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Achieving Human Level Competitive Robot Table Tennis

Robot table tennis competition reaches amateur human level

#deep learning
#robot
#simulation to reality
#table tennis
#Adapt in real time
Achieving Human Level Competitive Robot Table Tennis

Product Details

This is a robot table tennis agent model developed by the Google DeepMind team. It uses deep learning technology to achieve competitiveness with amateur human players in table tennis matches. The importance of this technology is that it not only promotes the technological development of robots in high-speed movement, real-time precise decision-making, and strategic decision-making, but also provides a valuable benchmark for robots to directly compete with humans.

Main Features

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Layered and modular policy architecture with low-level and high-level controllers
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Technology to realize zero-sample simulation to the real world (sim-to-real)
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The ability to adapt to unknown adversaries in real time
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User research to test the model by playing actual matches against humans
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Low-level skill strategies focus on specific aspects of table tennis, such as forehand topspin, backhand positioning, or forehand serve
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The high-level controller is responsible for coordinating low-level skills, selecting the optimal skill based on current game statistics, skill descriptors, and opponent abilities.

How to Use

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1. Visit the product page for more information
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2. Read research papers on robotic table tennis agent models
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3. Watch the video of the highlight moments of the competition between robots and human players
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4. Understand the hierarchical control strategy and real-time adaptation mechanism of the robot
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5. Participate in user research and experience the fun of playing table tennis with robots
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6. Based on feedback and evaluation, further understand the application potential of robots in the field of table tennis

Target Users

This product is suitable for professionals in the field of robotics research and development, as well as scholars and students interested in artificial intelligence and machine learning. It provides a new perspective and research direction for the application of robotics in the field of sports competition.

Examples

Played 29 games against human players of varying skill levels, the robot won 45% of the games

Professional table tennis coach Barney J. Reed spoke highly of the robot's performance.

User research shows that participants generally find playing with robots fun and engaging

Quick Access

Visit Website →

Categories

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› AI 3D tools
› AI game creation

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