CN108496178B - 用于估计未来路径的系统和方法 - Google Patents

用于估计未来路径的系统和方法 Download PDF

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CN108496178B
CN108496178B CN201780005722.8A CN201780005722A CN108496178B CN 108496178 B CN108496178 B CN 108496178B CN 201780005722 A CN201780005722 A CN 201780005722A CN 108496178 B CN108496178 B CN 108496178B
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vehicle
image
images
location
training images
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CN108496178A (zh
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D·休伯曼
S·沙马赫
O·斯普林格
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Mobileye Vision Technologies Ltd
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Mobileye Vision Technologies Ltd
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    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/26—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
    • G01C21/34—Route searching; Route guidance
    • G01C21/3407—Route searching; Route guidance specially adapted for specific applications
    • G01C21/343—Calculating itineraries
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W30/00—Purposes of road vehicle drive control systems not related to the control of a particular sub-unit, e.g. of systems using conjoint control of vehicle sub-units
    • B60W30/08—Active safety systems predicting or avoiding probable or impending collision or attempting to minimise its consequences
    • B60W30/095—Predicting travel path or likelihood of collision
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W30/00—Purposes of road vehicle drive control systems not related to the control of a particular sub-unit, e.g. of systems using conjoint control of vehicle sub-units
    • B60W30/10—Path keeping
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W40/00—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models
    • B60W40/02—Estimation or calculation of non-directly measurable driving parameters for road vehicle drive control systems not related to the control of a particular sub unit, e.g. by using mathematical models related to ambient conditions
    • B60W40/06—Road conditions
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W50/00—Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • B60W50/08—Interaction between the driver and the control system
    • B60W50/14—Means for informing the driver, warning the driver or prompting a driver intervention
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W60/00—Drive control systems specially adapted for autonomous road vehicles
    • B60W60/001—Planning or execution of driving tasks
    • B60W60/0011—Planning or execution of driving tasks involving control alternatives for a single driving scenario, e.g. planning several paths to avoid obstacles
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/26—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
    • G01C21/34—Route searching; Route guidance
    • G01C21/36—Input/output arrangements for on-board computers
    • G01C21/3691—Retrieval, searching and output of information related to real-time traffic, weather, or environmental conditions
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00—Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00—Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02—Control of position or course in two dimensions
    • G05D1/021—Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0212—Control of position or course in two dimensions specially adapted to land vehicles with means for defining a desired trajectory
    • G05D1/0219—Control of position or course in two dimensions specially adapted to land vehicles with means for defining a desired trajectory ensuring the processing of the whole working surface
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00—Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02—Control of position or course in two dimensions
    • G05D1/021—Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0231—Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means
    • G05D1/0238—Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using obstacle or wall sensors
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/24317—Piecewise classification, i.e. whereby each classification requires several discriminant rules
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/56—Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/50—Context or environment of the image
    • G06V20/56—Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G06V20/588—Recognition of the road, e.g. of lane markings; Recognition of the vehicle driving pattern in relation to the road
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/19—Recognition using electronic means
    • G06V30/192—Recognition using electronic means using simultaneous comparisons or correlations of the image signals with a plurality of references
    • G06V30/194—References adjustable by an adaptive method, e.g. learning
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W2420/00—Indexing codes relating to the type of sensors based on the principle of their operation
    • B60W2420/40—Photo, light or radio wave sensitive means, e.g. infrared sensors
    • B60W2420/403—Image sensing, e.g. optical camera
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W2552/00—Input parameters relating to infrastructure
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60W—CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W2554/00—Input parameters relating to objects

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mechanical Engineering (AREA)
  • Transportation (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Human Computer Interaction (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Evolutionary Biology (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Electromagnetism (AREA)
  • Environmental Sciences (AREA)
  • Environmental & Geological Engineering (AREA)
  • Ecology (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Atmospheric Sciences (AREA)
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CN201780005722.8A 2016-01-05 2017-01-05 用于估计未来路径的系统和方法 Active CN108496178B (zh)

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US201662275046P 2016-01-05 2016-01-05
US62/275,046 2016-01-05
US201662373153P 2016-08-10 2016-08-10
US62/373,153 2016-08-10
PCT/IB2017/000038 WO2017118907A1 (en) 2016-01-05 2017-01-05 Systems and methods for estimating future paths

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Families Citing this family (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9836895B1 (en) * 2015-06-19 2017-12-05 Waymo Llc Simulating virtual objects
CN106080590B (zh) * 2016-06-12 2018-04-03 百度在线网络技术（北京）有限公司 车辆控制方法和装置以及决策模型的获取方法和装置
US9864933B1 (en) 2016-08-23 2018-01-09 Jasmin Cosic Artificially intelligent systems, devices, and methods for learning and/or using visual surrounding for autonomous object operation
US10176388B1 (en) 2016-11-14 2019-01-08 Zoox, Inc. Spatial and temporal information for semantic segmentation
US10607134B1 (en) 2016-12-19 2020-03-31 Jasmin Cosic Artificially intelligent systems, devices, and methods for learning and/or using an avatar's circumstances for autonomous avatar operation
US10353390B2 (en) 2017-03-01 2019-07-16 Zoox, Inc. Trajectory generation and execution architecture
US10671076B1 (en) 2017-03-01 2020-06-02 Zoox, Inc. Trajectory prediction of third-party objects using temporal logic and tree search
KR101878490B1 (ko) * 2017-03-10 2018-07-13 만도헬라일렉트로닉스(주) 차선 인식 시스템 및 방법
US10424079B2 (en) * 2017-04-05 2019-09-24 Here Global B.V. Unsupervised approach to environment mapping at night using monocular vision
JP6673293B2 (ja) * 2017-05-24 2020-03-25 トヨタ自動車株式会社 車両システム
US10621448B2 (en) * 2017-08-02 2020-04-14 Wing Aviation Llc Systems and methods for determining path confidence for unmanned vehicles
US10987984B2 (en) * 2017-09-25 2021-04-27 Continental Automotive Systems, Inc. Automated trailer hitching using image coordinates
US20210362710A1 (en) * 2017-11-02 2021-11-25 Lg Electronics Inc. Traveling system and vehicle
JP7346401B2 (ja) * 2017-11-10 2023-09-19 エヌビディア コーポレーション 安全で信頼できる自動運転車両のためのシステム及び方法
US10757320B2 (en) 2017-12-28 2020-08-25 Waymo Llc Multiple operating modes to expand dynamic range
US20190208136A1 (en) * 2017-12-29 2019-07-04 Waymo Llc High-speed image readout and processing
JP7133927B2 (ja) * 2018-01-15 2022-09-09 キヤノン株式会社 情報処理装置及びその制御方法及びプログラム
DE102018100909A1 (de) * 2018-01-17 2019-07-18 Connaught Electronics Ltd. Verfahren zum Rekonstruieren von Bildern einer Szene, die durch ein multifokales Kamerasystem aufgenommen werden
US10955851B2 (en) 2018-02-14 2021-03-23 Zoox, Inc. Detecting blocking objects
US10414395B1 (en) 2018-04-06 2019-09-17 Zoox, Inc. Feature-based prediction
KR102698110B1 (ko) 2018-04-18 2024-08-23 모빌아이 비젼 테크놀로지스 엘티디. 카메라를 이용한 차량 환경 모델링
US11126873B2 (en) 2018-05-17 2021-09-21 Zoox, Inc. Vehicle lighting state determination
JP6697522B2 (ja) * 2018-09-28 2020-05-20 株式会社Ｓｕｂａｒｕ 区画線認識装置
US10800412B2 (en) * 2018-10-12 2020-10-13 GM Global Technology Operations LLC System and method for autonomous control of a path of a vehicle
US11636681B2 (en) * 2018-11-21 2023-04-25 Meta Platforms, Inc. Anticipating future video based on present video
JP7241517B2 (ja) * 2018-12-04 2023-03-17 三菱電機株式会社 航法装置、航法パラメータ計算方法およびプログラム
DE102018221054B4 (de) 2018-12-05 2020-12-10 Volkswagen Aktiengesellschaft Verfahren zum Bereitstellen von Kartendaten in einem Kraftfahrzeug, Kraftfahrzeug und zentrale Datenverarbeitungseinrichtung
US11216000B2 (en) 2019-01-17 2022-01-04 Toyota Motor Engineering & Manufacturing North America, Inc. System and method for estimating lane prediction errors for lane segments
US10933880B2 (en) 2019-01-17 2021-03-02 Toyota Motor Engineering & Manufacturing North America, Inc. System and method for providing lane curvature estimates
US11188766B2 (en) * 2019-02-05 2021-11-30 Honda Motor Co., Ltd. System and method for providing context aware road-user importance estimation
DE102019206720B4 (de) * 2019-05-09 2021-08-26 Volkswagen Aktiengesellschaft Überwachung eines KI-Moduls einer Fahrfunktion eines Fahrzeugs
CN110349119B (zh) * 2019-05-27 2020-05-19 北京邮电大学 基于边缘检测神经网络的路面病害检测方法和装置
CN110450718A (zh) * 2019-08-27 2019-11-15 广州小鹏汽车科技有限公司 斜坡驾驶的辅助监视方法、装置、介质、控制终端及汽车
CN110794844B (zh) * 2019-11-18 2023-03-21 北京百度网讯科技有限公司 自动驾驶方法、装置、电子设备及可读存储介质
KR102798690B1 (ko) * 2020-02-05 2025-04-23 한화에어로스페이스 주식회사 무인 주행 로봇의 제어 방법 및 이 방법을 채용한 무인 주행 로봇
DE102020105711A1 (de) * 2020-03-03 2021-09-09 Bayerische Motoren Werke Aktiengesellschaft Fahrerassistenzsystem
US11390286B2 (en) * 2020-03-04 2022-07-19 GM Global Technology Operations LLC System and process for end to end prediction of lane detection uncertainty
US11004233B1 (en) * 2020-05-01 2021-05-11 Ynjiun Paul Wang Intelligent vision-based detection and ranging system and method
CN113942524B (zh) * 2020-07-15 2023-08-08 广州汽车集团股份有限公司 一种车辆行驶控制方法、系统及计算机可读存储介质
DE102020210376A1 (de) * 2020-08-14 2022-02-17 Robert Bosch Gesellschaft mit beschränkter Haftung Vorrichtung und Verfahren zum Steuern eines Hardware-Agenten in einer Steuersituation mit mehreren Hardware-Agenten
US11817000B2 (en) * 2020-12-10 2023-11-14 Rockwell Collins, Inc. System and method to reduce runway occupancy time using pseudo threshold
DE102021102526A1 (de) * 2021-02-03 2022-08-04 Ford Global Technologies, Llc Festlegen einer Schlaglöchern ausweichenden Trajektorie eines Kraftfahrzeuges
US12281908B2 (en) * 2021-06-25 2025-04-22 Toyota Jidosha Kabushiki Kaisha Information processing apparatus, information processing method, and storage medium
CN114636417B (zh) * 2022-05-23 2022-09-02 珠海翔翼航空技术有限公司 基于图像识别的飞行器迫降路径规划方法、系统和设备
US12306318B2 (en) * 2022-07-01 2025-05-20 Southwest Research Institute Center path estimator for agricultural windrows
CN117422115A (zh) * 2022-07-06 2024-01-19 通用汽车环球科技运作有限责任公司 用于自动驾驶运载工具的边缘增强增量学习
US12454285B2 (en) * 2023-05-31 2025-10-28 Zoox, Inc. Vehicle trajectory tree structure including learned trajectories
CN116910538B (zh) * 2023-06-20 2026-01-13 启元实验室 一种轨迹预测模型训练方法及系统
US12530743B2 (en) * 2023-11-02 2026-01-20 Ford Global Technologies, Llc Image data alignment for mobile system sensors
NL2039918B1 (en) * 2024-03-11 2026-07-14 Mobileye Vision Technologies Ltd Redundant vehicle trajectory validation cross-reference to related applications

Citations (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101408772A (zh) * 2008-11-21 2009-04-15 哈尔滨工程大学 Auv智能避碰装置及避碰方法
CN101793528A (zh) * 2009-01-26 2010-08-04 通用汽车环球科技运作公司 使用传感器融合来估计车道路径的系统和方法
CN101837781A (zh) * 2009-03-06 2010-09-22 通用汽车环球科技运作公司 用于自动车道对正或换道的控制系统的基于模型的预测控制
CN101837782A (zh) * 2009-01-26 2010-09-22 通用汽车环球科技运作公司 用于碰撞预备系统的多目标融合模块
CN101929867A (zh) * 2009-05-08 2010-12-29 通用汽车环球科技运作公司 使用道路模型的畅通路径检测
CN102076531A (zh) * 2008-04-24 2011-05-25 通用汽车环球科技运作公司 车辆畅通路径检测
CN102609765A (zh) * 2012-03-22 2012-07-25 北京工业大学 基于多项式及rbf神经网络的智能车辆换道路径规划方法
CN102682301A (zh) * 2010-12-08 2012-09-19 通用汽车环球科技运作有限责任公司 使用附加分类器来调节畅通路径检测
CN102693432A (zh) * 2010-12-08 2012-09-26 通用汽车环球科技运作有限责任公司 使用可靠局部模型更新来调节畅通路径检测
CN103198320A (zh) * 2013-04-24 2013-07-10 厦门大学 一种自适应视觉辅助驾驶装置
CN103279759A (zh) * 2013-06-09 2013-09-04 大连理工大学 一种基于卷积神经网络的车辆前方可通行性分析方法
CN103359114A (zh) * 2012-03-26 2013-10-23 通用汽车环球科技运作有限责任公司 用于车辆侧向控制的系统和方法
CN103699124A (zh) * 2013-12-04 2014-04-02 北京工业大学 一种用于全向智能轮椅避障的模糊神经网络控制方法
US8818681B1 (en) * 2013-07-24 2014-08-26 Google Inc. Detecting and responding to tailgaters
CN104133473A (zh) * 2008-10-24 2014-11-05 格瑞股份公司 自主驾驶车辆的控制方法
JP2015079223A (ja) * 2013-10-18 2015-04-23 本田技研工業株式会社 運転訓練装置及び運転訓練方法
CN104853972A (zh) * 2012-11-16 2015-08-19 英特尔公司 利用板载车辆平台中的图像处理支持扩增车辆的adas特征
CN103117005B (zh) * 2011-11-16 2015-12-02 财团法人工业技术研究院 车道偏移警示方法及系统

Family Cites Families (89)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4967362A (en) * 1989-01-30 1990-10-30 Eaton Corporation Automatic steering apparatus for crop vehicle
JP3245363B2 (ja) * 1996-08-29 2002-01-15 富士重工業株式会社 車両の衝突防止装置
US6720560B1 (en) * 1999-12-30 2004-04-13 Eastman Kodak Company Method and apparatus for scanning images
US6539303B2 (en) * 2000-12-08 2003-03-25 Mcclure John A. GPS derived swathing guidance system
JP4084991B2 (ja) * 2002-11-29 2008-04-30 富士通株式会社 映像入力装置
US7116833B2 (en) * 2002-12-23 2006-10-03 Eastman Kodak Company Method of transmitting selected regions of interest of digital video data at selected resolutions
AU2003300514A1 (en) * 2003-12-01 2005-06-24 Volvo Technology Corporation Perceptual enhancement displays based on knowledge of head and/or eye and/or gaze position
US7792190B2 (en) * 2004-09-09 2010-09-07 Media Tek Singapore Pte Ltd. Inserting a high resolution still image into a lower resolution video stream
US7664584B2 (en) * 2005-03-01 2010-02-16 Nissan Motor Co., Ltd. Steering control system
JP4715351B2 (ja) * 2005-07-19 2011-07-06 株式会社デンソー ステアリング制御システム
US20080039991A1 (en) * 2006-08-10 2008-02-14 May Reed R Methods and systems for providing accurate vehicle positioning
WO2008024639A2 (en) * 2006-08-11 2008-02-28 Donnelly Corporation Automatic headlamp control system
US8311730B2 (en) * 2006-11-29 2012-11-13 Neff Ryan A Vehicle position determination system
US8532862B2 (en) * 2006-11-29 2013-09-10 Ryan A. Neff Driverless vehicle
DE102007011180A1 (de) * 2007-03-06 2008-09-11 Daimler Ag Rangierhilfe und Verfahren für Fahrer von Fahrzeugen bzw. Fahrzeuggespannen, welche aus gegeneinander knickbare Fahrzeugelementen bestehen
US8229163B2 (en) * 2007-08-22 2012-07-24 American Gnc Corporation 4D GIS based virtual reality for moving target prediction
US8751154B2 (en) * 2008-04-24 2014-06-10 GM Global Technology Operations LLC Enhanced clear path detection in the presence of traffic infrastructure indicator
US8605947B2 (en) * 2008-04-24 2013-12-10 GM Global Technology Operations LLC Method for detecting a clear path of travel for a vehicle enhanced by object detection
US20100228427A1 (en) * 2009-03-05 2010-09-09 Massachusetts Institute Of Technology Predictive semi-autonomous vehicle navigation system
EP2430615A2 (en) * 2009-05-08 2012-03-21 Scientific Systems Company Inc. Method and system for visual collision detection and estimation
US20140063055A1 (en) * 2010-02-28 2014-03-06 Osterhout Group, Inc. Ar glasses specific user interface and control interface based on a connected external device type
US9002591B2 (en) * 2011-02-18 2015-04-07 Cnh Industrial America Llc Harvester spout control system and method
US8958911B2 (en) * 2012-02-29 2015-02-17 Irobot Corporation Mobile robot
JP5761089B2 (ja) 2012-03-13 2015-08-12 トヨタ自動車株式会社 車両の運転支援システム
US8457827B1 (en) * 2012-03-15 2013-06-04 Google Inc. Modifying behavior of autonomous vehicle based on predicted behavior of other vehicles
US8504233B1 (en) * 2012-04-27 2013-08-06 Google Inc. Safely navigating on roads through maintaining safe distance from other vehicles
US8706417B2 (en) * 2012-07-30 2014-04-22 GM Global Technology Operations LLC Anchor lane selection method using navigation input in road change scenarios
US9372088B2 (en) * 2012-08-03 2016-06-21 Robotic Research, Llc Canine handler operations positioning system
WO2014070448A1 (en) * 2012-10-31 2014-05-08 Tk Holdings, Inc. Vehicular path sensing system and method
GB201219742D0 (en) * 2012-11-02 2012-12-12 Tom Tom Int Bv Methods and systems for generating a horizon for use in an advanced driver assistance system (adas)
WO2014115139A1 (en) * 2013-01-23 2014-07-31 Iatas (Automatic Air Traffic Control) Ltd System and methods for automated airport air traffic control services
DE102013101639A1 (de) * 2013-02-19 2014-09-04 Continental Teves Ag & Co. Ohg Verfahren und Vorrichtung zur Bestimmung eines Fahrbahnzustands
US10215583B2 (en) * 2013-03-15 2019-02-26 Honda Motor Co., Ltd. Multi-level navigation monitoring and control
US9269136B2 (en) * 2013-03-15 2016-02-23 Lockmasters Security Institute, Inc. Apparatus and methods for replicating a key from an image depicting the key
US9313383B2 (en) * 2013-03-15 2016-04-12 Lockmasters Security Institute, Inc. System, device and method for capturing an image of multiple views of an object
US8972103B2 (en) * 2013-03-19 2015-03-03 Ford Global Technologies, Llc Method of building and using local map of vehicle drive path
CN103389103B (zh) * 2013-07-03 2015-11-18 北京理工大学 一种基于数据挖掘的地理环境特征地图构建与导航方法
US20150104757A1 (en) * 2013-10-15 2015-04-16 Mbfarr, Llc Driving assessment and training method and apparatus
US20150187224A1 (en) * 2013-10-15 2015-07-02 Mbfarr, Llc Driving assessment and training method and apparatus
CA2927096C (en) * 2013-10-26 2023-02-28 Amazon Technologies, Inc. Unmanned aerial vehicle delivery system
US8989053B1 (en) * 2013-11-29 2015-03-24 Fedex Corporate Services, Inc. Association management in a wireless node network
DE112013007674B4 (de) * 2013-12-06 2022-11-03 GM Global Technology Operations LLC Vorwarnung bei Überschreiten eines Grenzwertes für ein Lenkdrehmoment eines LCC
US9150246B2 (en) * 2013-12-06 2015-10-06 GM Global Technology Operations LLC Algorithm for steering angle command to torque command conversion
US20150166059A1 (en) * 2013-12-18 2015-06-18 Automotive Research & Testing Center Autonomous vehicle driving support system and autonomous driving method performed by the same
KR101582572B1 (ko) * 2013-12-24 2016-01-11 엘지전자 주식회사 차량 운전 보조 장치 및 이를 구비한 차량
KR20150087619A (ko) * 2014-01-22 2015-07-30 한국전자통신연구원 증강 현실 기반의 차로 변경 안내 장치 및 방법
US9656667B2 (en) 2014-01-29 2017-05-23 Continental Automotive Systems, Inc. Method for minimizing automatic braking intrusion based on collision confidence
CN109884618B (zh) * 2014-02-20 2023-05-26 御眼视觉技术有限公司 车辆的导航系统、包括导航系统的车辆和导航车辆的方法
US20150254738A1 (en) * 2014-03-05 2015-09-10 TerrAvion, LLC Systems and methods for aerial imaging and analysis
CN103914985B (zh) * 2014-04-25 2015-10-28 大连理工大学 一种混合动力客车未来车速轨迹预测方法
CN103956043B (zh) * 2014-04-29 2016-04-20 南京理工大学 基于移动终端的车辆出行路径辅助系统
US9996976B2 (en) * 2014-05-05 2018-06-12 Avigilon Fortress Corporation System and method for real-time overlay of map features onto a video feed
EP2950294B1 (en) * 2014-05-30 2019-05-08 Honda Research Institute Europe GmbH Method and vehicle with an advanced driver assistance system for risk-based traffic scene analysis
CN107406094B (zh) * 2014-10-31 2020-04-14 北极星工业有限公司 用于控制车辆的系统和方法
EP3018026B1 (en) * 2014-11-06 2019-05-15 Veoneer Sweden AB Method for vehicle path prediction
JP6046190B2 (ja) * 2015-03-31 2016-12-14 本田技研工業株式会社 運転支援装置
DE102015208429A1 (de) * 2015-05-06 2016-11-10 Continental Teves Ag & Co. Ohg Verfahren und Vorrichtung zur Erkennung und Bewertung von Fahrbahnreflexionen
EP4030378A1 (en) * 2015-05-10 2022-07-20 Mobileye Vision Technologies Ltd. Road profile along a predicted path
US9811743B2 (en) * 2015-06-29 2017-11-07 Sharp Laboratories Of America, Inc. Tracking road boundaries
SE539097C2 (en) * 2015-08-20 2017-04-11 Scania Cv Ab Method, control unit and system for avoiding collision with vulnerable road users
US10019907B2 (en) * 2015-09-11 2018-07-10 Qualcomm Incorporated Unmanned aerial vehicle obstacle detection and avoidance
US20170160744A1 (en) * 2015-12-08 2017-06-08 Delphi Technologies, Inc. Lane Extension Of Lane-Keeping System By Ranging-Sensor For Automated Vehicle
DE102015225241A1 (de) * 2015-12-15 2017-06-22 Volkswagen Aktiengesellschaft Verfahren und System zur automatischen Steuerung eines Folgefahrzeugs mit einem Vorderfahrzeug
US10800455B2 (en) * 2015-12-17 2020-10-13 Ford Global Technologies, Llc Vehicle turn signal detection
JP6327719B2 (ja) * 2016-02-04 2018-05-23 株式会社Ｓｕｂａｒｕ 車両の走行制御装置
US20170313439A1 (en) * 2016-04-29 2017-11-02 Jordan Holt Methods and syststems for obstruction detection during autonomous unmanned aerial vehicle landings
US10370102B2 (en) * 2016-05-09 2019-08-06 Coban Technologies, Inc. Systems, apparatuses and methods for unmanned aerial vehicle
US10114373B2 (en) * 2016-05-17 2018-10-30 Telenav, Inc. Navigation system with trajectory calculation mechanism and method of operation thereof
US10248124B2 (en) * 2016-07-21 2019-04-02 Mobileye Vision Technologies, Inc. Localizing vehicle navigation using lane measurements
US10520943B2 (en) * 2016-08-12 2019-12-31 Skydio, Inc. Unmanned aerial image capture platform
US9940729B1 (en) * 2016-11-18 2018-04-10 Here Global B.V. Detection of invariant features for localization
US20180150718A1 (en) * 2016-11-30 2018-05-31 Gopro, Inc. Vision-based navigation system
WO2018132605A1 (en) * 2017-01-12 2018-07-19 Mobileye Vision Technologies Ltd. Determining a road surface characteristic
CN108303103B (zh) * 2017-02-07 2020-02-07 腾讯科技（深圳）有限公司 目标车道的确定方法和装置
US10338594B2 (en) * 2017-03-13 2019-07-02 Nio Usa, Inc. Navigation of autonomous vehicles to enhance safety under one or more fault conditions
CN110462544A (zh) * 2017-03-20 2019-11-15 御眼视觉技术有限公司 自主车辆的轨迹选择
US10424079B2 (en) * 2017-04-05 2019-09-24 Here Global B.V. Unsupervised approach to environment mapping at night using monocular vision
US10589739B2 (en) * 2017-04-13 2020-03-17 GM Global Technology Operations LLC Automated driving commands interpretation for stability control
US10186156B2 (en) * 2017-05-25 2019-01-22 Uber Technologies, Inc. Deploying human-driven vehicles for autonomous vehicle routing and localization map updating
US9984455B1 (en) * 2017-06-05 2018-05-29 Hana Resources, Inc. Organism growth prediction system using drone-captured images
US10466706B2 (en) * 2017-08-14 2019-11-05 Aptiv Technologies Limited Automated guidance system
US11216004B2 (en) * 2017-11-07 2022-01-04 Uatc, Llc Map automation—lane classification
US10614717B2 (en) * 2018-05-17 2020-04-07 Zoox, Inc. Drive envelope determination
US11521009B2 (en) * 2018-09-04 2022-12-06 Luminar, Llc Automatically generating training data for a lidar using simulated vehicles in virtual space
US11693415B2 (en) * 2019-11-06 2023-07-04 Waymo Llc Predicting cut-in probabilities of surrounding agents
US11450205B2 (en) * 2019-12-31 2022-09-20 Zoox, Inc. Emergency vehicle detection and response
US20210326699A1 (en) * 2020-04-21 2021-10-21 Inrix, Inc. Travel speed prediction
US20220101155A1 (en) * 2020-09-25 2022-03-31 Motional Ad Llc Trajectory Generation Using Road Network Model
US12139172B2 (en) * 2021-05-10 2024-11-12 Waymo Llc Predicting near-curb driving behavior on autonomous vehicles

Patent Citations (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102076531A (zh) * 2008-04-24 2011-05-25 通用汽车环球科技运作公司 车辆畅通路径检测
CN104133473A (zh) * 2008-10-24 2014-11-05 格瑞股份公司 自主驾驶车辆的控制方法
CN101408772A (zh) * 2008-11-21 2009-04-15 哈尔滨工程大学 Auv智能避碰装置及避碰方法
CN101793528A (zh) * 2009-01-26 2010-08-04 通用汽车环球科技运作公司 使用传感器融合来估计车道路径的系统和方法
CN101837782A (zh) * 2009-01-26 2010-09-22 通用汽车环球科技运作公司 用于碰撞预备系统的多目标融合模块
CN101837781A (zh) * 2009-03-06 2010-09-22 通用汽车环球科技运作公司 用于自动车道对正或换道的控制系统的基于模型的预测控制
CN101929867A (zh) * 2009-05-08 2010-12-29 通用汽车环球科技运作公司 使用道路模型的畅通路径检测
CN102693432A (zh) * 2010-12-08 2012-09-26 通用汽车环球科技运作有限责任公司 使用可靠局部模型更新来调节畅通路径检测
CN102682301A (zh) * 2010-12-08 2012-09-19 通用汽车环球科技运作有限责任公司 使用附加分类器来调节畅通路径检测
CN103117005B (zh) * 2011-11-16 2015-12-02 财团法人工业技术研究院 车道偏移警示方法及系统
CN102609765A (zh) * 2012-03-22 2012-07-25 北京工业大学 基于多项式及rbf神经网络的智能车辆换道路径规划方法
CN103359114A (zh) * 2012-03-26 2013-10-23 通用汽车环球科技运作有限责任公司 用于车辆侧向控制的系统和方法
CN104853972A (zh) * 2012-11-16 2015-08-19 英特尔公司 利用板载车辆平台中的图像处理支持扩增车辆的adas特征
CN103198320A (zh) * 2013-04-24 2013-07-10 厦门大学 一种自适应视觉辅助驾驶装置
CN103279759A (zh) * 2013-06-09 2013-09-04 大连理工大学 一种基于卷积神经网络的车辆前方可通行性分析方法
US8818681B1 (en) * 2013-07-24 2014-08-26 Google Inc. Detecting and responding to tailgaters
JP2015079223A (ja) * 2013-10-18 2015-04-23 本田技研工業株式会社 運転訓練装置及び運転訓練方法
CN103699124A (zh) * 2013-12-04 2014-04-02 北京工业大学 一种用于全向智能轮椅避障的模糊神经网络控制方法

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
基于道路信息的知识辅助空时自适应处理;吴亿锋;王彤;吴建新;代保全;同亚龙;;电子与信息学报(03);全文 *

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