A break in play throughout a Small Measurement League match.

As we speak, 21 July, noticed the competitions draw to a detailed in an exciting finale. Within the third and last of our round-up articles, we offer a flavour of the motion from this final day. For those who missed them, you will discover our first two digests right here: 19 July | 20 July.

My first port of name this morning was the Customary Platform League, the place Dr Timothy Wiley and Tom Ellis from Crew RedbackBots, RMIT College, Melbourne, Australia, demonstrated an thrilling development that’s distinctive to their staff. They’ve developed an augmented actuality (AR) system with the goal of enhancing the understanding and explainability of the on-field motion.

The RedbackBots travelling staff for 2024 (L-to-R: Murray Owens, Sam Griffiths, Tom Ellis, Dr Timothy Wiley, Mark Area, Jasper Avice Demay). Photograph credit score: Dr Timothy Wiley.

Timothy, the educational chief of the staff defined: “What our college students proposed on the finish of final yr’s competitors, to make a contribution to the league, was to develop an augmented actuality (AR) visualization of what the league calls the staff communication monitor. It is a piece of software program that will get displayed on the TV screens to the viewers and the referee, and it exhibits you the place the robots suppose they’re, details about the sport, and the place the ball is. We got down to make an AR system of this as a result of we predict it’s so significantly better to view it overlaid on the sector. What the AR lets us do is mission all of this info reside on the sector because the robots are transferring.”

The staff has been demonstrating the system to the league on the occasion, with very constructive suggestions. In actual fact, one of many groups discovered an error of their software program throughout a sport while attempting out the AR system. Tom stated that they’ve acquired quite a lot of concepts and strategies from the opposite groups for additional developments. This is without doubt one of the first (if not, the primary) AR system to be trialled throughout the competitors, and first time it has been used within the Customary Platform League. I used to be fortunate sufficient to get a demo from Tom and it positively added a brand new stage to the viewing expertise. It will likely be very attention-grabbing to see how the system evolves.

Mark Area establishing the MetaQuest3 to make use of the augmented actuality system. Photograph credit score: Dr Timothy Wiley.

From the principle soccer space I headed to the RoboCupJunior zone, the place Rui Baptista, an Govt Committee member, gave me a tour of the arenas and launched me to among the groups which have been utilizing machine studying fashions to help their robots. RoboCupJunior is a contest for varsity kids, and is break up into three leagues: Soccer, Rescue and OnStage.

I first caught up with 4 groups from the Rescue league. Robots establish “victims” inside re-created catastrophe situations, various in complexity from line-following on a flat floor to negotiating paths by way of obstacles on uneven terrain. There are three totally different strands to the league: 1) Rescue Line, the place robots comply with a black line which leads them to a sufferer, 2) Rescue Maze, the place robots want to research a maze and establish victims, 3) Rescue Simulation, which is a simulated model of the maze competitors.

Crew Skollska Knijgia, collaborating within the Rescue Line, used a YOLO v8 neural community to detect victims within the evacuation zone. They skilled the community themselves with about 5000 photographs. Additionally competing within the Rescue Line occasion had been Crew Overengeniering2. In addition they used YOLO v8 neural networks, on this case for 2 components of their system. They used the primary mannequin to detect victims within the evacuation zone and to detect the partitions. Their second mannequin is utilized throughout line following, and permits the robotic to detect when the black line (used for almost all of the duty) adjustments to a silver line, which signifies the doorway of the evacuation zone.

Left: Crew Skollska Knijgia. Proper: Crew Overengeniering2.

Crew Tanorobo! had been collaborating within the maze competitors. In addition they used a machine studying mannequin for sufferer detection, coaching on 3000 photographs for every sort of sufferer (these are denoted by totally different letters within the maze). In addition they took photographs of partitions and obstacles, to keep away from mis-classification. Crew New Aje had been collaborating within the simulation contest. They used a graphical consumer interface to coach their machine studying mannequin, and to debug their navigation algorithms. They’ve three totally different algorithms for navigation, with various computational price, which they will swap between relying on the place (and complexity) within the maze by which they’re situated.

Left: Crew Tanorobo! Proper: Crew New Aje.

I met two of the groups who had not too long ago offered within the OnStage occasion. Crew Medic’s efficiency was based mostly on a medical state of affairs, with the staff together with two machine studying components. The primary being voice recognition, for communication with the “affected person” robots, and the second being picture recognition to categorise x-rays. Crew Jam Session’s robotic reads in American signal language symbols and makes use of them to play a piano. They used the MediaPipe detection algorithm to seek out totally different factors on the hand, and random forest classifiers to find out which image was being displayed.

Left: Crew Medic Bot Proper: Crew Jam Session.

Subsequent cease was the humanoid league the place the ultimate match was in progress. The sector was packed to the rafters with crowds wanting to see the motion.
Standing room solely to see the Grownup Measurement Humanoids.

The finals continued with the Center Measurement League, with the house staff Tech United Eindhoven beating BigHeroX by a convincing 6-1 scoreline. You’ll be able to watch the livestream of the ultimate day’s motion right here.

The grand finale featured the winners of the Center Measurement League (Tech United Eindhoven) towards 5 RoboCup trustees. The people ran out 5-2 winners, their superior passing and motion an excessive amount of for Tech United.