{"id":45234,"date":"2021-02-23T14:25:58","date_gmt":"2021-02-23T21:25:58","guid":{"rendered":"https:\/\/www.realsenseai.com\/uncategorized-cn\/slamcore\/"},"modified":"2021-02-23T21:25:58","modified_gmt":"2021-02-24T04:25:58","slug":"slamcore","status":"publish","type":"post","link":"https:\/\/www.realsenseai.com\/cn\/news-insights-cn\/slamcore\/","title":{"rendered":"Mapping the Real World for Robots and Autonomous Devices"},"content":{"rendered":"\n<h4>Moving around the real world.<\/h4>\nRobots and autonomous products have to operate in the physical three dimensional world. It seems obvious, but many forget that in order to do so they must \u2018see and understand\u2019 in 3D to reliably, accurately and quickly calculate their position and what\u2019s around them. Giving robots the ability to map their world and understand where they are within it is a complex business and relies on Simultaneous Localization and Mapping (SLAM) software and high-quality sensors.\n\nMimicking most living creatures, <a href=\"http:\/\/www.slamcore.com\">SLAMcore<\/a> fuses data from an RealSense Stereo depth camera and an inertial sensor to sense \u2018motion\u2019 \u2018like the human inner ear\u2019. SLAMcore\u2019s software is designed to work out-of-the-box with both the RealSense depth cameras <a href=\"https:\/\/www.intelrealsense.com\/depth-camera-d435i\/\">D435i<\/a> and <a href=\"https:\/\/www.intelrealsense.com\/depth-camera-d455\/\">D455<\/a>. Rich video data and depth information from the infrared stereo cameras are combined with the integrated inertial measurement unit (IMU) data to create detailed maps and accurately locate and track the sensor in real time on cost-effective compute.\u00a0 A fast demonstration is possible within minutes, a prototype SLAM system within an hour and the SLAMcore software can be further tuned to fit a wide range of commercial robots\/products operating in complex environments including offices, warehouses, streets and outdoors.\n\n<figure id=\"attachment_16188\" aria-describedby=\"caption-attachment-16188\" style=\"width: 971px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-16188\" src=\"https:\/\/realsenseai.com\/wp-content\/uploads\/2021\/02\/slamcore-blog-pic-v2-002.png\" alt=\"Map of an environment.\" width=\"971\" height=\"720\" srcset=\"https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/slamcore-blog-pic-v2-002.png 971w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/slamcore-blog-pic-v2-002-300x222.png 300w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/slamcore-blog-pic-v2-002-768x569.png 768w\" sizes=\"auto, (max-width: 971px) 100vw, 971px\" \/><figcaption id=\"caption-attachment-16188\" class=\"wp-caption-text\">SLAMCore works with RealSense stereo depth cameras to build environment maps for robots.<\/figcaption><\/figure>\n<h4>Why RealSense?<\/h4>\nA few features of RealSense depth cameras allow for fast setup and operation with SLAMcore; precision time-stamping of data between cameras and the IMU allows SLAMcore to accurately calculate distances in real-time. From there, the software identifies and uses landmarks that enable a robot\/device to track its location in the real world in real-time without the need for external sensors or markers. The wide field of view and high resolution provide numerous landmarks which means that robots can successfully locate themselves in almost any environment, and the high quality depth-maps calculated on the depth cameras provide the information for dense reconstruction of the world. The efficiency of the SLAMcore software combined with the rich data feed from the D435i or D455 allows the system to run in real-time on low cost compute devices (x86, ARM etc).\n\nMany early robotic products used LIDAR sensors for collision avoidance and basic mapping.\u00a0 VisualSLAM systems have proven more accurate and robust in situations ranging from huge warehouses to small offices and from outdoor operation where landmarks may be a long way away, to busy environments with lots of dynamic objects (even people) which need to be excluded from map and location calculations. Crucially, the combination of SLAMcore software and RealSense stereo depth cameras has proven to be highly effective even in highly variable light conditions, since the depth cameras can operate in a wide variety of lighting conditions including bright sunlight and darkness.\n\n<figure id=\"attachment_16044\" aria-describedby=\"caption-attachment-16044\" style=\"width: 906px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-16044\" src=\"https:\/\/realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1.jpg\" alt=\"food delivery robots\" width=\"906\" height=\"510\" srcset=\"https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1.jpg 2560w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1-300x169.jpg 300w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1-1024x576.jpg 1024w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1-768x432.jpg 768w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1-1536x864.jpg 1536w, https:\/\/www.realsenseai.com\/wp-content\/uploads\/2021\/02\/delivery-robot-food-delivery-robots-may-serve-homes-near-future-agv-intelligent-robot-scaled-1-2048x1152.jpg 2048w\" sizes=\"auto, (max-width: 906px) 100vw, 906px\" \/><figcaption id=\"caption-attachment-16044\" class=\"wp-caption-text\">Delivery Robots need to know where they are going &#8211; SLAM software helps them do that.<\/figcaption><\/figure>\n<h4>Additional data for more functionality<\/h4>\nSensors that provide depth and color create much richer data for robots to use; they also mean that humans can also make sense of the scenes captured by robots, useful for \u2018human in the loop\u2019 operations and interactions. SLAMcore processes this additional data in a computationally efficient way so that robots can successfully estimate location in complex environments in real time on low-cost compute. As autonomous robots are deployed in an ever-wider range of locations \u2013 from disinfecting hospital wards, cleaning streets, delivering pallets in warehouses, farming crops to directing visitors in shopping malls, the ability to quickly process rich real-world data to establish precise location is critical.\n\nThe tight integration of Real Sense Depth Cameras with SLAMcore software not only provides a robust and cost-effective solution for VisualSLAM but for a range of other robot functions requiring visual inputs. Using the ROS framework the output from the Depth Cameras and SLAMcore\u2019s software can be shared with other robot\/device functions, including navigation and face and obstacle detection.\n\nThe market for robots is exploding, but full autonomy demands effective visual SLAM solutions that can work in the dynamic real-world and not just the lab. Designing and developing these devices is hard, time-consuming and expensive, often requiring extensive custom calibration and placement of sensors. SLAMcore and RealSense working together allows robot designers to rely on visual SLAM that has been optimized to work with the leading depth cameras on the market &#8211; right out of the box.\n\nDevelopers can request access to the SLAMcore software by applying through the SLAMcore website and can download and have prototypes working with the RealSense Depth cameras D435i\/D455 and x86 or ARM processors within minutes.\n","protected":false},"excerpt":{"rendered":"<p>Moving around the real world. Robots and autonomou [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":42728,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"featured_image_focal_point":[],"inline_featured_image":false,"footnotes":""},"categories":[1195,1199,1200,1204,1198,1193,1206],"tags":[533,534,535,500,1246,536,537,538,539],"capability_application":[],"industry":[],"class_list":["post-45234","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-d400-cn","category-how-to-cn","category-insights-cn","category-vr-cn","category-facial-authentication-cn","category-news-insights-cn","category-whitepapers-cn","tag-agv-2","tag-amv-2","tag-navigation-2","tag-robotics-2","tag-robotics-cn","tag-slam-2","tag-slamcore-2","tag-stereo-2","tag-vslam-2"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v27.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Mapping the Real World for Robots and Autonomous Devices - RealSense<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.realsenseai.com\/cn\/news-insights-cn\/slamcore\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mapping the Real World for Robots and Autonomous Devices\" \/>\n<meta property=\"og:description\" content=\"Moving around the real world. 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