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What’s happening
Google has adopted a more diverse skin tone scale to reshape its artificial intelligence systems.
Why it matters
The new 10-shade scale could reduce racial bias and improve skin tone representation across Google’s popular services.
In mid-May, Google announced a partnership with Ellis Monk, an associate professor at Harvard, unveiling a more inclusive skin tone scale to better train Google’s artificial intelligence systems and improve racial and color representation in its products.
Using the more diverse 10-shade scale is designed to allow Google’s services to better see and understand images that feature people with darker skin tones. It’s a response to problems in the system that Google and other companies have used to classify skin tones for people of color.
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You can see one example of this AI technology at work in the US — the option to refine makeup-related queries by skin tone within Google search. Separately, the company also added filters tailored to darker skin in Google Photos. And that’s just the start.
As Google broadens its use of the Monk Skin Tone Scale to new services and other parts of the world, there’s a lot to learn about Google. Here’s what you need to know about how it’s trying to improve skin tone representation and how Google got there.
Shirley Cards were named after Shirley Page, a former Kodak employee who was the first person featured on these color reference cards. Eventually, more models were introduced — also primarily brunette and white.
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Google’s Real Tone feature on the Pixel 6
Now, our digital smartphones have largely superseded analog film. Yet, . Even in your camera app, lighter skin tones are still favored — .
And that’s why last year Google released its first AI-powered tool to help combat the racial biases in photography. , exclusive for the Pixel 6 and Pixel 6 Pro, improves how darker skin tones show up in photos and videos. Google worked with a team of diverse image experts to break down the process of properly shooting darker skin tones, and better train the decision-making algorithms used on their phones.
The Real Tone filters improve how darker skin tones are portrayed in photos.
For , Google focused on six areas to improve the camera for the Pixel phones, to make it more inclusive and create more authentic, accurate portraits for darker skin tones:
- Face detection: The camera app is better at detecting faces with darker skin tones.
- Auto-white balance: Darker skin tones are shown with more nuanced color temperature.
- Auto-exposure: When adjusting exposure, darker skin tones won’t appear too bright or too dark.
- Stray light: This reduces negative effects of stray light, which can make darker skin tones appear washed out.
- Face Unblur: Cut down image blur for people with darker skin tones in low light.
- Google Photos: Google Photos’ auto-enhance feature works better for darker skin tones.
What is the Monk Skin Tone Scale?
During Google I/O 2022, Google announced that it’s begun incorporating the Monk Skin Tone Scale into services, such as Google Search and Google Photos. The plan is to use the Monk Skin Tone Scale to help address the skin tone bias by better representing historically underrepresented skin tones.
The Monk Skin Tone Scale is a newer approach to categorize a more diverse range of skin tones. Google is using it during product development to create more representative datasets for training its AI models so they are more nuanced at detecting darker skin tones.
The Monk Skin Tone Scale.
, a Harvard associate professor in sociology, developed the skin tone scale a decade ago, and Google adapted it for its own digital use. Monk has extensively researched how technology intersects with race and ethnicity, in particular areas of artificial intelligence, machine learning and computer vision.
At Google, the 10-shade Monk Skin Tone Scale replaces the Fitzpatrick scale, a dermatologist-created system designed for reading ultraviolet radiation exposure. The Fitzpatrick scale has only got six skin tones, and most of them are for lighter skin. Google and other tech companies have relied on the Fitzpatrick scale for years to classify skin tones for their algorithms and to assess how well those algorithms are working.
How is the Monk Skin Tone Scale being used?
For now, Google is using the Monk Skin Tone Scale to improve skin representation in two of its popular services: Google Search and Google Photos.
In Search, the Monk Skin Tone Scale will help find and present more relevant results for those with darker skin tones. For example, if you search for a makeup-related query, Google will present color chips and a variety of faces that let you narrow down your search results based on skin tone. That should help you find something like a “winged eyeliner tutorial” photo for darker skin tones.
You’ll be able to filter photos by skin tone in Google Search.
Google also used the Monk Skin Tone Scale to improve Google Photos with a series of Real Tone filters designed specifically for darker skin tones. These filters were created with the help of image creators who have experience in accurately depicting darker skin tones in photographs, and are now available for use in the app for iOS, Android and the web. If you go to the Filters tab in the Google Photos editor, you’ll see new choices like Desert, Honey, Isla and Playa.
How else will Google use the new skin color scale?
Google hopes others will incorporate the Monk Skin Tone Scale as they label photos that appear on the web for image attributes like hair color and texture. Creators, brands and publishers can use these metadata options on their images and other web material so that search engines can better recognize them and surface them in searches when it’s relevant.
You’ll be able to filter results by hair textures and colors too.
Google released its Monk Skin Tone Scale classification system under liberal licensing terms, open to any researcher or company. Google hopes other tech companies will incorporate the scale into their own development processes.
And Google will continue working with Monk on improving the scale as well, including with tests to validate its use in other countries like Mexico, India, Nigeria and Brazil.
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What Is Juneteenth, the Newest Federal Holiday?
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is today, and 2022 marks the second year it’s been an official federal holiday. President Joe Biden signed the last year, making it the first new federal holiday since Martin Luther King Jr. Day was added in .
A portmanteau of the date it’s celebrated, Juneteenth commemorates the freedom of enslaved Black people in the US. It’s also known as Freedom Day or Jubilee Day.
“The emancipation of enslaved Black Americans didn’t mark the end of America’s work to deliver on the promise of equality; it only marked the beginning,” just before signing the Juneteenth holiday into law. “To honor the true meaning of Juneteenth, we have to continue toward that promise because we’ve not gotten there yet.”
The observation of Juneteenth stretches back to 1865, but the holiday gained significant national attention in 2020, after the deaths of , , , and others sparked against police brutality and systematic violence aimed at Black Americans.
Here’s what to know about Juneteenth, including the history of the day, how and when it’s observed, how you can celebrate and which states have made it a public holiday.
Educate yourself and reflect: While slavery ended in 1865, racism persists in countless institutions. Use June 19 as a day to reflect on critical issues that perpetuate discrimination against Black people in America and around the world. Spend the day reading about Juneteenth’s history, including how Black families felt after being emancipated. Watch the , or engage with other that can help reveal real-world, present-day issues.
Watch online Juneteenth events: Tune in virtually to the or and find a listing of local events where you live.
Place a sign in your front yard: Raise awareness and show your support for Juneteenth by decorating a sign for your front yard or door. This is a great way to help educate younger kids in your neighborhood who may not know about the holiday.
Celebrate with a barbecue or family meal: Gather your family together to celebrate freedom. Since the pandemic is still a serious concern, make sure you’re following your state’s guidelines for indoor group gatherings (here are the ). If you’re celebrating indoors, we recommend opening windows for ventilation.
Juneteenth only comes once a year, but there are more ways you can help your community all year long — for instance, .
In which states is Juneteenth a paid holiday?
While many states celebrate Juneteenth as a holiday, these are the states that observe it as a paid holiday. Note that many cities in the states not listed also recognize it as a paid holiday.
- Illinois
- Louisiana
- Maine
- Massachusetts
- Michigan
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- New York
- Oregon
- Pennsylvania
- Texas
- Virginia
- Washington
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5 Reasons Your Weed Will not be What It Should be
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Which NFL team is the solar energy champ?
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The biggest game in football is this weekend and people from around the world will tune in to check out , , and (hopefully) a great game. One thing that won’t be on display this Sunday is any sizeable solar installation. While it might be silly to expect such a thing, stadiums used by National Football League teams are actually pretty natural fits for generating solar power.
Besides their sizable roofs, they often come with large parking lots, covered walkways, sky bridges, attached convention centers and plenty of other spaces for solar panels. In fact, plenty of NFL stadiums already host large solar arrays.
Fourteen of the NFL’s 30 stadiums have solar installations. While it’s a bit harder to design head-to-head matchups for solar installations than it is for this year’s 14 playoff teams, we can still crown a champion of the very first Solar Bowl.
Stadiums are a good fit for solar
One requirement for solar power is open space with a relatively unobstructed view of the sun. Think of the solar panels increasingly going up on the roofs of houses. Rooftops are a great fit for solar because they’re open and above a lot of shade-casting obstructions. It’s also why old as solar farms.
Stadiums are often taller than surrounding structures and accompanied by acres of parking lots. That’s a lot of prime, unshaded real estate.
Solar panels ring MetLife Stadium in East Rutherford, New nba jersey.
LI-Aerial/Stringer/Getty Images
From the other direction, hosting a major event like a NFL game takes a lot of energy. A lot. Back in 2013, AT&T Stadium, home of the Dallas Cowboys, demanded up to 10 megawatts of electricity to power lights, concessions, air conditioning and other stadium functions. It was , a country of over 4 million people at the time, couldn’t have provided enough energy to run the stadium that holds 80,000. (That number is peak demand. The stadium uses far less when it’s sitting empty. Regardless, it’s a lot of electricity.)
Which stadiums have the most solar?
While about half of nfl shirts stadiums have turned to solar to offset their hefty energy use, four stand out above the rest.
The top four stadiums for solar
- Fourth place in this year’s Solar Bowl goes to Gillette Stadium, home of the New England Patriots, which has a 525 kilowatt installation of 2,556 panels, soaking up that famous New England sun. The panels are largely installed on the adjacent Patriots Place shopping center, but since it’s next door and obviously tied to the stadium, we’ll count it here. The panels produce about 625,000 kilowatt hours of electricity per year, which will cover about 30% of the energy used by Patriots Place.
- Lumen Field in Seattle is home to the Seahawks and [PDF] of the connected convention center’s roof. They provide 830,000 kilowatt hours of electricity annually, enough to power 95 Seattle homes for a year. Despite its reputation for cloudy weather, Seattle’s stadium takes third place in the Solar Bowl.
- Solar Bowl runner up is Mercedes-Benz Stadium of the Atlanta Falcons. The 2017 stadium has over 4,000 panels with a generating capacity of 1.3 megawatts. Per year, it generates a whopping 1.6 million kilowatt hours of electricity per year, .
- Solar Bowl champion, without a doubt, is Financial Field, home to the Philadelphia Eagles. Eleven thousand solar panels on the stadium and over parking lots have a capacity of 3 megawatts. It covers about 33% of the stadium’s energy use annually and more than enough energy to power the home games for a year, a team spokesperson said in an email. The vast majority of the panels cover a parking lot, where they provide solar power, but also shelter from rain and snow. Lincoln Financial Field stands head and shoulders above the rest.
The solar installations on the side of Lincoln Financial Field and over its parking lot are part of the largest-in-the-NFL solar installation.
Bruce Bennett/Staff/Getty Images
The rest
Levi’s Stadium (San Francisco 49ers) lands outside the top four with a 375 kw installation of 1,180 panels that, along with other sustainability features, made it . M&T Bank Stadium (Baltimore Ravens) installed . The installation’s capacity wasn’t publicly available, but the panels were two years newer than those in San Francisco, so it may generate a bit more electricity than Levi’s Stadium.
MetLife Stadium (New York Jets and New York Giants) have 1,350 panels with a capacity of 350 kw installed around the rim of the stadium. NRG Stadium (Houston Texans) has 599 panels with a capacity of 180 kw installed on walkways leading into the stadium, according to a spokesperson.
Solar panels top a pedestrian bridge at Levi’s Stadium, home of the San Francisco 49ers, in Santa Clara, California.
MediaNews Group/Bay Area News via Getty Images/Contributor
GEHA Field at Arrowhead Stadium (Kansas City Chiefs) had 75 kilowatts of solar panels installed in 2014 at the stadium and surrounding complexes, according to a press release from the team. The release said the panels generated enough power to cook 1.5 million brats a year, though it is unclear whether advances in brat cooking technology in the intervening years has affected that number.
Surprisingly, it can be a bit tricky to track down details about stadium solar panel installations, something you think teams would be trumpeting from the roofs of their solar-covered walkways. (It can be tricky to find a live voice at the end of an offseason switchboard, too.)
Bank of America Stadium (), FirstEnergy Stadium (), Ford Field (), and Heinz Field () all have had solar panels installed, but didn’t have the information publicly available or return requests for details.
The Indianapolis Colts also have some solar installed at their practice facility and headquarters, but they’re miles from their home, Lucas Oil Stadium.
Fourteen stadiums don’t have any solar, including the home of this year’s Super Bowl, SoFi Stadium in sunny Los Angeles. After word gets around about this year’s prestigious new Solar Bowl, it’s almost certain the remaining stadiums will be scrambling to challenge this year’s champs.
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What Is Juneteenth, the Newest Federal Holiday?
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is today, and 2022 marks the second year it’s been an official federal holiday. President Joe Biden signed the last year, making it the first new federal holiday since Martin Luther King Jr. Day was added in .
A portmanteau of the date it’s celebrated, Juneteenth commemorates the freedom of enslaved Black people in the US. It’s also known as Freedom Day or Jubilee Day.
“The emancipation of enslaved Black Americans didn’t mark the end of America’s work to deliver on the promise of equality; it only marked the beginning,” just before signing the Juneteenth holiday into law. “To honor the true meaning of Juneteenth, we have to continue toward that promise because we’ve not gotten there yet.”
The observation of Juneteenth stretches back to 1865, but the holiday gained significant national attention in 2020, after the deaths of , , , and others sparked against police brutality and systematic violence aimed at Black Americans.
Here’s what to know about Juneteenth, including the history of the day, how and when it’s observed, how you can celebrate and which states have made it a public holiday.
Educate yourself and reflect: While slavery ended in 1865, racism persists in countless institutions. Use June 19 as a day to reflect on critical issues that perpetuate discrimination against Black people in America and around the world. Spend the day reading about Juneteenth’s history, including how Black families felt after being emancipated. Watch the , or engage with other that can help reveal real-world, present-day issues.
Watch online Juneteenth events: Tune in virtually to the or and find a listing of local events where you live.
Place a sign in your front yard: Raise awareness and show your support for Juneteenth by decorating a sign for your front yard or door. This is a great way to help educate younger kids in your neighborhood who may not know about the holiday.
Celebrate with a barbecue or family meal: Gather your family together to celebrate freedom. Since the pandemic is still a serious concern, make sure you’re following your state’s guidelines for indoor group gatherings (here are the ). If you’re celebrating indoors, we recommend opening windows for ventilation.
Juneteenth only comes once a year, but there are more ways you can help your community all year long — for instance, .
In which states is Juneteenth a paid holiday?
While many states celebrate Juneteenth as a holiday, these are the states that observe it as a paid holiday. Note that many cities in the states not listed also recognize it as a paid holiday.
- Illinois
- Louisiana
- Maine
- Massachusetts
- Michigan
- New Jersey
- New York
- Oregon
- Pennsylvania
- Texas
- Virginia
- Washington
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