20.03.2020

Autonomous vehicles: AVL optimizes object recognition in AI

The future of driving is autonomous… But until vehicles reach human-level driving capabilities, AI still has to learn a few things. The Graz-based company AVL is tackling some of these challenges together with the Silicon Valley based technology provider Deepen.AI.
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AVL trainiert die AI mit Deepen AI
(c) Adobe Stock / Monopoly919
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Simply leaning back instead of having to pay attention to traffic: That is the vision of autonomous driving. This is intended not only to make traveling more pleasant for the passengers, but also to make it safer than having one person at the steering wheel, when distractions and human errors are the leading cause of fatalities. Clearly, in order to successfully tackle the driving task, Autonomous Driving  Systems (ADS) must be able to recognize objects, assess situations correctly, and master driving skills.

+++How software helps to reduce human driving errors+++

This process takes place in several stages. In the first phase, the object detection must determine where an object is located at all. In the second step, a detected object is then classified: It is determined whether it is, for example, a vehicle, an adult, a child or an animal – because a child behaves differently from an adult, for example. Finally, the system must carry out the so-called „tracking“. This involves analyzing where the object was in the past and where it is now – in order to draw conclusions about where the object will probably be next.

Separating the data wheat from the data chaff

Self-driving cars use data from various sensors installed in the vehicle – such as cameras or LiDAR sensors, which measure the distance between the objects and the car. These sensors produce countless amounts of data – and it is precisely this data that must be correctly classified so that the AI can identify which part of it is relevant to safety and which is not.

This is where the Silicon-Valley company Deepen.AI comes into play. Deepen has developed technology for better detection and segmentation of object data in road traffic in cooperation with AVL, based in Graz. First results of this cooperation were presented at the CES 2020 in Las Vegas.

PoC with AVL for the future of autonomous driving

Deepen.AI, founded by three former Google employees, is about the aforementioned challenge of providing ADSs a correct understanding of the world surrounding them. To achieve this, AI needs some human help in order to be effectively trained to make correct inferences. That’s why, in addition to its 17 full-time employees, Deepen.AI works with around 250 people in India who clean up the data collected by the sensors and teach AI to recognize things: For example, they mark when the AI has overlooked a side mirror on a car or misclassified objects. „These data analysts clear up doubts that the AI has about some objects,“ explains Mohammad Musa, Co-Founder and CEO of Deepen.AI: „They help with classification and calibration.”

This very deep focus on data integrity is also the context of the PoC developed jointly with AVL. „It is important for AVL to have correctly annotated data at pixel and point level,“ explains Thomas Schlömicher, Research Engineer ADAS at AVL. Ideally, the cooperation should result in a complete „Data Intelligence Pipeline“, which will be used by AVL’s numerous B2B customers to annotate their data and thus jointly shape the future capabilities of autonomous driving.

 „Safety Pool“ as next step after PoC

„Together“ is also the keyword behind the joint goal that the partners want to pursue after the successful PoC. One big challenge affecting the industry is that the various car manufacturers are currently pursuing different paths, each one using its own proprietary approach. „But the industry needs standards,“ says Musa: “That is the basis for everyone to trust the safety of the systems.”

Therefore, „Safety Pool™, (www.safetypool.ai) a project led by Deepen and the World Economic Forum, has the goal to define quantified benchmarks and uniform descriptions of driving situations, which will then serve not only as standards for the industry, but also as a solid backbone to derive consensus-driven safety assessments and frame regulations. This will bring society one significant step closer to benefitting from the revolutionary capabilities of automated driving technologies.

Video-Talk with AVL and Deepen AI

==> Deepen AI

==> AVL Creators Expedition

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01.04.2025

Call for international innovators: Turn your business idea into reality with aws First Incubator

The new program year for aws First Incubator has started! The first call is open until April 3rd and has a special focus on securing international founders, providing financial support, mentoring, and valuable networking opportunities to help new businesses thrive. Success stories like the startups "RacePace" or "nexus. Group AI" prove just how impactful the aws First Incubator program is for new businesses.
/artikel/call-for-international-innovators-turn-your-business-idea-into-reality-with-aws-first-incubator
01.04.2025

Call for international innovators: Turn your business idea into reality with aws First Incubator

The new program year for aws First Incubator has started! The first call is open until April 3rd and has a special focus on securing international founders, providing financial support, mentoring, and valuable networking opportunities to help new businesses thrive. Success stories like the startups "RacePace" or "nexus. Group AI" prove just how impactful the aws First Incubator program is for new businesses.
/artikel/call-for-international-innovators-turn-your-business-idea-into-reality-with-aws-first-incubator
The founders of © nexus. Group AI (left): Orion Forowycz and Andrei Cursaru; founder-team of © RacePace (right): Guillermo Alamán Requena, Lee Barad and Ido Dassa.

Are you in the early stages of founding your company or do you have an innovative business idea? All you need now is a project description, an application video, and a budget plan to apply for the aws First Incubator. The application deadline for the first call is open until April 3rd at 12 noonapply here! This call is specifically looking for international individuals or teams.

Austria Wirtschaftsservice (aws) is starting with its annual First Incubator program once again. They are looking for innovative minds with an entrepreneurial spirit who are either planning to start a business or have recently founded one and are still in the early stages. The program helps participants take their first steps into the market – from developing a business model to gaining the necessary know-how. brutkasten spoke with two best practice examples that are currently part of the First Incubator program.

Funding up to €55,000 possible

The aws First Incubator offers coaching and mentoring from experienced experts and founders. The funding program also includes a wide range of workshops on startup-related topics, team-specific mentoring, training sessions on business model development, and coaching sessions. Its goal is to help participants develop their business idea and make it market-ready within one to two years.

In addition, aws supports participants financially, including personnel cost subsidies, a project budget, and access to a coworking space. They also gain access to a valuable network of innovators, founders, and entrepreneurs. Projects can receive up to €55,000 in funding – click here for more details. These resources ensure that startups receive not only financial support but also strategic and operational guidance.

Selected projects are invited to the „First Startup Camp“ by aws. There, a jury of experts will decide which teams will be accepted into the First Incubator program.

Success Story: DeepTech-Startup nexus. Group AI

One of the startups currently participating in the aws First Incubator program is nexus. Group AI. The funding-program was a „game-changing moment for us, as we scale our operations and continue the development“, said the CEO. Founded by Andrei I. Cursaru (CEO) and Orion Forowycz (CTO), this DeepTech-startup develops cutting-edge AI solutions designed to strengthen societal resilience. Its flagship product, IRIS, is an AI-powered risk intelligence platform that helps governments, organizations, and enterprises navigate an increasingly complex digital landscape by providing the intelligence needed to reduce risks and enhance security.

The founders Andrei Cursaru and Orion Forowycz announced their participation at the aws First Incubator. © Screenshot/LinkedIn Andrei I. Cursaru

“Joining aws First Incubator is a dream come true“, said Cursaru. “This support will allow us to stay focused on our mission“. The funding helped nexus. Group AI on the operational and technical level, allowing them to further develop their AI system. Besides the workshops and the financial support, the founders especially praise the mentorship. “It was great to have a mentor with experience in AI startups. The mentorship is very personal.” Since then, the startup has been able to scale its product, Iris, further, and the founders have gained new entrepreneurship knowledge. The startup recently announced the launch of its pre-seed funding round.

Fitness-Startup RacePace: „For us it was a dream“

Another startup that has already achieved big results with the support of the aws First Incubator is RacePace. The Viennese startup was founded in 2024 by Ido Dassa, Guillermo Alamán Requena and Lee Barad. It offers an all-in-one race day solution, providing personalized insights on pacing, nutrition, and training. The platform tracks your fitness and running route, creating a customized training plan tailored to your needs.

Back when the RacePace team applied for the aws First Incubator, they only had the idea for the platform. „For us it was a dream. We get financial support and expert guidance. And I think for us it sounded like: of course, we need to apply for it because why not? We literally have nothing to lose“, said Barad.

Advantages for foreign founders

In an interview with brutkasten, Barad pointed out how important the First Incubator is for foreign founders. “Sometimes when you’re in a new country and don’t speak the language, you can feel lost. For us, it was pretty obvious that if we wanted to continue here, we must get some kind of support and help. Also as a foreigner, you’re often not familiar with the laws in Austria. On top of that, this is our first startup, so of course it’s scary, and a lot of things can go wrong. What’s amazing is that the aws mentorship covers so many topics“, Barad said. „That is the thing that is super valuable, what’s so different in the aws First Incubator is that we actually get one-on-one support“.

Since joining the First Incubator, a lot has happened for the startup. “We really felt that someone believes in us,” said the co-founder. They launched the platform and now have hundreds of users helping them further develop the product.

Advice for applicants

Asked for one piece of advice to applicants for the aws First Incubator, Cursaru says: “Think big and act efficiently. The judges really want a startup that solves a real problem and has the potential to grow into a successful company in Austria“. Barad also has a similar advice: “First of all, don’t hesitate. Just do it. If you have an idea and a passion for building something, try to really solve a problem and do your research beforehand. I think it’s important to do your homework“.

Key requirements

To join the aws First Incubator program, applicants must meet a few key requirements. Here are the most important ones:

  • Who can apply?
    • Individuals and companies registered in Austria
    • Companies must be no more than 6 months old
  • Revenue must not exceed €10,000
  • Team size: 1 to 4 members
  • Residence status:
    • Valid residence permit with work authorization in Austria (from June 2025 to at least August 2026)
    • Applicant must have lived in Austria for no more than 5 years at the time of application
  • Nationality:
    • As an individual applicant, you must be a non-Austrian citizen
    • In a team, at least some members must be Austrian citizens
  • With a few exceptions, startups from all sectors are welcome. You can find the full eligibility criteria here.
  • By the way, additional points are awarded for projects with women in key leadership positions and projects that address socio-political challenges (SDGs).

01.04.2025

Call for international innovators: Turn your business idea into reality with aws First Incubator

The new program year for aws First Incubator has started! The first call is open until April 3rd and has a special focus on securing international founders, providing financial support, mentoring, and valuable networking opportunities to help new businesses thrive. Success stories like the startups "RacePace" or "nexus. Group AI" prove just how impactful the aws First Incubator program is for new businesses.
01.04.2025

Call for international innovators: Turn your business idea into reality with aws First Incubator

The new program year for aws First Incubator has started! The first call is open until April 3rd and has a special focus on securing international founders, providing financial support, mentoring, and valuable networking opportunities to help new businesses thrive. Success stories like the startups "RacePace" or "nexus. Group AI" prove just how impactful the aws First Incubator program is for new businesses.
The founders of © nexus. Group AI (left): Orion Forowycz and Andrei Cursaru; founder-team of © RacePace (right): Guillermo Alamán Requena, Lee Barad and Ido Dassa.

Are you in the early stages of founding your company or do you have an innovative business idea? All you need now is a project description, an application video, and a budget plan to apply for the aws First Incubator. The application deadline for the first call is open until April 3rd at 12 noonapply here! This call is specifically looking for international individuals or teams.

Austria Wirtschaftsservice (aws) is starting with its annual First Incubator program once again. They are looking for innovative minds with an entrepreneurial spirit who are either planning to start a business or have recently founded one and are still in the early stages. The program helps participants take their first steps into the market – from developing a business model to gaining the necessary know-how. brutkasten spoke with two best practice examples that are currently part of the First Incubator program.

Funding up to €55,000 possible

The aws First Incubator offers coaching and mentoring from experienced experts and founders. The funding program also includes a wide range of workshops on startup-related topics, team-specific mentoring, training sessions on business model development, and coaching sessions. Its goal is to help participants develop their business idea and make it market-ready within one to two years.

In addition, aws supports participants financially, including personnel cost subsidies, a project budget, and access to a coworking space. They also gain access to a valuable network of innovators, founders, and entrepreneurs. Projects can receive up to €55,000 in funding – click here for more details. These resources ensure that startups receive not only financial support but also strategic and operational guidance.

Selected projects are invited to the „First Startup Camp“ by aws. There, a jury of experts will decide which teams will be accepted into the First Incubator program.

Success Story: DeepTech-Startup nexus. Group AI

One of the startups currently participating in the aws First Incubator program is nexus. Group AI. The funding-program was a „game-changing moment for us, as we scale our operations and continue the development“, said the CEO. Founded by Andrei I. Cursaru (CEO) and Orion Forowycz (CTO), this DeepTech-startup develops cutting-edge AI solutions designed to strengthen societal resilience. Its flagship product, IRIS, is an AI-powered risk intelligence platform that helps governments, organizations, and enterprises navigate an increasingly complex digital landscape by providing the intelligence needed to reduce risks and enhance security.

The founders Andrei Cursaru and Orion Forowycz announced their participation at the aws First Incubator. © Screenshot/LinkedIn Andrei I. Cursaru

“Joining aws First Incubator is a dream come true“, said Cursaru. “This support will allow us to stay focused on our mission“. The funding helped nexus. Group AI on the operational and technical level, allowing them to further develop their AI system. Besides the workshops and the financial support, the founders especially praise the mentorship. “It was great to have a mentor with experience in AI startups. The mentorship is very personal.” Since then, the startup has been able to scale its product, Iris, further, and the founders have gained new entrepreneurship knowledge. The startup recently announced the launch of its pre-seed funding round.

Fitness-Startup RacePace: „For us it was a dream“

Another startup that has already achieved big results with the support of the aws First Incubator is RacePace. The Viennese startup was founded in 2024 by Ido Dassa, Guillermo Alamán Requena and Lee Barad. It offers an all-in-one race day solution, providing personalized insights on pacing, nutrition, and training. The platform tracks your fitness and running route, creating a customized training plan tailored to your needs.

Back when the RacePace team applied for the aws First Incubator, they only had the idea for the platform. „For us it was a dream. We get financial support and expert guidance. And I think for us it sounded like: of course, we need to apply for it because why not? We literally have nothing to lose“, said Barad.

Advantages for foreign founders

In an interview with brutkasten, Barad pointed out how important the First Incubator is for foreign founders. “Sometimes when you’re in a new country and don’t speak the language, you can feel lost. For us, it was pretty obvious that if we wanted to continue here, we must get some kind of support and help. Also as a foreigner, you’re often not familiar with the laws in Austria. On top of that, this is our first startup, so of course it’s scary, and a lot of things can go wrong. What’s amazing is that the aws mentorship covers so many topics“, Barad said. „That is the thing that is super valuable, what’s so different in the aws First Incubator is that we actually get one-on-one support“.

Since joining the First Incubator, a lot has happened for the startup. “We really felt that someone believes in us,” said the co-founder. They launched the platform and now have hundreds of users helping them further develop the product.

Advice for applicants

Asked for one piece of advice to applicants for the aws First Incubator, Cursaru says: “Think big and act efficiently. The judges really want a startup that solves a real problem and has the potential to grow into a successful company in Austria“. Barad also has a similar advice: “First of all, don’t hesitate. Just do it. If you have an idea and a passion for building something, try to really solve a problem and do your research beforehand. I think it’s important to do your homework“.

Key requirements

To join the aws First Incubator program, applicants must meet a few key requirements. Here are the most important ones:

  • Who can apply?
    • Individuals and companies registered in Austria
    • Companies must be no more than 6 months old
  • Revenue must not exceed €10,000
  • Team size: 1 to 4 members
  • Residence status:
    • Valid residence permit with work authorization in Austria (from June 2025 to at least August 2026)
    • Applicant must have lived in Austria for no more than 5 years at the time of application
  • Nationality:
    • As an individual applicant, you must be a non-Austrian citizen
    • In a team, at least some members must be Austrian citizens
  • With a few exceptions, startups from all sectors are welcome. You can find the full eligibility criteria here.
  • By the way, additional points are awarded for projects with women in key leadership positions and projects that address socio-political challenges (SDGs).

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