ROBOSENSE
9.2.2021 20:02:05 CET | Business Wire | Press release
RoboSense LiDAR (https://robosense.ai/ ) today released the latest version of the ground truth data system and evaluation tool chain RS-Reference 2.1, used for LiDARs and multi-sensor fusion systems performance evaluation. The original RS-Reference version was launched in the market in 2016, when the automotive-grade MEMS solid-state LiDAR RS-LiDAR-M1 project was established. Used by global OEMs and Tier1s, the system has been continuously improved and upgraded with more efficient and useful evaluation function modules and software tool chains.
This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20210209005689/en/
While the evaluation function modules can be liked to an exam, the ground truth data is the "answer" for the evaluation of the perception system. Therefore, the accuracy of ground truth data must be significantly higher than the device under test (DuT) in all aspects including detection performance and geometric error.
The ground truth data, usually stored in the PB-Level, includes dynamic information such as obstacle types, speeds, and locations, and static information such as lane lines and road boundaries.
Data labeling quality and data generation efficiency are the key factors to ground truth data.
- The RS-Reference system provides a set of ground truth data generation and evaluation solutions, and outputs detection performance and geometric error indicators with a labeling efficiency close to 1:1. This is significantly more accurate than real-time perception, manual labeling and traditional labeling tools.
- High performance and mature sensor data collection system: the RS-Reference system contains the RoboSense 128-beam LiDAR RS-Ruby, Leopard camera, Continental 408 millimeter-wave radar, GI-6695 RTK, and two added RoboSense RS-Bpearl LiDAR for near-field blind spots in the 2.1 version.
- Detached roof-mounted deployment without vehicle body modification: the RS-Reference system adapts to different vehicle sizes, does not occupy the sensor installation position of the DuTs, and directly evaluates the intelligent driving system that is consistent with the sensor sets of commercial vehicles.
- Vastly improved/accumulated perception algorithm and offline processing mechanism: The algorithm is key to smart labeling instead of manual labeling, and is responsible for the extraction of ground truth data. The RS-Reference system uses a customized and dedicated offline perception algorithm, which is the product of RoboSense’s 13+ years’ of accumulated experience of LiDAR sensing algorithm technology. It performs a “full life process tracking and identification" for each obstacle data, and extracts all ground truth data from each frame. The RS-Reference system can pick up speed and acceleration labeling, and accurately delineate the size of the labeling frame through comprehensive shape and size information. The system is also capable of accurately dividing obstacles that are in close proximity to each other in complex scenes.
- Full-stack evaluation tool chain: it includes data collection tools, sensor calibration tools, visualization tools, manual verification tools, evaluation tools, etc. The 2.1 version upgrades the data management platform and adds the scene semantic labeling function that serves every step of the evaluation process.
- Individual sensor evaluation in the multi-sensor fusion system: not only can the RS-Reference system evaluate the result of intelligent driving's perception fusion, but it can also provide targeted solutions based on the features of different types of sensors such as LiDAR, millimeter wave radar, and camera. Dedicated or customized tool modules can be developed according to customer needs for further in-depth analysis of the performance of the sensing system.
- Extended application value of the RS-Reference: includes planning and control algorithm development support, which is able to generate massive ground truth data to build simulation scenes, and can evaluate road-side perception systems.
View source version on businesswire.com: https://www.businesswire.com/news/home/20210209005689/en/
Link:
Social Media:
About Business Wire
Subscribe to releases from Business Wire
Subscribe to all the latest releases from Business Wire by registering your e-mail address below. You can unsubscribe at any time.
Latest releases from Business Wire
Gurobi’s Decision Intelligence Summit Comes to Prague13.10.2026 09:00:00 CEST | Press release
The Gurobi Summit EMEA returns October 13–14 to showcase why optimization is the AI that drives trusted decisions. Gurobi Optimization, LLC, the leader in decision intelligence technology, today unveiled the 2026 Gurobi Decision Intelligence Summit (“Gurobi Summit”) EMEA, taking place October 13–14 in Prague. Following the U.S. version of the event, which took place September 22-23 in Las Vegas, attendees in the EMEA region will gather at the Fantova Budova for two days of innovative use case presentations, in-depth trainings, and expert-led panels. Sessions will highlight how optimization is the most suitable form of AI for delivering actionable, defensible decisions, and how generative AI can break down barriers to entry and help more users apply optimization’s full potential. This year’s presentations will include speakers from ALDI, Dutch Railways, Ryanair Labs, SAP, Skydance, and more. Several of Gurobi’s partners will also be present to showcase their solutions and expertise. In
YouHodler Italy Authorised by CONSOB as a Crypto-Asset Service Provider Under MiCA13.10.2026 09:00:00 CEST | Press release
Authorisation covers custody, exchange of crypto-assets for funds and for other crypto-assets, execution of orders and transfer services YouHodler Italy S.r.l., announces that CONSOB, after hearing the Bank of Italy, has authorised it as a crypto-asset service provider (CASP) under Regulation (EU) 2023/1114 (MiCA) and Legislative Decree 129/2024, by resolution no. 24156 of 8 October 2026. The authorisation covers five services: custody and administration of crypto-assets on behalf of clients; exchange of crypto-assets for funds; exchange of crypto-assets for other crypto-assets; execution of orders on behalf of clients; and transfer services for crypto-assets on behalf of clients. With the authorisation, YouHodler Italy serves clients in Italy as a supervised firm under MiCA's client protections: segregation of client crypto-assets, governance and security requirements, pre-contractual information and complaints handling. The company plans to extend its services to all 27 EU Member Sta
Manhattan Wins Kesko Mandate as Nordic Retail Giant Bets on Cloud-Native, AI-Driven Warehousing13.10.2026 09:00:00 CEST | Press release
The race to modernise Europe's grocery supply chains has entered a new phase, with Finnish retail group Kesko selecting ActiveWarehouse™ from leading supply chain and omnichannel commerce solutions provider Manhattan Associates Inc. (NASDAQ: MANH). The Nordic retail giant is replacing its grocery trade legacy warehouse management system with the industry’s leading, cloud-native warehouse management solution, including agentic AI capabilities delivered through ActiveAgents™ and Agent Foundry. For Finland’s second largest grocery brand, and one of the biggest in Northern Europe, the investment reflects the growing strategic importance of operational agility, as digital and physical retail become increasingly interconnected and a broader shift taking place across retail logistics more generally. The scale of Kesko’s grocery trade makes the project noteworthy in Finnish and European retail. In 2025, the division’s net sales amounted to EUR 6.5 billion, and its comparable operating profit w
Horizon3 Promotes Keith Poyser to General Manager, EMEA Following More Than 260% Regional Revenue Growth13.10.2026 09:00:00 CEST | Press release
Poyser built the EMEA team from eight to more than 110 employees and will lead the company’s next phase of expansion across the region. Horizon3 today announced the promotion of Keith Poyser to General Manager, EMEA. Previously Vice President, EMEA, Poyser will oversee the company’s next phase of growth and expansion across Europe, the Middle East and Africa. His promotion follows more than 260% regional revenue growth in the last fiscal year and the opening of Horizon3’s EMEA headquarters in Amsterdam. This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20261013365926/en/ Keith Poyser promoted to General Manager, EMEA following more than 260% regional revenue growth Since joining Horizon3 in September 2024, Poyser has recruited experienced talent and established a regional leadership bench, growing the EMEA team from eight to more than 110 employees. He has built a culture of trust, collaboration and accountability to support the
New Galderma Research Reveals More Than Half of Women Mistake Menopause-Related Skin Changes for Signs of Ageing13.10.2026 07:00:00 CEST | Press release
New clinical data identify optimized injectable aesthetics treatment protocol for menopause-induced skin changes 56% of women have experienced ‘The Menopausal Skin Misread’, admitting they first put menopause-related skin changes down to ageing, while fewer than a third (29%) recognized menopause as the cause1 A significant knowledge gap remains: one in two women are unaware that hormonal changes during perimenopause and menopause can affect the skin, and 82% agree that better understanding the difference between menopause-related skin changes and general ageing would help them feel more informed and in control of their skincare decisions1 New data from an investigator-initiated trial (IIT) led by Dr. Andreas Nikolis and supported by Galderma, demonstrated that a sequenced treatment approach using Restylane Skinboosters followed by Sculptra delivered significant improvements in skin hydration and remodeling across the face and décolletage in menopausal women, highlighting the value of
In our pressroom you can read all our latest releases, find our press contacts, images, documents and other relevant information about us.
Visit our pressroom
