
Let's be blunt. Potentially toxic waste is just about the last thing you want to get in the mail. And that's just one of the opportunities for AI to make the business of analyzing wastewater better.
It's an industry that goes far beyond just making sure water coming from traditional sewage plants is clean.
Just about every industry on earth - from computer chips to potato chips - relies on putting water to work, which means we're all, literally, swimming in the stuff.
Just What the Doctor Ordered It's also an industry that depends on moving samples through the mail to be analyzed by human experts.
That started to change, however, thanks to a conversation Opseyes founder Bryan Arndt, then a managing consultant with Denmark-based architecture and engineering firm Ramboll, had with his brother, a radiologist.
Arndt was intrigued when his brother described how deep learning was being set loose on medical images.
Arndt quickly realized that the same technology - deep learning - that helps radiologists analyze images of the human body faster and more accurately could almost instantly analyze images, taken through microscopes, of wastewater samples.
Faster Flow The result, developed by Arndt and his colleagues at Ramboll, a wastewater industry leader for more than 50 years, dramatically speeds up an industry that's long relied on sending tightly sealed samples of some of the stinkiest stuff on earth through the mail.
That's critical when cities and towns and industries of all kinds are constantly taking water from lakes and rivers, like the Mississippi, treating it, and returning it to nature.
We had one client find out their discharge was a quarter-mile, at best, from the intake for the next city's water supply, Arndt says. Someone is always drinking what your tube is putting out.
That makes wastewater enormously important.
Water, Water, Everywhere It's an industry that was kicked off by the 1972 U.S. Clean Water Act, a landmark not just in the United States, but globally.
Thanks to growing awareness of the importance of clean water, analysts estimate the global wastewater treatment market will be worth more than $210 billion by 2025.
The challenge: while almost every industry creates wastewater, wastewater expertise isn't exactly ubiquitous.
Experts who can peer through a microscope and identify, say, the six most common bacterial filaments as they're known in the industry, or critters such as tardigrades, are scarce.
You've Got Ugh That means samples of wastewater, or soil containing that water, have to be sent through the mail to get to these experts, who often have a backlog of samples to go through.
While Ardnt says people in his industry take precautions to seal potentially toxic waste and track it to ensure it gets to the right place, it's still time-consuming.
The solution, Arndt realized, was to use deep learning to train an AI that could yield instantaneous results. To do this, last year Arndt reached out on social media to colleagues throughout the wastewater industry to send him samples.
Least Sexy Photoshoot Ever He and his small team then spent months creating more than 6,000 images of these samples in Ramboll's U.S. labs, where they build elaborate models of wastewater systems before deploying full-scale systems for clients. Think of it as the least sexy photoshoot, ever.
These images were then labeled and used by a data science team lead by Robin Schlenga to train a convolutional neural network accelerated by NVIDIA GPUs. Launched last September after a year-and-a-half of development, Opseyes allows customers to use their smartphone to take a picture of a sample through a microscope and get answers within minutes.
It's just another example of how expertise in companies seemingly far outside of tech can be transformed into an AI. After all, no one wants to have to wait a week to know if it's safe to take a sip of water, Arndt says.
Bottoms up.
Featured image credit: Opseyes
Most recent headlines
04/09/2025
Monumental Sports & Entertainment (MSE), in collaboration with Dalet, has been a...
19/04/2025
SDVI, the leading platform provider for cloud-native media supply chains, today announced that the company earned multiple awards at the 2025 NAB Show, with two...
19/04/2025
Ateliere Creative Technologies, a leading GenAI media software solutions company, today announced that Dan Goman has stepped down as CEO and David Bortis, Ateli...
19/04/2025
As Director of Media and Aerial Production at Terrible Herbst Motorsports, Bryan Moore is setting new standards in off-road racing media coverage thanks to his ...
19/04/2025
A next-generation collaboration device that redefines connectivity for meeting environments
Lightware, an industry-leading manufacturer of signal management so...
19/04/2025
Calrec is today announcing that its True Control 2.0 is a Remote Production winner in the 2025 NAB Show Product of the Year Awards. This official awards program...
19/04/2025
Appear, a global leader in live production technology, proudly announces it has been recognised alongside NBCUniversal with the prestigious NAB Show Delivery Pr...
19/04/2025
Deity Microphones, a leader in innovative audio equipment, is proud to announce the expected release of our Ultra-Wide Band IFB to the market. The THEOS DIFB wi...
19/04/2025
A world renowned broadcaster and long-standing LiveU customer has successfully completed a series of live connectivity tests using LiveU's revolutionary, aw...
19/04/2025
BitFire (bitfire.tv), a longtime leader in live video transport, today announced dual NAB Show award wins at the 2025 NAB Show in Las Vegas. The company's M...
19/04/2025
BitFire (bitfire.tv), a longtime leader in live video transport, today announced three major award wins at the 2025 NAB Show, April 5-9, in Las Vegas. The compa...
19/04/2025
AI video discovery company Moments Lab and Satisfaction Group, a leading independent unscripted television production company, are proud to announce a unique st...
19/04/2025
As the media industry navigates the triple challenge of AI-driven production, distributed teams, and skyrocketing content demand, DigitalGlue s creative.space h...
19/04/2025
Network technology startup Miri Technologies Inc. capped off its tremendously successful NAB Show debut by winning two prestigious industry awards for its cutti...
19/04/2025
CINCINNATI Scripp's Nuvyyo USA has concluded a deal with Warner Bros. Discovery to bring 45 FAST channels to Nuvyyo's Tablo TV device....
19/04/2025
In a ruling that could have broader implications on the legality of regulatory agencies levying fines through administrative proceedings, the 5th U.S. Circuit C...
19/04/2025
WASHINGTON Federal Communications Commission chair Brendan Carr has blasted Comcast over MSNBC's coverage of the deportation of Kilmar Abrego Garcia in a so...
19/04/2025
Berklee NYC and NYC Media Launch Season 3 of Inside Power Station @BerkleeNYC This season features faculty member Arun Pandian as the new host and interviews ...
18/04/2025
Director Andrew Ahn, alongside actors Youn Yuh-jung and Joan Chen, takes a photo of the audience after the premiere of his film The Wedding Banquet at Eccles ...
18/04/2025
In a ruling that could have a major impact on the digital advertising market, a federal judge has ruled that Google has monopolized some types of advertising te...
18/04/2025
Broadcast and cable TV news outlets saw strong social media growth in March, according to new data from the social video analytics company Tubular Labs ....
18/04/2025
Berklee Student Yukai Yang Named 2025 Yamaha Young Performing Artist The drummer secured a spot among the elite winners in this years competition.
By
Maddie...
18/04/2025
Boston Conservatory Alums Bring Real Women Have Curves to Broadway The Latin American immigrant community takes center stage in a new musical featuring Tatian...
18/04/2025
WASHINGTON The FCC's call for public comments and suggestions on outdated regulations that it should be eliminated, has prompted a slew of fillings from bro...
18/04/2025
In a ruling that could have a major impact on the digital advertising market, a federal judge has ruled that Google has monopolized some types of advertising te...
18/04/2025
PEARL RIVER, N.Y. Global media solutions company Active Media Services (AMS) has formed a new relationship with VideoAmp, a measurement company for linear TV, c...
18/04/2025
Netflix reported generally positive results for first-quarter 2025, with revenue up 13% year-over-year to $10.543 billion and operating income growing by 27% to...
18/04/2025
NHL Playoffs 2025: TNT Sports Hits the Road for Onsite Productions With Mobile U...
18/04/2025
EVSs S bastien Verlaine on U.S. Expansion, Next-Generation Products Beyond replay, offerings also target asset management and media infrastructure By Ken Kersc...
18/04/2025
ESPN Unleashes 4DREPLAY as NCAA Women's Gymnastics Championships Hit ABC Men's championships to follow Saturday night on ESPN2 By Brandon Costa, Direct...
18/04/2025
Visualizing Victory: The Latest in AR, XR, and Virtual Production in Live Sports This panel discussion featured leaders from ESPN, CBS Sports, Warner Bros. Disc...
18/04/2025
NHL Playoffs 2025: With 16 Games in First Six Days, ESPN Deploys Variety of Remo...
17/04/2025
Emilie Blichfeldt attends the 2025 Sundance Film Festival premiere of The Ugly ...
17/04/2025
R-GPS gives warfighters a decisive battlefield advantage by punching through adv...
17/04/2025
This year's NAB Show in Las Vegas marked a noticeable shift in the priorities of media and broadcast organisations. Gone are the days of chasing flashy, or ...
17/04/2025
class=attachment-thumbnail size-thumbnail f-align-center alt= decoding=async data-lazy-srcset=https://www.antonbauer.com/wp-content/uploads/2024/12/Amy-Daniel-1...
17/04/2025
SAN JOSE, Calif. Roku and Adobe have announced that they are collaborating on a real time data platform made possible by a a new integration of the Roku Data C...
17/04/2025
NEW YORK Internet advertising revenues demonstrated strong growth in 2024, increasing 14.9% year-over-year to $258.6 billion, according to the IAB Internet Adv...
17/04/2025
SDVI Earns Both Product and Project of the Year Awards at 2025 NAB Show
Brie Clayton April 17, 2025
0 Comments
Left to right, Geoff Stedman, CMO, SDVI...
17/04/2025
Singapore Polytechnic Readies Aspiring AV Professionals for Live IP Productions ...
17/04/2025
Calrec Wins 2025 NAB Show Product of the Year Award for True Control 2.0
Brie Clayton April 17, 2025
0 Comments
Image: The Calrec True Control 2.o on ...
17/04/2025
In Return to Berklee, Lucius Looks Back and Moves Forward From mood boards to live demos, the alumni band gave students an exclusive look at the process behin...
17/04/2025
DirecTV's free streaming service MyFree DirecTV has just added another eight channels from NBCUniversal....
17/04/2025
LOS ANGELES The virtual production company GameChanger has announced that it is expanding its global footprint by bringing its virtual production technology to ...
17/04/2025
DENVER The International Broadcaster Coalition Against Piracy (IBCAP) has announced that it has developed a proprietary, automated software-based system to iden...
17/04/2025
Pixalate's new CTV Device Market Share report for Q1 2025 shows that Roku has the highest open programmatic CTV device market share in the United States, wi...
17/04/2025
Edward J. Lewis III Named Senior Vice President of Institutional Advancement Lewis has more than 20 years of industry experience, leading fundraising initiati...
17/04/2025
The Curling Group Puts On Inaugural Curling All-Star Game in Nashville The location in Music City is intended to broaden the sport's appeal By Dan Daley, ...
17/04/2025
April 17th, 2025 Press Materials Available Here
Tribeca Festival 2025 Announces TV & NOW Lineup
World Premieres and Exclusive Cast Panels with Apple TV '...
17/04/2025
SVG Sit-Down: Cisco's Bryan Bedford on Providing End-to-End Support for Clie...