AGH University of Krakow Wins the 2025 RoboCup ARM Challenge

The 2025 RoboCup ARM Challenge brought together some of the brightest student minds in robotics—and the top honors went to a talented team from AGH University of Krakow, Poland. Congratulations to Mateusz Kuc and Wojciech Jankowski for their outstanding performance and innovative approach to robotic manipulation under pressure.

What is the RoboCup ARM Challenge?

The ARM Challenge is a global competition that tasks university teams with solving complex manipulation problems using real robotic arms. Participants must bridge the gap between simulation and reality, designing algorithms and simulating them in MathWorks MATLAB software, and then adapting to a real- environment with a real objects and a Universal Robot UR7e Robot equipped with a camera.   Students are challenged to address constraints like sensor noise, reach limitations, and time pressure.

From Simulation to Reality

For the AGH team, prior experience with MATLAB and Universal Robots gave them a strong foundation. But as they quickly discovered, real-world robotics is a different game. “In simulation, everything works perfectly,” they noted. “But in real life, we had to learn how to properly manipulate objects, deal with robot singularities, and adjust for noisy camera data—especially from the depth sensor.”

Strategy and Execution

Their strategy was both methodical and adaptive:

  • Stick to the rules: They ensured every move aligned with competition guidelines.
  • Leverage predictability: For static objects, they used known positions to their advantage.
  • Adapt for dynamic objects: They developed a consistent approach—moving to a fixed position above the object, using camera data to estimate orientation, and adjusting the pickup accordingly.
  • Bold final move: In their last run, they implemented a new strategy—picking up a small basket containing multiple objects of the same class and dropping it into the correct bin. It was a risk, but it paid off.

Learning Under Pressure

Though they had experience with UR3 robots and MATLAB at their university, this was their first time applying those skills in a real-world competition setting. With only four days and limited access to the robot, they had to work fast, think critically, and adapt on the fly.

Interested in competing the next Robocup ARM Challenge? Registration opens in November here.

Thanks

... to the competition sponsors, organizers, and collaborators

Stephanie KobayashiGlobal Industry Leader - Education

Stephanie Kobayashi leads strategic educational initiatives to empower the next generation of the workforce—from first time robotics users to advanced researchers. With a background in industrial technologies and education, Stephanie is passionate about bridging the gap between industry and academia. Since 2023, she has led efforts to expand Universal Robots’ global education programs, fostering innovation and collaboration across academic and industrial sectors. Her work supports educators and institutions in preparing students for careers in robotics, automation, and advanced manufacturing.

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