interest in its techniques in the past few years as the cost of powerful computers has fallen. Google now uses deep learning inside several of its online services, and last year, it hired Geoffrey Hinton, the central figure in the movement. Not long after Facebook hired his colleague Yann LeCun.


Warden, an ex-Apple engineer, studied machine vision as an undergraduate, and recently, he adopted deep learning at his startup Jetpac, a company that analyzes Instagram photos in order to make travel recommendations. It has worked so well, he’s now sharing his methods with the world at large, offering a free developer kit called DeepBelief. Able to run on smartphones, tablets, even the tiny Raspberry Pi computer, the DeepBelief framework aims to provide all programmers with a simple way of building mobile apps that can recognize simple images.


Jetpac offers the developer kit under an open source license, so anyone can use it to build applications for any purpose. “We’ve benefited from the hard work of Geoff Hinton and other pioneers,” he says. “So I wanted to give something back in return for all of the awesome research that they’ve contributed.”



Clever Landscaping That Bounces Plane Noise Back Into the Sky


RIDGES: The 150 formations are about 36 feet apart— roughly the length of large- wavelength, low-frequency, long-range rumbles. De Kort calls the furrows “materialized ground sound.” Your Captain Aerial Photography


No one wants to live near a runway, but you definitely don’t want to live by Amsterdam Airport Schiphol. It’s the fourth-busiest airport in Europe, and it’s located in what might be the least soundproof place on Earth: a cold, wide-open flatland where noise can travel unobstructed for miles. Which is why these mysterious-looking formations showed up in the area last year. After researchers discovered that things got quieter whenever nearby farmers plowed their fields, they hired landscape artist Paul de Kort to design a peculiar kind of park. Its pattern of noise-deflecting ridges—built with GPS-guided robot excavators—intercepts the sound waves generated by arriving and departing aircraft and bounces them skyward. The airport has agreed to reduce noise levels tenfold (so, by 10 decibels); this park gets almost halfway there, and there’s a plan in the works to nearly double the size of the grooved landscape.



SOUND DEFLECTION: On average, one plane a minute passes through Schiphol. The noise can ripple out to communities as far away as 20 miles, but these grooves redirect some of it up into the air. Thomas Porostocky



A Hands-Free Joystick to Help Quadriplegics Get Around


Zohar Lazar


Quadriplegics get around by using their mouths, piloting their wheelchairs with breath-controlled “sip-and-puff” systems. But those commands can be difficult to learn, and sucking at a straw all day is exhaust- ing. So researchers came up with a more user-friendly system: Turn the tongue into a joystick, using a magnetic piercing and a wireless head- set.


Northwestern dermatologist Anne Laumann joined the research team but soon learned that there was no medically approved protocol for sticking tongues—“they can bleed and bleed,” she says. So Laumann talked to oral surgeons, scoped out piercing parlors, and helped create a process that is both dependable and safe. One of her first volunteers was Mar- tin Mireles, a former church youth- group leader paralyzed by a stray bullet. He’d been sipping and puffing for years, but after about a week with his lingual titanium barbell, he was a convert.


Following a successful trial—all the subjects preferred the tongue-drive system to their current devices—researchers are working to make the tech available to quadriplegics everywhere. Their goal is to shrink the headset down to a simple retainer with a battery less than one- fifth its current size. Subjects would touch each tooth to signal a different command, so the device could control smartphone apps, lights, doors— and even someday, Mireles hopes, a car.



What to Expect From Google I/O 2014


20140613_GoogleIO

Josh Valcarcel/WIRED



If it’s summer, it must be developer conference season. That blessed time when behemoth technology corporations show off their new operating systems, products, and services to throngs of programmers and by extension, consumers. First came Microsoft Build, next was Apple’s WWDC, and this week we’ve got the last big bash of the season, Google I/O.


As dictated by ritual and tradition, the service shall take place in San Francisco’s Temple of Moscone—better known as the Moscone Center. It kicks off on June 25 at 9am Pacific time. While shrouded in mystery and enigma, we have at least some idea of what may be coming—or at least what the tea leaves indicate. Roll the bones, people, here’s what to expect.


Given that Google updated Android to version 4.4.4 this week, rolled out new Glass frame designs from Diane Von Furstenberg, announced a bunch of new Glassware today, and made a major overhaul of Google+ Photos just last month, we’re expecting some Very Big News—otherwise it would have saved some of that stuff for the keynote. Likely, it’s going to be the Android Everywhere show. Google has proved Android on handsets and tablets. Now it’s time to see where else it can roam.


The Safe(ish) Bets:


Android Inside Your TV

If you take a quick look at the session guides for this year’s I/O, something really pops out: What’s all this Google Cast stuff listed everywhere? It seems a safe bet that Google is going to make a big deal of Android TV, it’s latest attempt to crack the big screen in your living room. And why not, it has a hit on its hands with Chromecast. Time to blow it up. And, hell, I’m sure it will be a lot better than Google TV or the Nexus Q, right? Right?


Android All Over Your Body

Google has already announced Android Wear–a wearable version of Android meant for devices like watches. But now we’re expecting, or at least hoping, to see some actual devices built on the platform.


Google Up in Your Car

Remember the Open Automotive Alliance? Sure you do. It’s Google’s joint effort with carmakers like Audi, GM and Honda and technology firms like NVidia to bring Android into your vehicle. It’s been teased as “starting in 2014″ and we’re expecting to hear a lot more about it, and see it in action, at this year’s I/O.


Design Focused, But Money Talks

Google is emphasizing three D’s at I/O this year: design, develop and distribute. Google wants you to think of it as a design-oriented company every bit as much as you do Apple. That’s unlikely! But it’s going to push the theme at I/O this year. Expect to hear the D-word repeated on stage quite a lot. Develop? Well, that’s the whole conference, isn’t it? But expect lots of looks at what Android makes possible across a range of devices and activities. As to distribute, Google wants to make a case to developers that they can make lots of money by writing applications for its platform. It’s going to trot out lots of evidence of how well the Play store has done, and how much revenue its generated for third parties who have embraced it.


Maybe? ¯\_(ツ)_/¯


Google Up In Your House

Google announced the Nest Developer program just this week. It lets your Nest talk to your other existing devices. So, for example, before you roll up in your Benz, your Nest can turn on the heat in your house and get it warm and toasty for you. Given Apple’s HomeKit splash at WWDC, and the effort to show how Android can work on all sorts of platforms other than phones and tablets, this seems likely to get at least a mention.


Android 5.0

Color us officially skeptical on this, but not ruling it out. This is, after all, the Android show this year. Hopefully, we’ll at least see a preview of some of its features. But we would be pretty surprised to see Android 5.0 get a full coming out.


Google Glass Consumer Version

Well Google has made it clear that the consumer version of Glass is coming at some point this year. And of course the Explorer version (the one you’ve seen) debuted at I/O.


Nexus Tablet

A new Nexus tablet? Ehhhhhh. There will certainly be some devices at the show, likely something Google wants developers to focus on, but most of the leaks are pointing towards releases later this year for a new Nexus tablet—along with a possible rebranding as Android Silver.


Naw, Dawg, No Way


YouTube Streaming Music Service

Nope. Not this week. Despite it getting some press this week and last, along with some official confirmation, we’ll eat a tire tube if this ships this week.


Nexus 6 Handset

Lol, no.



A $99 Gadget That Makes Your Oven Way Smarter




When John Kestner released the Range smart thermometer a year ago, he made baking, candy-making, and home brewing—all of which require a fussy, highly scientific process—almost foolproof. The iOS-enabled thermometer smartened-up cooking by plugging into an iPhone and giving at-home chefs access to a wealth of data on what was happening inside their food, like temperature graphs and optimal bake time.


Today Kestner, co-founder of Austin-based design studio Supermechanical (and creator of Twine, the early Internet of Things gadget), is launching a Kickstarter campaign for the Range Oven Intelligence, a follow up gadget to the original Range—which monitors the oven itself.


Like the first product, you stick the Range OI thermometer into your food, and it reports temperature data back to the app. Also like the first product, the OI is programmed to know how long certain foods take (like meats, candy, baked goods) to cook, and will send alerts to the user’s phone when food is close to being done. But unlike the original, the Range OI doesn’t need to be plugged into an iPhone headphone jack; it uses Bluetooth LE to communicate to the app.


But the novel feature in Range OI is the case itself, which hangs off the side of the oven and has its own sensors for heat and vibration.


The case’s heat sensors allow it to keep a close watch over the oven’s temperatures. That data in turn allows the app to make projections about the readiness of the food inside based on data, instead of the frequently unreliable temperature readings on the oven. The vibration sensors allow the device to be programmed with actions: For example, it can sense a tap or a double tap, which then can be programmed to set the timer running on certain notifications like “bake for 12 minutes” or “tell me when preheating to 400° is done.” (On a safety note, these sensors will also let you know if you’ve left your house with the oven on.)


A More Modest Future, Now


“We’ve been waiting around for the promise of the Jetson smart home. But if you’re the average person, you don’t buy an oven. I’m 37 and I’ve never bought one—it just comes with the place,” Kestner says. “We’re approaching the smart oven like a television and a set top box. Most people get something like a Roku or Apple TV and get better connection.”


So rather than drop $12,000 on an Android-powered oven and stove, Kestner proposes tacking on one accessory that can make standard ovens intelligent. Besides the obvious difference in cost, people tend to have a sentimental attachment to their ovens. Each one varies in terms of temperature sensitivity, and cooks learn their recipes with those inevitable inaccuracies in mind. For that reason, the industrial design of the Range OI case was crafted specifically to camouflage with most standard ovens: it’s a slim, silicone, dagger-shaped accessory that can hang inconspicuously from the side of an oven.


Kestner hopes that besides untethering people from their kitchen while food is in the oven, the freedom afforded by the Range series will enhance the emotional experience of preparing a home cooked meal. Much like the Modernist Cuisine movement that partly inspired the Range line, the belief here is that by treating cooking like a science, you can produce more creative results. By collecting data about your stove, the Range OI can eventually start to assist in cooking tasks, like predicting the optimal bake time for certain recipes.


“There are a lot of little nagging worries we have in the kitchen that add up to us not cooking as often, or as well,” Kestner says, of ovens in particular. “The microwave was a great advancement in technology, but it doesn’t really lend itself to social rewards. Even if I’m at home baking cookies, I take them into the office. They’re about the emotional reward you get from it.”


The Range Oven Intelligence goes on sale today, for an early bird Kickstarter price of $99.



Why Cloud Computing Is a Better Bet to Save the Planet Than Electric Cars


Many will tell you that we can save the planet by switching from gas-guzzling automobiles to electric cars. But Zack Rosen says there’s a better way. He’ll tell you the impact would be far greater if we just switched from virtual machines to Linux containers.


Virtual machines are those things that let anyone run software on the massive cloud computing services offered up by Amazon, Google, and so many others. Rather than setting up its own computer servers, a startup like Netflix or Pinterest or Snapchat can build almost its entire operation atop virtual servers running in the cloud. But Rosen believes we can seriously reduce the world’s energy consumption if we swap these virtual machines for containers, a suddenly red-hot computing technology that can, among things, run large software applications in significantly more efficient ways.


Automobiles account for about six percent of world’s energy consumption, Rosen estimates, while computing covers about 10 percent. Since so much of our software is now moving to cloud services and other operations that use virtual machines, he reasons, we have a better chance of saving the planet if just embrace containers. “They’re an order of magnitude more efficient,” says Rosen, whose company, website-hosting outfit Pantheon, has run its operation on containers for years. “I think you can say–with an absolute straight face–that the containerization of software applications in the age of the cloud will save more CO2 emissions than electric cars.”


I think you can say–with an absolute straight face–that the containerization of software applications in the age of the cloud will save more CO2 emissions than electric cars.


That may seem like an extreme stance. But, as many others will tell you, it makes pretty good sense. In fact, Google believes containers can streamline the world’s online services in enormous ways, and it has already embraced containers on its cloud services–though it uses a hybrid model where containers exist alongside virtual machines. “Containers just let you get more out of your infrastructure–whether that infrastructure is a bare metal server or a hyper-visor-encapsulated virtual machine,” says Craig Mcluckie, a product manager who oversees Google’s cloud services. “They let you get more out of your basic resources.”


The potential gains aren’t hard to see. Rosen and his chief technology officer, David Strauss say that, thanks to containers,

Pantheon is able to run its servers at about 90 percent efficiency. And Google, which has use containers to run its own online empire for more than a decade, indicates that it achieves efficiencies that are even higher. Meanwhile, on a cloud service like Amazon EC2, the net’s most popular, most companies probably run their virtual machines at about 10 percent efficiency. “TK,” says TK. “TK.”


There are still many wrinkles that need ironing put, but containers are very much the future of cloud computing. In recent months, a startup called Docker has made the technology far easier to use, bringing it to the attention of the software builders across Silicon Valley. And with Google now behind it, it’s poised to break into the mainstream.


Inside the Container


What is a container? Basically, it’s a way of encapsulating software–wrapping it in a neat package so that it’s isolated from other software running on a computer operating system. If you use a container format that used across many operating systems, this means you can easily move software applications from machine to machine–something that’s vitally important in the cloud computing world, where software runs runs across hundreds and even thousands of machines. This is what Docker is trying to facilitate.


But containers also provide what is called “resource isolation.” What this means is that you can carefully control how much of a machine’s processing and memory resources are allocated to a particular container. And if you can do that, you can more efficiently squeeze many applications onto the same machine. “It’s kind of like slicing a cake,” says Davis Strauss. “You can give each person a slice of cake. Some people can get a proportionally smaller piece and some people get a proportionally larger piece. But everybody gets cake.”


Google has done this for years with its own massive online operation. It pretty much invented this kind of resource isolation on the Linux operating system, creating a container tool called “cgroups.” But now, Docker has shaped these containers so that companies and developers more easily move them from machine to machine, and Google has embraced Docker on its cloud services, which could significant expand the use of the technology.


You can arrange for LIFX lightbulbs to flash red when the Nest fire alarms detect elevated smoke or carbon dioxide levels.


Today, Google’s cloud service run these containers atop virtual machines. According to Eric Brewer–a kind of uber engineer inside Google–virtual machines are still needed to ensure that cloud services can run software from many different third-party operations without letting data leak between them. Containers also provide security against data leaks, but for Brewer and others, they don’t yet provide the level of security you get with virtual machines, which is a much more mature and widely used technology. “TK,” says Alex Polvi the founder of CoreOS, a startup that offers a new version of the Linux operating system specifically designed to run containers.


But Rosen and Strauss argue that the needed security is already there, and they believe that the Googles and the Amazons will eventually offer cloud services that run software entirely with containers–without virtual machines. Google says that even hen used with virtual machines, containers can significant improve the efficiency of online applications. But if cut virtual machines out of the equation entirely, we can save even more computing power. Virtual machines load the system down with overhead that may not be needed.


This is the argument you hear from Rosen and Strauss. Although Google agrees–at least in part–we’re still a long a way from the completely containerized cloud. But we’re certainly moving in that direction. Just last week, Rackspace–another big name in the cloud computing game–introduced a cloud service that does way with virtual machines. The wrinkle is that on each machine, it only runs software from a single customer. It can’t achieve the efficiency you would get by carefully packing everyone’s software containers into one enormous cloud service.



Every World Cup Country Seen in Beautiful Images From Space



Brazil

Group A


Look closely and you will see the Estádio Nacional Mané Garrincha near the center of this image taken by NASA's EO-1 satellite in August 2001. Photo: NASA/USGS



Brazil

Group A

Look closely and you will see the Estádio Nacional Mané Garrincha near the center of this image taken by NASA's EO-1 satellite in August 2001.



Photo: NASA/USGS



Croatia

Group A


The heart-shaped island of Galešnjak can be seen off the Croatian coast in this image taken by Japan's Earth observation satellite ALOS in March 2010. Photo: JAXA/ESA



Croatia

Group A

The heart-shaped island of Galešnjak can be seen off the Croatian coast in this image taken by Japan's Earth observation satellite ALOS in March 2010.



Photo: JAXA/ESA



Cameroon

Group A


Sun glint brightens Lake Mbakaou in this image taken in December 2003 by an astronaut on the International Space Station. Photo: NASA



Cameroon

Group A

Sun glint brightens Lake Mbakaou in this image taken in December 2003 by an astronaut on the International Space Station.



Photo: NASA



Mexico

Group A


A dust plume from a rockfall on Colima Volcano can be seen in this photo taken by NASA's EO-1 satellite in January 2010 Photo: NASA



Mexico

Group A

A dust plume from a rockfall on Colima Volcano can be seen in this photo taken by NASA's EO-1 satellite in January 2010



Photo: NASA



The Netherlands

Group B


The dikes protecting The Netherland's southern coast can be seen in this photo taken by NASA's Terra satellite in September 2002. Photo: NASA/GSFC/METI/ERSDAC/JAROS/ASTER Science Team



The Netherlands

Group B

The dikes protecting The Netherland's southern coast can be seen in this photo taken by NASA's Terra satellite in September 2002.



Photo: NASA/GSFC/METI/ERSDAC/JAROS/ASTER Science Team



Spain

Group B


Barcelona is a sea of red roofs this photo taken by an astronaut aboard the International Space Station in December 2006. Photo: NASA



Spain

Group B

Barcelona is a sea of red roofs this photo taken by an astronaut aboard the International Space Station in December 2006.



Photo: NASA



Australia

Group B


This image of salt-encrusted Lake Dundas was taken in November 2011 by NASA's EO-1 satellite. Photo: NASA



Australia

Group B

This image of salt-encrusted Lake Dundas was taken in November 2011 by NASA's EO-1 satellite.



Photo: NASA



Chile

Group B


San Quintín Glacier, shown here in an image taken by the Destiny module on the International Space Station on June 14, is the largest glacier in Chile's Northern Patagonia Icefield. Photo: NASA



Chile

Group B

San Quintín Glacier, shown here in an image taken by the Destiny module on the International Space Station on June 14, is the largest glacier in Chile's Northern Patagonia Icefield.



Photo: NASA



Japan

Group C


Mount Tara looks like an emerald gem in this image taken by NASA's Terra satellite in January 2008. Photo: NASA/GSFC/METI/ERSDAC/JAROS/ASTER Science Team



Japan

Group C

Mount Tara looks like an emerald gem in this image taken by NASA's Terra satellite in January 2008.



Photo: NASA/GSFC/METI/ERSDAC/JAROS/ASTER Science Team



Greece

Group C


The Acropolis sits on a hill near the center of this image of Athens taken by NASA's EO-1 satellite in July 2004. Photo: NASA



Greece

Group C

The Acropolis sits on a hill near the center of this image of Athens taken by NASA's EO-1 satellite in July 2004.



Photo: NASA



Colombia

Group C


This image of Galeras Volcano was taken using synthetic aperture radar on a NASA Gulfstream C-20A aircraft in March 2013. The radar uses microwaves to see through tree cover. Photo: NASA



Colombia

Group C

This image of Galeras Volcano was taken using synthetic aperture radar on a NASA Gulfstream C-20A aircraft in March 2013. The radar uses microwaves to see through tree cover.



Photo: NASA



Ivory Coast

Group C


This image of the Ivory Coast was taken by an astronaut aboard the International Space Station in November 2008. Photo: NASA



Ivory Coast

Group C

This image of the Ivory Coast was taken by an astronaut aboard the International Space Station in November 2008.



Photo: NASA



Italy

Group D


This image of Venice was taken by Digital Globe's Ikonos satellite in 2001. Photo: Robert Simmon/NASA/Digital Globe



Italy

Group D

This image of Venice was taken by Digital Globe's Ikonos satellite in 2001.



Photo: Robert Simmon/NASA/Digital Globe



England

Group D


The Thames looks like a purple snake in this false-color image of London taken by NASA's Terra satellite in October 2001. Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



England

Group D

The Thames looks like a purple snake in this false-color image of London taken by NASA's Terra satellite in October 2001.



Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



Costa Rica

Group D


A plume of volcanic gas can be faintly seen above Turrialba Volcano in this image taken by NASA’s Earth Observing-1 (EO-1) satellite in January 2010. Photo: Robert Simmon/NASA



Costa Rica

Group D

A plume of volcanic gas can be faintly seen above Turrialba Volcano in this image taken by NASA’s Earth Observing-1 (EO-1) satellite in January 2010.



Photo: Robert Simmon/NASA



Uruguay

Group D


This image of Montevideo was taken by Landsat 5 in August 2011. Photo: USGS/Wikimedia commons



Uruguay

Group D

This image of Montevideo was taken by Landsat 5 in August 2011.



Photo: USGS/Wikimedia commons



Ecuador

Group E


Shrimp farms show up as blue rectangles in this image taken by NASA's Terra satellite in March 2006. Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



Ecuador

Group E

Shrimp farms show up as blue rectangles in this image taken by NASA's Terra satellite in March 2006.



Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



France

Group E


A phytoplankton bloom hovers off the coast of France in this image taken by NASA's Terra satellite in June 2003. Photo: NASA



France

Group E

A phytoplankton bloom hovers off the coast of France in this image taken by NASA's Terra satellite in June 2003.



Photo: NASA



Honduras

Group E


Mangroves, wetlands and shrimp farms abound in this image taken by Landsat 5 in January 1999. Photo: NASA/USGS



Honduras

Group E

Mangroves, wetlands and shrimp farms abound in this image taken by Landsat 5 in January 1999.



Photo: NASA/USGS



Switzerland

Group E


The Rhone Glacier can be seen near the middle of this image taken by NASA's Terra satellite in August 2001. Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



Switzerland

Group E

The Rhone Glacier can be seen near the middle of this image taken by NASA's Terra satellite in August 2001.



Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



Argentina

Group F


Abandoned channels weave across the Paraná River floodplain in this image taken by an astronaut aboard the International Space Station in April 2011. Photo: NASA



Argentina

Group F

Abandoned channels weave across the Paraná River floodplain in this image taken by an astronaut aboard the International Space Station in April 2011.



Photo: NASA



Iran

Group F


This false-color image of the Dasht-e Kevir desert was made using infrared, green, and red wavelengths from Landsat 7 data taken in October 2000. Photo: NASA/USGS



Iran

Group F

This false-color image of the Dasht-e Kevir desert was made using infrared, green, and red wavelengths from Landsat 7 data taken in October 2000.



Photo: NASA/USGS



Bosnia and Herzegovina

Group F


This shot of cola mines in the Tuzla Basin was taken by NASA's Terra satellite in September 2003. Photo: Amer Smailbegovic/NASA



Bosnia and Herzegovina

Group F

This shot of cola mines in the Tuzla Basin was taken by NASA's Terra satellite in September 2003.



Photo: Amer Smailbegovic/NASA



Nigeria

Group F


The Niger delta is shrouded in wispy clouds in this image taken by ESA's Envisat satellite in February 2008. Photo: ESA



Nigeria

Group F

The Niger delta is shrouded in wispy clouds in this image taken by ESA's Envisat satellite in February 2008.



Photo: ESA



Germany

Group G


In this shot of an agricultural area taken by the Terra satellite in August 2000, crops appear bright green, forest is dark green, soil is grey. Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



Germany

Group G

In this shot of an agricultural area taken by the Terra satellite in August 2000, crops appear bright green, forest is dark green, soil is grey.



Photo: NASA/GSFC/MITI/ERSDAC/JAROS/ASTER Science Team



United States

Group G


The lowest point in the country is visible near the light blue splotch in this composite, pseudo-natural color image of Death Valley taken by Landsat 7 in June and July 2000. Photo: NASA



United States

Group G

The lowest point in the country is visible near the light blue splotch in this composite, pseudo-natural color image of Death Valley taken by Landsat 7 in June and July 2000.



Photo: NASA



Portugal

Group G


This nighttime image of Porto (left) and Vila Nova de Gaia (right) on either side of the Douro River was taken by an astronaut aboard the International Space Station in April 2012. Photo: NASA



Portugal

Group G

This nighttime image of Porto (left) and Vila Nova de Gaia (right) on either side of the Douro River was taken by an astronaut aboard the International Space Station in April 2012.



Photo: NASA



Ghana

Group G


The Songor Lagoon, shown here in an image taken in 2000 by a Landsat satellite, is an important stop-over for migratory birds. Photo: NASA



Ghana

Group G

The Songor Lagoon, shown here in an image taken in 2000 by a Landsat satellite, is an important stop-over for migratory birds.



Photo: NASA



Algeria

Group H


The 2-mile-wide Qarkziz impact crater, created around 70 million years ago, is in the center of this image taken by an astronaut aboard the International Space Station in April 2012. Photo: NASA



Algeria

Group H

The 2-mile-wide Qarkziz impact crater, created around 70 million years ago, is in the center of this image taken by an astronaut aboard the International Space Station in April 2012.



Photo: NASA



Russia

Group H


The Lena River delta, shown here in an image taken by Landsat 7 in July 2001, is an intricate maze of channels. Photo: USGS



Russia

Group H

The Lena River delta, shown here in an image taken by Landsat 7 in July 2001, is an intricate maze of channels.



Photo: USGS



Belgium

Group H


This image of Bruge was taken by Landsat 7 in May 2001. Photo: NASA/USGS



Belgium

Group H

This image of Bruge was taken by Landsat 7 in May 2001.



Photo: NASA/USGS



South Korea

Group H


This image of Phang on South Korea's east coast was taken in July 2009 by an astronaut aboard the International Space Station. Photo: NASA



South Korea

Group H

This image of Phang on South Korea's east coast was taken in July 2009 by an astronaut aboard the International Space Station.



Photo: NASA