视觉 - 语言 - 动作(VLA)

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不管VLA还是WM世界模型,都需要世界引擎
自动驾驶之心· 2025-09-13 16:04
Core Viewpoint - The article discusses the current state and future prospects of end-to-end autonomous driving, emphasizing the concept of a "World Engine" to address challenges in the field [2][21]. Definition of End-to-End Autonomous Driving - End-to-end autonomous driving is defined as "learning a single model that directly maps raw sensor inputs to driving scenarios and outputs control commands," replacing traditional modular pipelines with a unified function [3][6]. Development Roadmap of End-to-End Autonomous Driving - The evolution of end-to-end autonomous driving has progressed from simple black-and-white image inputs over 20 years to more complex methods, including conditional imitation learning and modular approaches [8][10]. Current State of End-to-End Autonomous Driving - The industry is currently in the "1.5 generation" phase, focusing on foundational models and addressing long-tail problems, with two main branches: the World Model (WM) and Visual Language Action (VLA) [10][11]. Challenges in Real-World Deployment - Collecting data for all scenarios, especially extreme cases, remains a significant challenge for achieving Level 4 (L4) or Level 5 (L5) autonomous driving [17][18]. Concept of the "World Engine" - The "World Engine" concept aims to learn from human expert driving and generate extreme scenarios for training, which can significantly reduce costs associated with large fleets [21][24]. Data and Algorithm Engines - The "World Engine" consists of a Data Engine for generating extreme scenarios and an Algorithm Engine, which is still under development, to improve and train end-to-end algorithms [24][25].
全球首个自动驾驶VLA综述重磅发布:VLA自驾模型全面拆解~
具身智能之心· 2025-07-03 08:22
自动驾驶开发者社区,关注自动驾驶、计算机视觉、感知融合、BEV、部署落地、定位规控、领域方案等,坚持为领域输出最前沿的技术方向! 点击下方 卡片 ,关注" 自动驾驶之心 "公众号 戳我-> 领取 自动驾驶近15个 方向 学习 路线 今天自动驾驶之心为大家分享 麦吉尔大学、清华大学、小米公司 和威斯康辛麦迪逊的研究团队 最新的工作! 面向自动驾驶的视觉-语言-动作模 型综述! 如果您有相关工作需要分享,请在文末联系我们! 以下文章来源于自动驾驶之心 ,作者Sicong Jiang等 自动驾驶之心 . 自动驾驶课程学习与技术交流群事宜,也欢迎添加小助理微信AIDriver004做进一步咨询 >>自动驾驶前沿信息获取 → 自动驾驶之心知识星球 当视觉(Vision)、语言(Language)和行动(Action)三大能力在一个模型中融合,自动驾驶的未来将走向何方? 近日,来自麦吉尔大学、清华大学、小米公司和威斯康辛麦迪逊的研究团队联合发布了全球首篇针对自动驾驶领域的视觉-语言-行动(Vision-Language-Action, VLA)模型的全面综述。这篇题为《A Survey on Vision-Languag ...