{"version":"1","article":{"id":"edge-fpga-robot-scene-memory-2026","slug":"edge-fpga-robot-scene-memory-2026","language":"en","url":"https://haberpaper.com/en/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=en","title":"Researchers move robot scene mapping to an FPGA edge platform","summary":"A preprint presents LENS, a system for camera localization and neural scene rendering on an AMD KR260 FPGA and ARM platform. The work adapts a scene-coordinate and Gaussian-splatting pipeline to an edge device, with the goal of operating without a desktop GPU.","category":"business","region":"world","topics":["ai","semiconductors"],"published_at":"2026-10-20T19:09:32+03:00","modified_at":"2026-10-20T19:09:32+03:00","publication_basis":"publication-record","event_period":"2026-10-18","event_period_basis":"event-or-reference-period","sources":[{"name":"arXiv","url":"https://arxiv.org/abs/2610.25068v1","publishedAt":"2026-10-18","checkedAt":"2026-10-20"}],"translations":[{"language":"tr","url":"https://haberpaper.com/tr/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=tr"},{"language":"en","url":"https://haberpaper.com/en/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=en"},{"language":"ar","url":"https://haberpaper.com/ar/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=ar"},{"language":"fr","url":"https://haberpaper.com/fr/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=fr"},{"language":"es","url":"https://haberpaper.com/es/news/edge-fpga-robot-scene-memory-2026","api_url":"https://haberpaper.com/api/v1/articles/edge-fpga-robot-scene-memory-2026?lang=es"}],"data_types":[],"data":null,"data_compilations":[],"data_downloads":[],"content":{"paragraphs":["A preprint presents LENS, a system for camera localization and neural scene rendering on an AMD KR260 FPGA and ARM platform. The work adapts a scene-coordinate and Gaussian-splatting pipeline to an edge device, with the goal of operating without a desktop GPU.","The paper focuses on engineering the workload for constrained hardware rather than proposing a new scene representation. Its results are specific to the evaluated robot-scene tasks and platform and do not establish general performance for autonomous vehicles."],"key_points":[],"sections":[]},"text":"A preprint presents LENS, a system for camera localization and neural scene rendering on an AMD KR260 FPGA and ARM platform. The work adapts a scene-coordinate and Gaussian-splatting pipeline to an edge device, with the goal of operating without a desktop GPU.\n\nA preprint presents LENS, a system for camera localization and neural scene rendering on an AMD KR260 FPGA and ARM platform. The work adapts a scene-coordinate and Gaussian-splatting pipeline to an edge device, with the goal of operating without a desktop GPU.\n\nThe paper focuses on engineering the workload for constrained hardware rather than proposing a new scene representation. Its results are specific to the evaluated robot-scene tasks and platform and do not establish general performance for autonomous vehicles.","corrections":[],"editorial_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"},"section_illustration":{"kind":"symbolic-editorial-illustration","documentary":false,"scope":"section","asset_id":"business","url":"https://haberpaper.com/assets/illustrations/business-1536.webp","width":1536,"height":1024,"alt":"Symbolic industrial workshop with machinery, a warehouse and a crane.","language":"en"}}}