Upsampling method sharpens AI vision with up to 16 times less GPU memory
A collaborative research team from KAIST and various international institutions has made significant advancements in computer vision technology, enhancing artificial intelligence's ability to perceive its surroundings. This new technology improves GPU memory efficiency by up to 16 times, allowing AI systems to operate with minimal memory usage. The breakthrough, announced recently, is expected to play a crucial role in advancing the development of humanoid robots and on-device AI, potentially transforming how these technologies are integrated into everyday life. The innovation underscores the growing importance of efficient AI systems in various applications, from smartphones to robotics.
Robotics needs a service framework.
RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.
HERL (Human Engineering Research Lab)
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.
Technology Collaborative
Technology Collaborative is a US nonprofit organization focused on technology education and workforce development. Connects businesses, educators, and government to advance applied technology skills including automation and robotics training.
AUBO Robotics 遨博智能
United States
AUBO is a Chinese national high-tech enterprise specializing in the R&D, production, and sale of collaborative robots (cobots) with full independent intellectual property rights. They offer various models (3-16KG payload, i/C/iV/iF series) for applications in 3C, automotive, healthcare, and logistics, aiming to increase efficiency and achieve low-cost operations globally.
Chang Robotics
United States
Chang Robotics is an engineering firm specializing in collaborative robotics and automation integration. It provides customized cutting-edge robotic solutions tailored to workforce needs, serving manufacturing, healthcare, government, food & beverage, and other sectors with engineering, deployment, and advanced automation systems.
Humanoid M.AX Alliance
Korea, Republic of (South)
The Humanoid M.AX Alliance, established in April 2025, is a consortium comprising 224 entities focused on advancing Korea's humanoid robotics sector. Key initiatives include developing shared Robot AI Foundation Models, conducting R&D on next-gen humanoid technologies, and collaborating on AI semiconductors and mobility batteries. The Alliance also emphasizes startup acceleration and talent development through partnerships with leading universities.
Kind Humanoid (Acq. by 1X)
United States
NEO is an advanced humanoid robot designed for versatile applications in domestic and commercial environments. It utilizes artificial intelligence algorithms for natural language processing and machine learning to enhance user interaction. The robot is equipped with a modular hardware architecture, enabling scalability and customization. Key features include real-time data processing, autonomous navigation, and integration with IoT devices for smart home functionality.
Rotaku (humanoid robotics; limited public info)
United States
The humanoid robots developed feature a height of 1.7m, a weight of 45kg, and 22 degrees of freedom, enabling complex manipulation tasks. The system utilizes a robust SDK for high- and low-level control, alongside a data analytics stack for telemetry management. Advanced simulation environments support reinforcement learning for policy optimization, ensuring effective deployment in real-world scenarios.
Green Hills Software
United States
Independent embedded software provider delivering RTOS, compilers, IDEs, and debuggers for safety- and security-critical systems. Serves automotive, avionics, defence, and industrial domains with certified real-time operating system platforms since 1982.
Scorpion Vision Software (UK)
Norwegian-based 2D and 3D industrial machine vision software platform (marketed under Tordivel AS). Offers sub-pixel and micron-level non-contact measurement, configurable inspection tools, and advanced calibration capabilities without programming.
Acquired Data Solutions, Inc.
United States
Provides systems engineering, embedded software development, automation integration, and cybersecurity services for government and commercial defense clients. Capabilities include OT/IT convergence, edge computing, and mission-critical system integration across a 28-year operational history.
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