WO2012011713A3 - 차선 인식 시스템 및 방법 - Google Patents

차선 인식 시스템 및 방법 Download PDF

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Publication number
WO2012011713A3
WO2012011713A3 PCT/KR2011/005290 KR2011005290W WO2012011713A3 WO 2012011713 A3 WO2012011713 A3 WO 2012011713A3 KR 2011005290 W KR2011005290 W KR 2011005290W WO 2012011713 A3 WO2012011713 A3 WO 2012011713A3
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Prior art keywords
traffic lane
lane candidate
coordinates
equation
pair
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PCT/KR2011/005290
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English (en)
French (fr)
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WO2012011713A2 (ko
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한영인
서용덕
송영기
최현철
오세영
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주식회사 이미지넥스트
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Publication of WO2012011713A2 publication Critical patent/WO2012011713A2/ko
Publication of WO2012011713A3 publication Critical patent/WO2012011713A3/ko

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/56Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G06V20/588Recognition of the road, e.g. of lane markings; Recognition of the vehicle driving pattern in relation to the road
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R11/00Arrangements for holding or mounting articles, not otherwise provided for
    • B60R11/04Mounting of cameras operative during drive; Arrangement of controls thereof relative to the vehicle
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT 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
    • B60W40/00Estimation 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
    • B60W40/02Estimation 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
    • B60W40/06Road conditions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/60Analysis of geometric attributes
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT 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
    • B60W50/00Details 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
    • B60W2050/0001Details of the control system
    • B60W2050/0043Signal treatments, identification of variables or parameters, parameter estimation or state estimation
    • B60W2050/0052Filtering, filters
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/02Preprocessing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30248Vehicle exterior or interior
    • G06T2207/30252Vehicle exterior; Vicinity of vehicle
    • G06T2207/30256Lane; Road marking

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Multimedia (AREA)
  • Mechanical Engineering (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Geometry (AREA)
  • Automation & Control Theory (AREA)
  • Mathematical Physics (AREA)
  • Transportation (AREA)
  • Traffic Control Systems (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)

Abstract

본 발명은 차선 인식 시스템 및 방법에 관한 것으로, 차량에 장착된 카메라 모듈에서 획득된 차량 전방 영상을 적분 영상으로 전처리하는 단계, 이전 차선 방정식이 없는 경우 적분 영상과 차선 후보점 템플릿의 컨벌루션을 수행하여 차선 후보점을 추출하는 단계, 추출된 차선 후보점의 좌표를 실제 거리 좌표계에서 좌표로 변환한 후 클러스터링하여 구해지는 차선 후보 클러스터의 1차 차선 방정식을 구하는 단계, 구해진 차선 후보 클러스터 중에서 미리 정해진 조건을 만족하는 차선 후보 클러스터 쌍을 초기 검출된 차선 쌍으로 선택하는 단계를 포함한다.
PCT/KR2011/005290 2010-07-19 2011-07-19 차선 인식 시스템 및 방법 WO2012011713A2 (ko)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
KR1020100069537A KR101225626B1 (ko) 2010-07-19 2010-07-19 차선 인식 시스템 및 방법
KR10-2010-0069537 2010-07-19

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WO2012011713A2 WO2012011713A2 (ko) 2012-01-26
WO2012011713A3 true WO2012011713A3 (ko) 2012-05-10

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WO (1) WO2012011713A2 (ko)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104670085A (zh) * 2013-11-29 2015-06-03 现代摩比斯株式会社 车道脱离警报***

Families Citing this family (51)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101327348B1 (ko) * 2012-06-15 2013-11-11 재단법인 경북아이티융합 산업기술원 주행도로 영상에 정의된 마스크를 이용한 자기 차로 인식 시스템
KR101382902B1 (ko) * 2012-06-29 2014-04-23 엘지이노텍 주식회사 차선이탈 경고 시스템 및 차선이탈 경고 방법
KR101428165B1 (ko) * 2012-06-29 2014-08-07 엘지이노텍 주식회사 차선이탈 경고 시스템 및 차선이탈 경고 방법
JP5921983B2 (ja) * 2012-08-03 2016-05-24 クラリオン株式会社 車載撮像装置
CN103057470B (zh) * 2012-12-06 2015-09-16 重庆交通大学 一种车辆违章压线预先提示装置及其提示方法
CN103150337B (zh) * 2013-02-04 2016-09-21 北京航空航天大学 一种基于Bézier曲线的车道线重构方法
KR101338347B1 (ko) * 2013-04-02 2014-01-03 라온피플 주식회사 차선 이탈 경고 시스템 및 방법
KR101483742B1 (ko) 2013-06-21 2015-01-16 가천대학교 산학협력단 지능형 차량의 차선 검출방법
KR102016549B1 (ko) * 2014-01-13 2019-08-30 한화디펜스 주식회사 차량 및 차선 위치 검출 시스템 및 방법
KR102170689B1 (ko) 2014-01-14 2020-10-27 한화테크윈 주식회사 영상 정합을 위한 특징점 샘플링 방법
KR102456626B1 (ko) 2016-01-15 2022-10-18 현대자동차주식회사 자율 주행 차량의 차선 인지 방법 및 장치
CN106778605B (zh) * 2016-12-14 2020-05-05 武汉大学 导航数据辅助下的遥感影像道路网自动提取方法
KR101878490B1 (ko) 2017-03-10 2018-07-13 만도헬라일렉트로닉스(주) 차선 인식 시스템 및 방법
CN109084782B (zh) * 2017-06-13 2024-03-12 蔚来(安徽)控股有限公司 基于摄像头传感器的车道线地图构建方法以及构建***
KR102499398B1 (ko) 2017-08-09 2023-02-13 삼성전자 주식회사 차선 검출 방법 및 장치
US11042163B2 (en) 2018-01-07 2021-06-22 Nvidia Corporation Guiding vehicles through vehicle maneuvers using machine learning models
DE112019000065T5 (de) 2018-02-02 2020-03-05 Nvidia Corporation Sicherheitsprozeduranalyse zur hindernisvermeidung in einem autonomen fahrzeug
WO2019161300A1 (en) 2018-02-18 2019-08-22 Nvidia Corporation Detecting objects and determining confidence scores
WO2019168869A1 (en) * 2018-02-27 2019-09-06 Nvidia Corporation Real-time detection of lanes and boundaries by autonomous vehicles
DE102018202970A1 (de) * 2018-02-28 2019-08-29 Robert Bosch Gmbh Verfahren zum Ermitteln einer topologischen Information einer Straßenkreuzung
US11537139B2 (en) 2018-03-15 2022-12-27 Nvidia Corporation Determining drivable free-space for autonomous vehicles
US11080590B2 (en) 2018-03-21 2021-08-03 Nvidia Corporation Stereo depth estimation using deep neural networks
US11436484B2 (en) 2018-03-27 2022-09-06 Nvidia Corporation Training, testing, and verifying autonomous machines using simulated environments
KR102097869B1 (ko) * 2018-04-25 2020-04-06 연세대학교 산학협력단 자가 지도 학습을 이용한 딥러닝 기반 도로 영역 추정 장치 및 방법
US11966838B2 (en) 2018-06-19 2024-04-23 Nvidia Corporation Behavior-guided path planning in autonomous machine applications
US10275667B1 (en) * 2018-09-05 2019-04-30 StradVision, Inc. Learning method, learning device for detecting lane through lane model and testing method, testing device using the same
US10262214B1 (en) * 2018-09-05 2019-04-16 StradVision, Inc. Learning method, learning device for detecting lane by using CNN and testing method, testing device using the same
US10311338B1 (en) * 2018-09-15 2019-06-04 StradVision, Inc. Learning method, learning device for detecting lanes on the basis of CNN and testing method, testing device using the same
KR102475042B1 (ko) * 2018-09-28 2022-12-06 현대오토에버 주식회사 정밀 지도 구축 장치 및 방법
WO2020102733A1 (en) 2018-11-16 2020-05-22 Nvidia Corporation Learning to generate synthetic datasets for training neural networks
US11170299B2 (en) 2018-12-28 2021-11-09 Nvidia Corporation Distance estimation to objects and free-space boundaries in autonomous machine applications
DE112019006484T5 (de) 2018-12-28 2021-10-21 Nvidia Corporation Detektion von abständen zu hindernissen in autonomen maschinenanwendungen
WO2020140049A1 (en) 2018-12-28 2020-07-02 Nvidia Corporation Distance to obstacle detection in autonomous machine applications
US10373004B1 (en) * 2019-01-31 2019-08-06 StradVision, Inc. Method and device for detecting lane elements to plan the drive path of autonomous vehicle by using a horizontal filter mask, wherein the lane elements are unit regions including pixels of lanes in an input image
WO2020163390A1 (en) 2019-02-05 2020-08-13 Nvidia Corporation Driving lane perception diversity and redundancy in autonomous driving applications
US11648945B2 (en) 2019-03-11 2023-05-16 Nvidia Corporation Intersection detection and classification in autonomous machine applications
CN110222658A (zh) * 2019-06-11 2019-09-10 腾讯科技(深圳)有限公司 道路灭点位置的获取方法及装置
JP2022546397A (ja) 2019-08-31 2022-11-04 エヌビディア コーポレーション 自律運転アプリケーションのためのマップ作成及びローカリゼーション
CN111008600B (zh) * 2019-12-06 2023-04-07 中国科学技术大学 一种车道线检测方法
CN111401251B (zh) * 2020-03-17 2023-12-26 北京百度网讯科技有限公司 车道线提取方法、装置、电子设备及计算机可读存储介质
US11978266B2 (en) 2020-10-21 2024-05-07 Nvidia Corporation Occupant attentiveness and cognitive load monitoring for autonomous and semi-autonomous driving applications
CN112285734B (zh) * 2020-10-30 2023-06-23 北京斯年智驾科技有限公司 基于道钉的港口无人集卡高精度对准方法及其对准***
CN112613344B (zh) * 2020-12-01 2024-04-16 浙江华锐捷技术有限公司 车辆占道检测方法、装置、计算机设备和可读存储介质
CN112597846B (zh) * 2020-12-14 2022-11-11 合肥英睿***技术有限公司 车道线检测方法、装置、计算机设备和存储介质
CN112818804B (zh) * 2021-01-26 2024-02-20 重庆长安汽车股份有限公司 目标级车道线的平行处理方法、***、车辆及存储介质
CN116997940A (zh) * 2021-03-29 2023-11-03 华为技术有限公司 一种车道线检测方法及装置
CN113239733B (zh) * 2021-04-14 2023-05-12 重庆利龙中宝智能技术有限公司 一种多车道车道线检测方法
KR102629639B1 (ko) * 2021-04-21 2024-01-29 계명대학교 산학협력단 차량용 듀얼 카메라 장착 위치 결정 장치 및 방법
CN114120258B (zh) * 2022-01-26 2022-05-03 深圳佑驾创新科技有限公司 一种车道线识别方法、装置及存储介质
CN114889606B (zh) * 2022-04-28 2023-04-07 吉林大学 一种基于多传感融合的低成本高精定位方法
CN116630928B (zh) * 2023-07-25 2023-11-17 广汽埃安新能源汽车股份有限公司 一种车道线优化方法、装置及电子设备

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2009037541A (ja) * 2007-08-03 2009-02-19 Nissan Motor Co Ltd レーンマーカ認識装置及びその方法、並びに車線逸脱防止装置
JP2009237706A (ja) * 2008-03-26 2009-10-15 Honda Motor Co Ltd 車両用車線認識装置、車両、及び車両用車線認識プログラム
US20100002911A1 (en) * 2008-07-06 2010-01-07 Jui-Hung Wu Method for detecting lane departure and apparatus thereof
US20100110193A1 (en) * 2007-01-12 2010-05-06 Sachio Kobayashi Lane recognition device, vehicle, lane recognition method, and lane recognition program

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100110193A1 (en) * 2007-01-12 2010-05-06 Sachio Kobayashi Lane recognition device, vehicle, lane recognition method, and lane recognition program
JP2009037541A (ja) * 2007-08-03 2009-02-19 Nissan Motor Co Ltd レーンマーカ認識装置及びその方法、並びに車線逸脱防止装置
JP2009237706A (ja) * 2008-03-26 2009-10-15 Honda Motor Co Ltd 車両用車線認識装置、車両、及び車両用車線認識プログラム
US20100002911A1 (en) * 2008-07-06 2010-01-07 Jui-Hung Wu Method for detecting lane departure and apparatus thereof

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104670085A (zh) * 2013-11-29 2015-06-03 现代摩比斯株式会社 车道脱离警报***

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KR101225626B1 (ko) 2013-01-24
WO2012011713A2 (ko) 2012-01-26

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