端到端自动驾驶

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见谈 | 商汤绝影王晓刚:越过山丘,我如何冲刺智驾高地?
2 1 Shi Ji Jing Ji Bao Dao· 2025-05-20 12:31
Core Insights - The article discusses the evolution of SenseAuto, a subsidiary of SenseTime, focusing on its advancements in end-to-end autonomous driving technology and the challenges faced in the automotive industry [2][3][4]. Group 1: Company Background and Innovations - Wang Xiaogang, CEO of SenseAuto, was among the first to propose the "end-to-end" approach in computer vision, aiming to reduce errors in intermediate module transmissions [2][3]. - SenseAuto launched its first product, the SenseDrive DMS driver monitoring system, in 2018, and secured partnerships with major Tier 1 suppliers and over 10 OEMs [4][5]. - The company introduced the SenseAuto Pilot-P solution in 2021, achieving L2+ level advanced driver assistance functions [4][5]. Group 2: Market Position and Competition - SenseAuto's entry into the automotive sector was marked by a focus on intelligent cockpit solutions, while the autonomous driving sector was still in a chaotic phase with no consensus on the future direction [3][4]. - The emergence of Tesla and its successful implementation of end-to-end autonomous driving models in 2022 shifted industry dynamics, prompting other companies like Xiaopeng and Li Auto to adopt similar strategies [5][6]. Group 3: Strategic Development and Challenges - Wang Xiaogang emphasized the need for cost reduction and efficiency improvement to compete effectively in mass production, which poses a significant challenge for SenseAuto [6][7]. - The company is focusing on talent acquisition and platformization to address the challenges of adapting to various hardware platforms and software [7][8]. Group 4: Future Outlook and Business Strategy - SenseAuto aims to expand its delivery range in the mid-to-low-end market by 2025, with plans to collaborate with new partners like GAC Aion and FAW Hongqi [11][12]. - The company is also developing a multi-modal large model, DriveAGI, to enhance its autonomous driving technology, which is expected to exceed human capabilities [11][12]. - SenseAuto positions itself as an AI platform company in the automotive sector, focusing on building AI infrastructure and data pipelines for enterprises [11][12].
东风汽车发布开源智驾“教材” 让汽车自学成“老师傅”
Chang Jiang Ri Bao· 2025-04-01 00:23
"我们牵头为端到端自动驾驶系统编写了一本'教科书'。"近日,东风汽车宣布了这一成 果。这家拥有56年造车积淀的国有车企正向外界展示其在智能化领域的创新实力,发布了目 前行业最大规模的端到端自动驾驶开源数据集。 什么是端到端自动驾驶?这是一种智能计算系统,以原始传感器数据(如相机图像、激 光雷达数据等)为输入,实现深度学习,像人一样,从"看到路"到"控制车"一步到位,全程 自己搞定。 这份"教科书"涵盖了125万组数据,包含超6000个场景片段,涵盖不同时段、天气及多 种复杂驾驶场景的数据,给自动驾驶汽车提供了"实战"教学。例如"下雨天避开积水""晚上 会车时保持适当距离""应对出现的行人"等每一个具体场景都经过精确标注。"换句话说,这 些数据让自动驾驶技术更加'聪明',从而在复杂的路况中更加精准地做出判断和反应,为下 一代智能汽车的发展奠定基础。"东风汽车研发总院智能化技术总工程师李红林解释道。 目前,我国智能驾驶行业面临数据体量不足、数据孤岛化现象严重等挑战,行业急需打 造开放统一的数据生态。"有了这个开源的数据集,大家基于同样的高质量数据作为研究基 础,就能推动产业协同,让自动驾驶技术更快进步。"李红林表 ...