CN109284664B - 驾驶员辅助系统和护栏检测方法 - Google Patents
驾驶员辅助系统和护栏检测方法 Download PDFInfo
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- CN109284664B CN109284664B CN201810787842.4A CN201810787842A CN109284664B CN 109284664 B CN109284664 B CN 109284664B CN 201810787842 A CN201810787842 A CN 201810787842A CN 109284664 B CN109284664 B CN 109284664B
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- 238000001514 detection method Methods 0.000 title description 7
- 238000000034 method Methods 0.000 claims abstract description 62
- 238000010801 machine learning Methods 0.000 claims abstract description 20
- 238000012545 processing Methods 0.000 claims abstract description 7
- 238000004364 calculation method Methods 0.000 claims description 6
- 238000012706 support-vector machine Methods 0.000 claims description 5
- 238000013459 approach Methods 0.000 claims description 4
- 230000003044 adaptive effect Effects 0.000 claims description 3
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- 238000012549 training Methods 0.000 abstract description 8
- 238000010008 shearing Methods 0.000 abstract 1
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- 239000000203 mixture Substances 0.000 description 6
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- 238000012512 characterization method Methods 0.000 description 1
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- 238000013507 mapping Methods 0.000 description 1
Classifications
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- G—PHYSICS
- G08—SIGNALLING
- G08G—TRAFFIC CONTROL SYSTEMS
- G08G1/00—Traffic control systems for road vehicles
- G08G1/16—Anti-collision systems
- G08G1/165—Anti-collision systems for passive traffic, e.g. including static obstacles, trees
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
- G06F18/232—Non-hierarchical techniques
- G06F18/2321—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions
- G06F18/23213—Non-hierarchical techniques using statistics or function optimisation, e.g. modelling of probability density functions with fixed number of clusters, e.g. K-means clustering
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/246—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/269—Analysis of motion using gradient-based methods
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/277—Analysis of motion involving stochastic approaches, e.g. using Kalman filters
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/50—Extraction of image or video features by performing operations within image blocks; by using histograms, e.g. histogram of oriented gradients [HoG]; by summing image-intensity values; Projection analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30248—Vehicle exterior or interior
- G06T2207/30252—Vehicle exterior; Vicinity of vehicle
- G06T2207/30256—Lane; Road marking
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- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Multimedia (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Artificial Intelligence (AREA)
- Life Sciences & Earth Sciences (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Evolutionary Computation (AREA)
- General Engineering & Computer Science (AREA)
- Probability & Statistics with Applications (AREA)
- Image Analysis (AREA)
- Traffic Control Systems (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
DE102017212418.0A DE102017212418A1 (de) | 2017-07-20 | 2017-07-20 | Fahrerassistenzsystem und -verfahren zur leitplankenerkennung |
DE102017212418.0 | 2017-07-20 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN109284664A CN109284664A (zh) | 2019-01-29 |
CN109284664B true CN109284664B (zh) | 2023-10-27 |
Family
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Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
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CN201810787842.4A Active CN109284664B (zh) | 2017-07-20 | 2018-07-18 | 驾驶员辅助系统和护栏检测方法 |
Country Status (3)
Country | Link |
---|---|
JP (1) | JP7164342B2 (de) |
CN (1) | CN109284664B (de) |
DE (1) | DE102017212418A1 (de) |
Families Citing this family (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110068321B (zh) * | 2019-03-27 | 2020-04-24 | 清华大学 | 定点降落标志的uav相对位姿估计方法 |
CN111241900B (zh) * | 2019-04-12 | 2021-02-05 | 宁夏爱特云翔信息技术有限公司 | 交通环境现场维护方法 |
KR102628027B1 (ko) | 2019-09-10 | 2024-01-24 | 주식회사 에이치엘클레무브 | 객체 인식 장치 및 그 방법 |
CN111081033B (zh) * | 2019-11-21 | 2021-06-01 | 北京百度网讯科技有限公司 | 车辆朝向角确定的方法及装置 |
CN112446314B (zh) * | 2020-11-19 | 2022-07-29 | 武汉中海庭数据技术有限公司 | 一种基于投影图提取护栏高程的方法及系统 |
CN113344874B (zh) * | 2021-06-04 | 2024-02-09 | 温州大学 | 一种基于高斯混合建模的行人越界检测方法 |
CN117090133A (zh) * | 2023-08-23 | 2023-11-21 | 青岛迪乐普精密机械有限公司 | 一种护栏及其检测方法 |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005322002A (ja) * | 2004-05-07 | 2005-11-17 | Kazuo Iwane | 複合人工知能装置 |
JP2007183912A (ja) * | 2005-12-06 | 2007-07-19 | Nissan Motor Co Ltd | 走路境界線検出装置、および走路境界線検出方法 |
JP2011010010A (ja) * | 2009-06-25 | 2011-01-13 | Sanyo Electric Co Ltd | 画像再生装置及び撮像装置 |
CN103226835A (zh) * | 2013-04-15 | 2013-07-31 | 北京大学深圳研究生院 | 基于在线初始化梯度增强回归树的目标跟踪方法及系统 |
CN105488811A (zh) * | 2015-11-23 | 2016-04-13 | 华中科技大学 | 一种基于深度梯度的目标跟踪方法与系统 |
FR3035725A1 (fr) * | 2015-04-28 | 2016-11-04 | Bluecime | Procede de detection de position de gardecorps de nacelles de telesiege par analyse d'image |
Family Cites Families (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6533249B2 (en) * | 1999-09-23 | 2003-03-18 | Icom Engineering, Inc. | Guardrail beam with improved edge region and method of manufacture |
US20060041448A1 (en) * | 2004-08-20 | 2006-02-23 | Patterson Robbie L | Number of new and unique manufacturing and assembley methods and processes to cost effectively refit and market legacy implements like "The Gilhoolie" presently names "The Wili Grip" TM |
JP2011243154A (ja) * | 2010-05-21 | 2011-12-01 | Mitsubishi Electric Corp | 車両検出装置及び車両検出方法 |
US9679196B2 (en) * | 2013-02-27 | 2017-06-13 | Hitachi Automotive Systems, Ltd. | Object sensing device |
JP5888275B2 (ja) * | 2013-03-29 | 2016-03-16 | アイシン・エィ・ダブリュ株式会社 | 道路端検出システム、方法およびプログラム |
JP6295859B2 (ja) * | 2014-07-08 | 2018-03-20 | 株式会社デンソー | 車載システム、情報処理装置、及びプログラム |
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2017
- 2017-07-20 DE DE102017212418.0A patent/DE102017212418A1/de active Pending
-
2018
- 2018-07-18 CN CN201810787842.4A patent/CN109284664B/zh active Active
- 2018-07-19 JP JP2018135652A patent/JP7164342B2/ja active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2005322002A (ja) * | 2004-05-07 | 2005-11-17 | Kazuo Iwane | 複合人工知能装置 |
JP2007183912A (ja) * | 2005-12-06 | 2007-07-19 | Nissan Motor Co Ltd | 走路境界線検出装置、および走路境界線検出方法 |
JP2011010010A (ja) * | 2009-06-25 | 2011-01-13 | Sanyo Electric Co Ltd | 画像再生装置及び撮像装置 |
CN103226835A (zh) * | 2013-04-15 | 2013-07-31 | 北京大学深圳研究生院 | 基于在线初始化梯度增强回归树的目标跟踪方法及系统 |
FR3035725A1 (fr) * | 2015-04-28 | 2016-11-04 | Bluecime | Procede de detection de position de gardecorps de nacelles de telesiege par analyse d'image |
CN105488811A (zh) * | 2015-11-23 | 2016-04-13 | 华中科技大学 | 一种基于深度梯度的目标跟踪方法与系统 |
Also Published As
Publication number | Publication date |
---|---|
JP2019021317A (ja) | 2019-02-07 |
JP7164342B2 (ja) | 2022-11-01 |
CN109284664A (zh) | 2019-01-29 |
DE102017212418A1 (de) | 2019-01-24 |
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