A research team at Peking University has unveiled the HumanNet dataset, a comprehensive collection of one million hours of human-centered videos aimed at advancing robot training in physical tasks. Released in October 2023, this extensive dataset offers a wealth of diverse perspectives and detailed annotations, enhancing the learning capabilities of robots. The initiative seeks to improve the interaction between robots and humans by providing a rich resource that reflects real-world scenarios, ultimately fostering more effective and adaptable robotic systems.
Education & Research
Robot Manufacturer
Human-Machine Interaction
Original from leaderobot.com: How One Million Hours of Human Video Became a 'Textbook' for Robot Learning
How One Million Hours of Human Video Became a 'Textbook' for Robot Learning
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United States
Joint University of Pittsburgh and US Department of Veterans Affairs laboratory conducting rehabilitation engineering research. Develops mobility devices, assistive technologies, and medical-grade products for people with disabilities.
Joanneum Research Assoc (AT)
Austria
Joanneum Research Institute for Robotics and Flexible Production conducts applied R&D in industrial robot systems, production automation and robot safety, offering feasibility analysis, consulting and testing in a robotics solution centre.
St Petersburg National Research U of ITMO
Russian leading research university (ITMO University) specializing in information technology, optical engineering, and photonics. Active research programs in AI, robotics, computer vision, and cyber-physical systems.
Alkadur Robot Systems GmbH
Germany
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CRP Robot (CN)
China
Chinese high-tech enterprise manufacturing industrial robots, collaborative robots, and core robot components including control systems and servo systems. Main drafting unit of four Chinese national standards in the industrial robot domain.
Dr Robot
Canada
Dr Robot Inc develops WiFi-connected robot platforms, motor drivers, servo controllers, and OEM robot kits for autonomous mobile and humanoid robot development. Products target educational, research, and personal robot application developers.
Patten Studio
United States
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Shenzhen Macrotellect Technology (CN)
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Soul Machines
New Zealand
New Zealand AI company (now in receivership as of February 2026) that developed lifelike digital human avatars powered by large language models for customer service and enterprise deployment. Created Digital Workers and Workforce Connect platforms.
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