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There has always been much motivation for sharing code and solutions among teams in the RoboCup community. Yet the transfer of code between teams was usually complicated due to a huge variety of used frameworks and their differences in…

机器人学 · 计算机科学 2020-08-13 Marcus M. Scheunemann , Sander G. van Dijk

This work proposes a scheme that allows learning complex multi-agent behaviors in a sample efficient manner, applied to 2v2 soccer. The problem is formulated as a Markov game, and solved using deep reinforcement learning. We propose a basic…

机器学习 · 计算机科学 2021-03-10 Pavan Samtani , Francisco Leiva , Javier Ruiz-del-Solar

We present a fully convolutional neural network architecture that is capable of estimating full probability surfaces of potential passes in soccer, derived from high-frequency spatiotemporal data. The network receives layers of low-level…

机器学习 · 计算机科学 2021-08-05 Javier Fernández , Luke Bornn

The RoboCup Humanoid League holds annual soccer robot world championships towards the long-term objective of winning against the FIFA world champions by 2050. The participating teams continuously improve their systems. This paper presents…

The analysis of high-intensity runs (or sprints) in soccer has long been a topic of interest for sports science researchers and practitioners. In particular, recent studies suggested contextualizing sprints based on their tactical purposes…

机器学习 · 计算机科学 2024-06-25 Hyunsung Kim , Gun-Hee Joe , Jinsung Yoon , Sang-Ki Ko

This article offers a literature review of goalkeeper robots in the context of the RoboCupSoccer competition. The latter is one of the various league categories hosted by the RoboCup Federation, which fosters AI and Robotics with their…

机器人学 · 计算机科学 2023-03-23 Antoine Dizet , Ubbo Visser , Cedric Buche

The study of the collaboration, coordination and negotiation among different agents in a multi-agent system (MAS) has always been the most challenging yet popular in the research of distributed artificial intelligence. In this paper, we…

机器人学 · 计算机科学 2007-05-23 Changda Wang , Xianyi Chen , Xibin Zhao , Shiguang Ju

Soccer broadcast video understanding has been drawing a lot of attention in recent years within data scientists and industrial companies. This is mainly due to the lucrative potential unlocked by effective deep learning techniques developed…

计算机视觉与模式识别 · 计算机科学 2021-04-20 Anthony Cioppa , Adrien Deliège , Floriane Magera , Silvio Giancola , Olivier Barnich , Bernard Ghanem , Marc Van Droogenbroeck

Over the past few years, the Humanoid League rules have changed towards more realistic and challenging game environments, which encourage teams to advance their robot soccer performances. In this paper, we present the software and hardware…

Soccer, as a dynamic team sport, requires seamless coordination and integration of tactical strategies across all players. Adapting to new tactical systems is a critical but often challenging aspect of soccer at all professional levels.…

人机交互 · 计算机科学 2024-09-24 Andrew Kang , Hanspeter Pfister , Tica Lin

Soccer presents a significant challenge for humanoid robots, demanding tightly integrated perception-action capabilities for tasks like perception-guided kicking and whole-body balance control. Existing approaches suffer from inter-module…

机器人学 · 计算机科学 2026-02-06 Jipeng Kong , Xinzhe Liu , Yuhang Lin , Jinrui Han , Sören Schwertfeger , Chenjia Bai , Xuelong Li

ZJUNlict became the Small Size League Champion of RoboCup 2019 with 6 victories and 1 tie for their 7 games. The overwhelming ability of ball-handling and passing allows ZJUNlict to greatly threaten its opponent and almost kept its goal…

In this paper, a new continuous scoring system for soccer is proposed, based on the proportion of time that a team is winning, losing or tied. Several simulations are made applying this technique to complete seasons of different leagues. As…

应用统计 · 统计学 2018-03-22 Manuel Cruz , Sandra Ramos , Miguel Pinho

Humanoid soccer robots perceive their environment exclusively through cameras. This paper presents a monocular vision system that was originally developed for use in the RoboCup Humanoid League, but is expected to be transferable to other…

机器人学 · 计算机科学 2018-10-01 Hafez Farazi , Philipp Allgeuer , Sven Behnke

Scientifically evaluating soccer players represents a challenging Machine Learning problem. Unfortunately, most existing answers have very opaque algorithm training procedures; relevant data are scarcely accessible and almost impossible to…

机器学习 · 计算机科学 2021-01-15 Paul Garnier , Théophane Gregoir

The SoccerNet 2022 challenges were the second annual video understanding challenges organized by the SoccerNet team. In 2022, the challenges were composed of 6 vision-based tasks: (1) action spotting, focusing on retrieving action…

Cooperation is a fundamental social mechanism, whose effects on human performance have been investigated in several environments. Online games are modern-days natural settings in which cooperation strongly affects human behavior. Every day,…

社会与信息网络 · 计算机科学 2019-08-22 Anna Sapienza , Palash Goyal , Emilio Ferrara

The goal of RoboCup is to make research in the area of robotics measurable over time, and grow a community that works together to solve increasingly difficult challenges over the years. The most ambitious of these challenges it to be able…

机器人学 · 计算机科学 2023-10-17 Maike Paetzel-Prüsmann , Alessandra Rossi , Merel Keijsers

Soccer is a sparse rewarding game: any smart or careless action in critical situations can change the result of the match. Therefore players, coaches, and scouts are all curious about the best action to be performed in critical situations,…

机器学习 · 计算机科学 2021-09-15 Pegah Rahimian , Afshin Oroojlooy , Laszlo Toka

Reinforcement learning (RL) has progressed substantially over the past decade, with much of this progress being driven by benchmarks. Many benchmarks are focused on video or board games, and a large number of robotics benchmarks lack…

机器人学 · 计算机科学 2024-07-23 Michael Beukman , Branden Ingram , Geraud Nangue Tasse , Benjamin Rosman , Pravesh Ranchod