JP6469013B2 - 自動車用の交通標識を認識するための方法及び装置 - Google Patents
自動車用の交通標識を認識するための方法及び装置 Download PDFInfo
- Publication number
- JP6469013B2 JP6469013B2 JP2015540048A JP2015540048A JP6469013B2 JP 6469013 B2 JP6469013 B2 JP 6469013B2 JP 2015540048 A JP2015540048 A JP 2015540048A JP 2015540048 A JP2015540048 A JP 2015540048A JP 6469013 B2 JP6469013 B2 JP 6469013B2
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- data
- traffic signs
- sensor
- traffic
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- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
- G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/25—Fusion techniques
- G06F18/254—Fusion techniques of classification results, e.g. of results related to same input data
- G06F18/256—Fusion techniques of classification results, e.g. of results related to same input data of results relating to different input data, e.g. multimodal recognition
-
- 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
- G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
- G06V10/80—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
- G06V10/809—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data
- G06V10/811—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data the classifiers operating on different input data, e.g. multi-modal recognition
-
- 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
- G06V20/58—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads
- G06V20/582—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads of traffic signs
-
- 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
- G06V20/58—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads
- G06V20/584—Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads of vehicle lights or traffic lights
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
- G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
- G01S2013/9321—Velocity regulation, e.g. cruise control
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
- G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
- G01S2013/9322—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles using additional data, e.g. driver condition, road state or weather data
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
- G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
- G01S2013/9323—Alternative operation using light waves
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S13/00—Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
- G01S13/88—Radar or analogous systems specially adapted for specific applications
- G01S13/93—Radar or analogous systems specially adapted for specific applications for anti-collision purposes
- G01S13/931—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles
- G01S2013/9329—Radar or analogous systems specially adapted for specific applications for anti-collision purposes of land vehicles cooperating with reflectors or transponders
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Radar, Positioning & Navigation (AREA)
- Remote Sensing (AREA)
- Multimedia (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Computer Networks & Wireless Communication (AREA)
- Electromagnetism (AREA)
- Medical Informatics (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Software Systems (AREA)
- Databases & Information Systems (AREA)
- Computing Systems (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- General Engineering & Computer Science (AREA)
- Traffic Control Systems (AREA)
- Radar Systems Or Details Thereof (AREA)
- Optical Radar Systems And Details Thereof (AREA)
- Mechanical Engineering (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| DE102012110595.2 | 2012-11-06 | ||
| DE102012110595.2A DE102012110595A1 (de) | 2012-11-06 | 2012-11-06 | Verfahren und Vorrichtung zur Erkennung von Verkehrszeichen für ein Fahrzeug |
| PCT/DE2013/200238 WO2014071939A1 (de) | 2012-11-06 | 2013-10-21 | Verfahren und vorrichtung zur erkennung von verkehrszeichen für ein fahrzeug |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2016502178A JP2016502178A (ja) | 2016-01-21 |
| JP2016502178A5 JP2016502178A5 (https=) | 2017-10-26 |
| JP6469013B2 true JP6469013B2 (ja) | 2019-02-13 |
Family
ID=49674106
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2015540048A Active JP6469013B2 (ja) | 2012-11-06 | 2013-10-21 | 自動車用の交通標識を認識するための方法及び装置 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US10223600B2 (https=) |
| EP (1) | EP2917759A1 (https=) |
| JP (1) | JP6469013B2 (https=) |
| DE (2) | DE102012110595A1 (https=) |
| WO (1) | WO2014071939A1 (https=) |
Families Citing this family (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9164511B1 (en) | 2013-04-17 | 2015-10-20 | Google Inc. | Use of detected objects for image processing |
| JP5961207B2 (ja) * | 2014-03-28 | 2016-08-02 | 富士重工業株式会社 | 車外環境認識装置 |
| DE102014214713A1 (de) * | 2014-07-25 | 2016-01-28 | Conti Temic Microelectronic Gmbh | Verfahren zum Betrieb eines Assistenzsystems eines Kraftfahrzeugs sowie Assistenzsystem |
| DE102014220571A1 (de) | 2014-10-10 | 2016-04-14 | Conti Temic Microelectronic Gmbh | Verfahren und Vorrichtung zur Erkennung von relevanten Verkehrszeichen für ein Fahrzeug |
| US9530313B2 (en) | 2014-10-27 | 2016-12-27 | Here Global B.V. | Negative image for sign placement detection |
| WO2016080452A1 (ja) * | 2014-11-19 | 2016-05-26 | エイディシーテクノロジー株式会社 | 自動運転制御装置 |
| DE102015003963A1 (de) | 2015-03-26 | 2015-08-20 | Daimler Ag | Vorrichtung und Verfahren zur Erkennung von Verkehrszeichen |
| US10345107B2 (en) * | 2016-06-22 | 2019-07-09 | Aptiv Technologies Limited | Automated vehicle sensor selection based on map data density and navigation feature density |
| CN107818288B (zh) * | 2016-09-13 | 2019-04-09 | 腾讯科技(深圳)有限公司 | 标志牌信息获取方法及装置 |
| DE102016118538A1 (de) * | 2016-09-29 | 2018-03-29 | Valeo Schalter Und Sensoren Gmbh | Verfahren zum Klassifizieren eines Verkehrszeichens in einem Umgebungsbereich eines Kraftfahrzeugs, Rechenvorrichtung, Fahrerassistenzsystem sowie Kraftfahrzeug |
| US10528055B2 (en) * | 2016-11-03 | 2020-01-07 | Ford Global Technologies, Llc | Road sign recognition |
| KR102383426B1 (ko) | 2016-12-15 | 2022-04-07 | 현대자동차주식회사 | 톨게이트 구간 판단 장치 및 방법 |
| KR20180106417A (ko) * | 2017-03-20 | 2018-10-01 | 현대자동차주식회사 | 차량의 위치 인식 시스템 및 방법 |
| DE102017218192A1 (de) * | 2017-10-12 | 2019-04-18 | Robert Bosch Gmbh | Verfahren und Vorrichtung zur Verkehrsschilderkennung |
| US10627516B2 (en) * | 2018-07-19 | 2020-04-21 | Luminar Technologies, Inc. | Adjustable pulse characteristics for ground detection in lidar systems |
| US10891501B2 (en) * | 2019-01-28 | 2021-01-12 | Uber Technologies, Inc. | Automatically associating road sign information with road segments using image data |
| US11334089B1 (en) | 2019-07-26 | 2022-05-17 | Jeffrey W. Bryce | Infrastructure markers for autonomous vehicles |
| CN111964673A (zh) * | 2020-08-25 | 2020-11-20 | 一汽解放汽车有限公司 | 一种无人车定位系统 |
| DE102021202232A1 (de) | 2021-03-09 | 2022-09-15 | Robert Bosch Gesellschaft mit beschränkter Haftung | Verfahren zur Erkennung eines Verkehrszeichens mittels eines LiDAR-Systems |
| KR20240058610A (ko) * | 2022-10-26 | 2024-05-03 | 삼성전자주식회사 | 차량을 위한 표지 장치 |
| CN116577752A (zh) * | 2023-04-18 | 2023-08-11 | 深圳优地科技有限公司 | 识别标识结构的方法、装置、电子设备和可读存储介质 |
| JP2025036354A (ja) * | 2023-08-31 | 2025-03-14 | 北京地平▲線▼信息技▲術▼有限公司 | 交通標識の検出方法、装置、記憶媒体及び電子機器 |
Family Cites Families (17)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| DE19546506A1 (de) * | 1995-12-13 | 1997-06-19 | Daimler Benz Ag | Fahrzeug-Navigationssystem und Signalverarbeitungsverfahren für ein solches Navigationssystem |
| DE19852631C2 (de) * | 1998-11-14 | 2001-09-06 | Daimler Chrysler Ag | Vorrichtung und Verfahren zur Verkehrszeichenerkennung |
| JP2002189075A (ja) | 2000-12-20 | 2002-07-05 | Fujitsu Ten Ltd | 道路上方静止物検知方法 |
| DE10200784A1 (de) * | 2002-01-11 | 2003-07-31 | Audi Ag | Kraftfahrzeug |
| US7633383B2 (en) * | 2006-08-16 | 2009-12-15 | International Business Machines Corporation | Systems and arrangements for providing situational awareness to an operator of a vehicle |
| WO2008043852A1 (de) * | 2006-10-13 | 2008-04-17 | Continental Teves Ag & Co. Ohg | System zur bestimmung von objekten |
| US20080243378A1 (en) * | 2007-02-21 | 2008-10-02 | Tele Atlas North America, Inc. | System and method for vehicle navigation and piloting including absolute and relative coordinates |
| JP2008286566A (ja) * | 2007-05-16 | 2008-11-27 | Omron Corp | 車載装置 |
| DE102007034505A1 (de) * | 2007-07-24 | 2009-01-29 | Hella Kgaa Hueck & Co. | Verfahren und Vorrichtung zur Verkehrszeichenerkennung |
| AU2009211435A1 (en) | 2008-02-04 | 2009-08-13 | Tele Atlas B.V. | Method for map matching with sensor detected objects |
| JP5094658B2 (ja) * | 2008-09-19 | 2012-12-12 | 日立オートモティブシステムズ株式会社 | 走行環境認識装置 |
| DE102008043743A1 (de) * | 2008-11-14 | 2010-05-20 | Robert Bosch Gmbh | Verfahren und Steuergerät zur Auswertung eines Sensorsignals |
| DE102009013326A1 (de) * | 2009-03-16 | 2009-11-12 | Daimler Ag | Verfahren zur Steuerung eines Fahrzeugs |
| DE102010020330A1 (de) * | 2010-05-14 | 2011-11-17 | Conti Temic Microelectronic Gmbh | Verfahren zur Erkennung von Verkehrszeichen |
| JP5747593B2 (ja) * | 2011-03-22 | 2015-07-15 | 株式会社豊田中央研究所 | 規範車速算出装置及びプログラム |
| TW201333896A (zh) * | 2012-02-14 | 2013-08-16 | yan-hong Jiang | 使用視訊雷達的遠距交通管理系統 |
| US9195914B2 (en) * | 2012-09-05 | 2015-11-24 | Google Inc. | Construction zone sign detection |
-
2012
- 2012-11-06 DE DE102012110595.2A patent/DE102012110595A1/de not_active Withdrawn
-
2013
- 2013-10-21 DE DE112013005299.7T patent/DE112013005299A5/de active Pending
- 2013-10-21 US US14/427,427 patent/US10223600B2/en active Active
- 2013-10-21 EP EP13795994.6A patent/EP2917759A1/de not_active Withdrawn
- 2013-10-21 JP JP2015540048A patent/JP6469013B2/ja active Active
- 2013-10-21 WO PCT/DE2013/200238 patent/WO2014071939A1/de not_active Ceased
Also Published As
| Publication number | Publication date |
|---|---|
| US20150220795A1 (en) | 2015-08-06 |
| WO2014071939A1 (de) | 2014-05-15 |
| JP2016502178A (ja) | 2016-01-21 |
| EP2917759A1 (de) | 2015-09-16 |
| DE102012110595A1 (de) | 2014-05-08 |
| DE112013005299A5 (de) | 2015-07-16 |
| US10223600B2 (en) | 2019-03-05 |
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