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Morning Edition · Tuesday, October 20, 2026Published at 2:12 AM EDT · New York
Berkeley Lab's SYNAPS-I pipeline uses Meta's SAM 3 and DINOv3 to cut beamline image analysis from about a month to 15 minutes
The same open-weight vision models run on the device in a Pittsburgh-led robotic wheelchair project that the Advanced Research Projects Agency for Health (ARPA-H) funds with up to $41.5 million.
Lawrence Berkeley National Laboratory leads SYNAPS-I (SYnergistic Neutron And Photon Science, Intelligence), a project within the Department of Energy's Genesis Mission. Its image-segmentation pipeline is built on two Meta open-weight model…
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Part of a tracked trend
Open-Weight Vision Models Move Into National Lab Beamlines and Assistive Robotics
Fine-tunable open-weight perception models keep displacing expert annotation and custom vision stacks in government science and assistive robotics, where data must stay on the operator's own infrastructure.
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