Chinese Team Solves VLA Model's Weakness with 'Moving Eyes' Technology
A research team from China has made significant advancements in enhancing the performance of Vision-Language-Action (VLA) models, which typically experience severe performance declines with minor camera movements. By implementing a novel 'moving eyes' paradigm that employs dual robotic arms for dynamic data collection, the team has achieved a notable increase in task success rates, showcasing a more profound understanding of spatial interactions. Their innovative findings were presented at the esteemed IROS 2026 conference, highlighting the importance of addressing vulnerabilities in VLA models to improve their reliability in real-world applications.
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.
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.
Patten Studio
United States
Patten Studio is an interactive design studio based at MIT Media Lab roots, creating technology-driven art installations and experiential environments for brands and public spaces. Work involves sensing, embedded computing, and responsive physical interfaces, with peripheral relevance to human-machine interaction.
Shenzhen Macrotellect Technology (CN)
Macrotellect develops BrainLink EEG headsets and brainwave sensing devices for consumer and research applications. The company focuses on brain-computer interface technology enabling non-invasive neural signal acquisition and human-machine interaction.
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.
AU Centre for Robotic Vision (ACRV) (AU)
Australia
Australian research centre focused on robotic vision systems, operating under university auspices. Conducts research in computer vision and perception for autonomous robots. Website was inaccessible at time of scrape; inferred from name and known public profile as a vision-focused robotics institute.
Robotic Vision Technologies
US developer of Vision Factory, a 3D machine vision platform enabling industrial robots to locate parts in six degrees of freedom from a single camera image. Targets automated manufacturing lines requiring high-speed, accurate part location without structured environments.
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