News
Revolutionary Neuromorphic Visual Sensor Accurately Detects and Predicts Moving Objects with Hidden Information
A new bio-inspired sensor can recognise moving objects in a single frame from a video and successfully predict where they will move to.
A team of researchers at Aalto University has developed a new bio-inspired sensor that can detect moving objects in a single video frame and predict their path. This smart sensor is based on neuromorphic vision technology that integrates sensing, memory, and processing in a single device. It can be used in various fields, including automatic inspection, industrial process control, robotic guidance, and autonomous driving technology.
The sensor is made of an array of photomemristors.
« A neuromorphic visual sensor can recognise moving objects and predict their path
The sensor’s core technology is an array of photomemristors, electrical devices that produce electric current in response to light. This allows the sensor to “remember” whether it has been exposed to light recently. As a result, the sensor doesn’t just record instantaneous information about a scene but also includes a dynamic memory of the preceding instants. This is similar to how the human visual system works.
The sensor’s ability to integrate a series of optical images in one frame is unique. The information of each image is embedded in the following images as hidden information. The final frame in a video, therefore, has information about all the previous frames. This allows the system to detect motion earlier in the video by analyzing only the final frame with a simple artificial neural network.
To demonstrate the technology, the researchers used videos showing the letters of a word one at a time. The photomemristor array could use hidden information in the final frame to infer which letters had preceded it and predict what the word was with nearly 100% accuracy. In another test, the team showed the sensor videos of a simulated person moving at three different speeds. The system was able to recognize motion by analyzing a single frame and predict the next frames accurately.
The accuracy of detecting motion and predicting where an object will be are essential for self-driving technology and intelligent transport. Autonomous vehicles need accurate predictions of how cars, bikes, pedestrians, and other objects will move to make the right decisions. By adding a machine learning system to the photomemristor array, the researchers showed that their integrated system can predict future motion based on in-sensor processing of an all-informative frame.
The researchers believe that their integrated system provides new opportunities in autonomous robotics and human-machine interactions. The in-frame information obtained using photomemristors avoids redundant data flows, enabling energy-efficient decision-making in real-time.
https://stmdailynews.com/category/science/
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News Brief
Earthquake Swarm Shakes Southern California Near Salton Sea
Earthquake Swarm: A swarm of earthquakes near California’s Salton Sea and Brawley area has prompted increased monitoring by seismologists as hundreds of tremors shake the region.
A swarm of earthquakes has been rattling Southern California near the Salton Sea, drawing attention from residents and seismologists across the region.
Salton Sea earthquake swarm?
The activity is centered near Brawley in Imperial County, an area known for frequent seismic movement due to its location within the Brawley Seismic Zone. According to the U.S. Geological Survey, hundreds of small earthquakes have been recorded over the past several days, with the strongest reaching a magnitude of approximately 4.7.
Residents throughout Imperial Valley, parts of Riverside County, and even portions of Arizona reported feeling shaking from several of the larger quakes. Minor incidents such as falling objects and brief power disruptions were also reported, though no major injuries or widespread structural damage have been confirmed at this time.
The region sits near the southern end of the San Andreas Fault and is considered one of California’s most geologically active areas. Scientists say earthquake swarms are relatively common near the Salton Sea because of the interaction between tectonic fault systems and geothermal activity beneath the surface.
While experts continue to monitor the situation closely, they emphasize that earthquake swarms do not necessarily indicate that a larger earthquake is imminent. However, officials encourage residents to review emergency preparedness plans, secure heavy furniture, and keep emergency supplies ready.
The Salton Sea region has experienced similar seismic swarms in the past, making it an important area of study for earthquake researchers and emergency management agencies.
For continued updates on this developing story and other regional news, visit STM Daily News.
Related External Links
- U.S. Geological Survey (USGS) – Earthquake Monitoring
- California Institute of Technology (Caltech)
- California Earthquake Preparedness Guide
- Ready.gov – Earthquake Safety Tips
- USGS – Salton Trough and Seismic Activity
Stay informed with the latest breaking news, trending stories, and real-time updates from around the world on STM Daily News. Visit our Stories This Moment page for continuously updated coverage on major events, technology, transportation, science, entertainment, and more.
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Consumer Corner
Frustration at the Pump: Why Americans are Exploring Electric Vehicles
Exploring Electric Vehicles: For more than one-third of Americans, one simple number is leading them to research electric vehicles: the final tally at a recent gas station fill-up. The pump is no longer just the close of a sale; for a growing number of drivers, it’s where questions begin.
Frustration at the Pump: Why Americans are Exploring Electric Vehicles
(Feature Impact) For more than one-third of Americans, one simple number is leading them to research electric vehicles: the final tally at a recent gas station fill-up.
This, according to new research from Hyundai Motor America, isn’t a hypothetical situation. In fact, 23% of respondents reported it’s happened to them more than once. For nearly half of Americans, pulling up to the pump now brings frustration or outright dread.
Many drivers have a number in mind where the math begins shifting, and once the shift happens, it rarely goes away. The pump is no longer just the close of a sale; for a growing number of drivers, it’s where questions begin.
For 23% of those surveyed, $5 per gallon is where they would start considering alternatives to a gas-powered vehicle. While some say they wouldn’t consider alternatives based on gas costs at all, this meaningful share of Americans points toward a specific tipping point.
Some begin by comparing models or brands while others find themselves on an automaker’s website, further along in the process than they initially expected to be. Most don’t act on this impulse right away, but drivers are increasingly caught somewhere between curious and committed – and 46% of those surveyed said they’d be likely to seriously research an EV.
The desire to leave the pump behind, which an EV would allow for, is a deal nearly half of respondents said they would take. However, the transition isn’t frictionless as charging access and range anxiety remain the top concerns for 28% of potential buyers.
While the move toward electric vehicles is often framed as a long-term decision made with spreadsheets and financial planning, for many Americans, it’s beginning somewhere smaller: a routine fuel stop and an eye-opening receipt.
If you’ve found yourself dismayed at the pump, find more information on electric vehicles at HyundaiUSA.com.
Photo courtesy of Shutterstock
eSOURCE:
Hyundai
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Automotive
Gas prices have a $5 tipping point: New research shows when Americans start looking at EVs
Gas prices have a $5 tipping point: New research shows when Americans start looking at EVs
(Tiffany Miller for Hyundai) There is a moment at the gas pump when the number staring back at you stops feeling routine.
You expect the total to land somewhere familiar. And then, one day, it doesn’t. Not dramatically higher. Just high enough to feel different. Enough to make you pause before tapping your card.
According to new research from Hyundai Motor America, that moment is not hypothetical. For more than a third of American drivers, it has already happened. And for many, once it does, something shifts that does not quite shift back.
For 42% of Americans, pulling up to a pump now brings frustration or outright dread. Most have made peace with the routine, even if 39% describe their gas spend as “frustrating but expected.”
The experience at the pump hasn’t changed. The emotional weight of it has.
Most drivers have a number in their head where the math shifts. For 23% of those surveyed, $5 per gallon is where they would seriously start considering alternatives to a gas-powered vehicle. Not everyone will be moved by price, and 29% say they would not consider alternatives based on gas costs at all. But for a meaningful share of Americans, the tipping point is specific. It is a number on a sign, and many have seen it before.
More than one-third of Americans surveyed say a recent fill-up has already prompted them to research electric vehicles, and 23% say it has happened more than once.
What comes next is rarely dramatic. Some compare models or brands. Some search online. Some find themselves on an automaker’s website, further along than they expected to be. Most do not act on this impulse right away. But for a growing number, the pump is where the question starts.
The shift is real but uneven. If gas prices rose significantly and stayed high, 46% of those surveyed say they would be likely to seriously research an EV. Yet most Americans are still somewhere between curious and committed.
The pitch for electric vehicles is simple. Never stop for gas again. Nearly half of Americans say they would absolutely take that deal.
The transition is not frictionless. Charging access and range anxiety remain the top concern for 28% of potential buyers, and simple comfort with the status quo runs just as deep.
The desire to leave the pump behind is real. So is everything standing in the way.
The move toward electric vehicles is often framed as a long-term decision made with spreadsheets and incentive calculators, but for many Americans, it begins somewhere smaller. A routine fuel stop. A number that lands differently. A moment of hesitation before the receipt prints.
Methodology
Hyundai Motor America commissioned Atomik Research to conduct an online survey of 1,000 adults throughout the United States. The margin of error is plus or minus 3 percentage points at a 95% confidence level. Fieldwork was conducted between April 3 and April 6, 2026.
Atomik Research, part of 4media group, is a creative market research agency.
Photo courtesy of Shutterstock (woman at gas pump)
SOURCE:
Hyundai
Welcome to the Consumer Corner section of STM Daily News, your ultimate destination for savvy shopping and informed decision-making! Dive into a treasure trove of insights and reviews covering everything from the hottest toys that spark joy in your little ones to the latest electronic gadgets that simplify your life. Explore our comprehensive guides on stylish home furnishings, discover smart tips for buying a home or enhancing your living space with creative improvement ideas, and get the lowdown on the best cars through our detailed auto reviews. Whether you’re making a major purchase or simply seeking inspiration, the Consumer Corner is here to empower you every step of the way—unlock the keys to becoming a smarter consumer today!
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