Scientists Integrate Computer Vision Software in Prosthetic Limbs

Used prosthetic legs are seen at the Center of Advanced
Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
Used prosthetic legs are seen at the Center of Advanced Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
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Scientists Integrate Computer Vision Software in Prosthetic Limbs

Used prosthetic legs are seen at the Center of Advanced
Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS
Used prosthetic legs are seen at the Center of Advanced Prosthetics in San Jose February 11, 2013. JUAN CARLOS ULATE/REUTERS

A US research team has developed new software that enables people using robotic prosthetics or exoskeletons to walk in a safer, more natural manner on different types of terrain.

The new framework incorporates computer vision into prosthetic leg control, and allows it to better account for uncertainty.

The software also uses a tiny camera installed on one of the limb's ends. The Science Daily website cited Researcher Edgar Lobaton from the North Carolina State University, saying "Lower-limb robotic prosthetics need to execute different behaviors based on the terrain users are walking on."

"The framework we've created allows the AI in robotic prostheses to predict the type of terrain users will be stepping on, quantify the uncertainties associated with that prediction, and then incorporate those results into its decision-making," he explained.

According to the German News Agency, the software can distinguish between six different terrains that require adjustments in a robotic prosthetic's behavior including tile, concrete, grass, and stairs (up and down).

Boxuan Zhong, lead author of the paper and a Ph.D. graduate from NC State said: "If the degree of uncertainty is too high, the AI software could notify the user or it could default to a 'safe' mode."



One Man Gored, 7 Others Bruised in Spain's Bull Running Festival

'Mozos' or runners take part in the second Running of the Bulls during the Sanfermines festival in Pamplona, Spain, 08 July 2025. The San Fermin festival runs until 14 July 2025. EPA/Daniel Fernandez
'Mozos' or runners take part in the second Running of the Bulls during the Sanfermines festival in Pamplona, Spain, 08 July 2025. The San Fermin festival runs until 14 July 2025. EPA/Daniel Fernandez
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One Man Gored, 7 Others Bruised in Spain's Bull Running Festival

'Mozos' or runners take part in the second Running of the Bulls during the Sanfermines festival in Pamplona, Spain, 08 July 2025. The San Fermin festival runs until 14 July 2025. EPA/Daniel Fernandez
'Mozos' or runners take part in the second Running of the Bulls during the Sanfermines festival in Pamplona, Spain, 08 July 2025. The San Fermin festival runs until 14 July 2025. EPA/Daniel Fernandez

A man was gored and seven others lightly injured on Tuesday, the second day of Pamplona's San Fermin festival in which thousands of people line the medieval city's narrow streets for the centuries-old tradition of running with bulls.

The man who was gored, identified only as being older than 25, was injured by a bull horn under his right armpit, a spokesperson for the city emergency services said.

"At this time, he is under observation but is in stable condition," she told reporters.

The seven others suffered bruises and contusions, some in the shoulder or head, Reuters reported.

In the festival's "encierros", or bull runs, fighting bulls are set loose in the streets and then race to reach the bullfight arena. Hundreds of aficionados, many wearing traditional white shirts with red scarves, run with them.

On Tuesday morning, one of the bulls stopped in the middle of his run, and charged the runners for several tense minutes.

The festival, which gained international fame from Ernest Hemingway's 1926 novel "The Sun Also Rises", lasts for one week in early July.

Participants are occasionally gored at the hundreds of such bull-running fiestas in Spain every year. Other injuries are common. At least 16 runners have lost their lives at the Pamplona festival down the years, the last in 2009.

As well as the morning bull runs and afternoon bullfights, the San Fermin festival features round-the-clock singing, dancing and drinking by revelers.
There are also religious events in honor of the saint.