WO2015197641A1 - Bestimmung mindestens eines merkmals eines fahrzeugs - Google Patents
Bestimmung mindestens eines merkmals eines fahrzeugs Download PDFInfo
- Publication number
- WO2015197641A1 WO2015197641A1 PCT/EP2015/064147 EP2015064147W WO2015197641A1 WO 2015197641 A1 WO2015197641 A1 WO 2015197641A1 EP 2015064147 W EP2015064147 W EP 2015064147W WO 2015197641 A1 WO2015197641 A1 WO 2015197641A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- vehicle
- image
- speed
- line scan
- scan camera
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G08—SIGNALLING
- G08G—TRAFFIC CONTROL SYSTEMS
- G08G1/00—Traffic control systems for road vehicles
- G08G1/01—Detecting movement of traffic to be counted or controlled
- G08G1/017—Detecting movement of traffic to be counted or controlled identifying vehicles
- G08G1/0175—Detecting movement of traffic to be counted or controlled identifying vehicles by photographing vehicles, e.g. when violating traffic rules
-
- G—PHYSICS
- G08—SIGNALLING
- G08G—TRAFFIC CONTROL SYSTEMS
- G08G1/00—Traffic control systems for road vehicles
- G08G1/01—Detecting movement of traffic to be counted or controlled
- G08G1/04—Detecting movement of traffic to be counted or controlled using optical or ultrasonic detectors
Definitions
- the invention relates to an arrangement for determining at least one feature of a moving vehicle along a lane, with a photosensitive sensor for receiving an image of the vehicle and with an evaluation device for detecting the at least one feature on the image, and a method for determining at least one feature a moving along a lane vehicle by means of such an arrangement, wherein an image of the vehicle is taken with a line scan camera and the image is evaluated for detecting at least one feature of the vehicle.
- Arrangements and methods for detecting vehicles moving along a traffic lane with the aid of at least one camera and / or other devices for detecting the contour or spatial structure of the vehicle and optionally its speed are known, for example, from various applications for monitoring or traffic detection.
- Automated control systems for road tolls for example, based on the communication between the vehicle and a corresponding communication direction at a toll station, presuppose that in each toll vehicle there is a corresponding communication device from which the essential data of the vehicle can be called up his identification serve, but also the used road sections should be recorded and / or transmitted during each inspection au.
- the system must be able to clearly identify each vehicle that is subject to toll as such. This means that, on the one hand, vehicles which are not subject to tolls and, on the other, that all toll vehicles are recorded as such.
- the detection and tracking of the vehicle by means of a LIDAR system which is estimated from the LIDAR data path and speed of the vehicle and are assigned to the subsequently determined contour and structure data
- the device comprises a LIDAR system, which is aligned to detect a vehicle at a distance from the receiving position of the camera and / or the other devices.
- an arithmetic unit which is connected to the LIDAR and predicts the path and speed of the vehicle from the LIDAR data, optionally corrects these data and makes an assignment to the data of the other device and / or the captured video image on the basis of this data .
- a disadvantage is that the combination of a LIDAR system and a video image capture the respective results must be securely and comprehensibly assigned to each other, which is relatively expensive.
- the evaluation of the video images is also the problem that this is complicated by the perspective distortion, on the one hand by the distortion itself and on the other by the distance from the camera decreasing light output, which are located to a much weaker illumination of the remote from the camera Areas of the vehicle leads. This is particularly significant for longer vehicles, such as trucks.
- An object of the present invention is to provide a simplified arrangement and a method for determining at least one feature of a moving along a lane vehicle, which allow an equally reliable or improved feature recognition, such as the prior art, for example, for automatic distinction between toll and non-tolled vehicles.
- the arrangement according to the invention for determining at least one feature of a vehicle moving along a lane has a light-sensitive sensor for recording an image of the vehicle and an evaluation device for detecting the at least one feature on the image.
- the photosensitive sensor is designed as a line camera, this line camera is preferably arranged laterally next to the lane.
- exactly one line scan camera serves as a light-sensitive sensor.
- several, in particular two line scan cameras can be provided as light-sensitive sensors.
- a number of lines per time unit of the image is adapted to a speed of the vehicle.
- the individual pictures of the line camera are called lines.
- the number of lines per unit time of the image is adapted to the speed of the vehicle in that a sampling rate of the line scan camera is adapted to the speed of the vehicle.
- the sampling rate is the frequency with which the line scan camera records lines, ie the lines recorded per unit of time.
- a second preferred variant, to adapt the number of lines per unit time of the image to the speed of the vehicle is that a subsequent correction of the image takes place as a function of the speed of the vehicle. By stretching or compressing the image, which is formed from the rows lined up, also the number of lines per unit time can be changed.
- a distortion of the image due to the speed of the vehicle can advantageously be corrected so that the image shows true-to-original aspect ratios.
- the speed can be measured separately, or determined from the distorted image, which will be discussed later.
- a combination of both variants is conceivable, ie an adapted frame rate of the camera and subsequent correction of the image, for example in order to minimize the error tolerance.
- a line camera has the advantage that the distance from the recorded part of the vehicle to the line scan camera remains essentially the same, so that neither a perspective distortion in the direction of the juxtaposed shots, nor a different light yield due to the distance between the vehicle and camera occurs , For this reason, it is particularly advantageous to use a line camera for the arrangement laterally next to the lane.
- the position to the side of the lane allows a particularly effective recognition of numerous features of vehicles in the image, in particular their length, number of axes, characteristic shape or side lettering, which may be helpful for identification. Many of these features are not visible, for example, from a position above the lane.
- the image is composed of successive shots of the line camera, the line scan camera works with a predetermined, possibly also with an adjustable sampling rate.
- a further advantage is that the line scan camera with the evaluation device can be used for image evaluation without further measuring devices. Beginning and end of a vehicle can be detected by evaluating the continuously recorded line scans, so that advantageously no triggering of the recording must be made in order to obtain a complete image of the vehicle. Since the scanning rate of the line camera is known, the speed of the vehicle can be determined based on a reference in the image, because at a constant sampling rate, the image of a vehicle, depending on the speed of the vehicle, in the image horizontal, which corresponds to a time axis, compressed or stretched relative to the actual aspect ratio of the vehicle. Thus, for example, a known length of an object on the vehicle can serve as a reference. Particularly advantageous, each wheel can serve as a reference.
- the speed of the vehicle can be calculated by calculating the ellipticity.
- the ellipticity is also called eccentricity denotes the distance of the focal points of an ellipse from its center.
- the line scan camera is not arranged vertically above the usually substantially horizontal lane. Nevertheless, the line scan camera can understandably be arranged next to the lane at a certain height above the level of the lane.
- a camera type is to be understood which has only one light-sensitive line, a so-called line sensor, in contrast to the two-dimensional sensor, which has a plurality of lines.
- Line sensors are light- or radiation-sensitive detectors, usually semiconductor detectors, which consist of a one-dimensional array of photodetectors or other detector elements.
- the line scan camera is aligned obliquely to the traffic lane.
- the orientation of the line scan camera is to be understood as the direction in which the light-sensitive line is aligned in order to receive light.
- the vehicle moves in a direction of travel along the lane.
- the arranged next to the lane line scan camera can thus be aligned at a right angle to the vehicle and to the lane and record its side surface.
- the line scan camera is aligned obliquely to the lane in the context of the invention.
- a line camera oriented at an acute angle to the traffic lane, in the direction opposite to the direction of travel of the vehicle first the front of the vehicle and then its side surface are picked up, which has the advantage that recognition of the license plate and possible dangerous goods markings on the front of the vehicle Vehicle is enabled.
- the line scan camera With an alignment of the line scan camera at an obtuse angle to the traffic lane in the direction of travel of the vehicle, the line scan camera is likewise aligned obliquely to the traffic lane in the sense of the invention.
- the side surface of the vehicle becomes first and then its rear side which also allows license plate identification based on the rear license plate.
- the line scan camera is oriented at an angle of approximately 30 ° to the traffic lane, counter to the direction of travel of the vehicle. The angle of the line scan camera to a straight front of the vehicle is thus approximately 60 °.
- the alignment of the line scan camera does not mean the orientation of the line sensor itself, which is generally arranged vertically, ie essentially at right angles to a plane formed by the traffic lane. Positioning at an angle of significantly less than 90 ° to the vertical would, however, also be conceivable in principle for the line sensor.
- a lighting device is provided, wherein the lighting device is aligned at an angular distance of at least 7 ° from the orientation of the line scan camera.
- the lighting device is used for illumination in low light conditions, especially at night.
- An angular distance of at least 7 ° from the orientation of the line scan camera means that the light emitted by the illumination device, reflected by the vehicle and detected by the line scan camera, is deflected by at least 7 ° in the reflection.
- a control of the line camera is provided, wherein a sampling rate of the recorded lines is adjustable by the controller.
- a speed measuring device for measuring a speed of the vehicle is provided in the recording of the image.
- the measurement of the speed can be verified by a speed measuring device at a fixed scanning rate of the line camera on the basis of the computationally determined from the image speed.
- the velocity of the vehicle computationally determined and / or measured from the image may additionally or alternatively be used to subsequently correct the image by upsetting or stretching the image such that the distortion is compensated for by the speed of the vehicle.
- the inventive method for determining at least one feature of a moving along a lane vehicle provides that an image of the vehicle is taken with the line scan camera and the image is evaluated for detecting at least one feature of the vehicle.
- An advantage of the method is that an identification of vehicles is made possible only with the aid of the line scan camera and an evaluation of the image.
- the individual recorded lines or line scans are lined up in an image horizon, so that the image horizon corresponds to a time axis. Lines appearing along the horizontal image thus display a picture that is unchanged in time, which indicates that no vehicle passes this pixel of the line scan camera.
- Such horizontal lines, or in particular an end of a horizontal line can be advantageously used for automatic detection of a moving vehicle.
- a number of lines per unit time of the image is adapted to a speed of the vehicle.
- the number of lines per time unit of the image is adapted according to a first preferred variant of the speed of the vehicle by a sampling rate of the line scan camera is adapted to the speed of the vehicle.
- a second preferred variant, to adapt the number of lines per unit time of the image to the speed of the vehicle is to subsequently correct the image as a function of the speed of the vehicle.
- the speed of the vehicle is measured when taking the image and the Image corrected by stretching or compression in the horizontal plane depending on the speed.
- the speed of the vehicle is preferably determined mathematically on the basis of the distortion of the image, and the image is corrected on the basis of the computationally determined speed by stretching or compressing in the image horizon.
- an envelope including the image of the vehicle is created during the evaluation. From this, at least one of the dimensions height, length and width of the vehicle can be calculated taking into account a scanning rate of the line scan camera and a speed of the vehicle. The speed of the vehicle can be determined based on an extension or compression of the image in the horizontal image relative to the actual aspect ratios on the vehicle, or be determined by means of a separate speed measurement.
- a number and / or positions of wheels and / or axles of the vehicle are determined by finding round objects during the evaluation of the image.
- an ellipticity is preferably determined by round objects found during the evaluation of the image.
- a correction of the image is made by stretching or compression in the image horizontal.
- a speed of the vehicle is calculated. This calculated speed is another feature of the vehicle, which can advantageously be determined by means of the line scan camera as the sole measuring device. Alternatively, the calculated speed may also be used to check a speed measured by a separate speed measuring device.
- a classification and / or identification of the vehicle is made on the basis of at least one of the following features obtained by evaluation of the image: dimensions, number of axles, license plate, dangerous goods marking, shape a windscreen and / or a side window and characteristic shapes of the vehicle.
- FIG. 1 is a first schematic view of the arrangement according to the invention
- FIG. 2 shows a second schematic view of the arrangement according to FIG. 1;
- FIG. 3 shows an image of a vehicle produced by the method according to the invention.
- FIGS. 1 and 2 show two different views of the arrangement according to the invention for determining at least one feature of a vehicle 2 moving along a traffic lane 1, which will be described jointly below.
- FIG. 1 shows a plan view of the traffic lane 1 and of the vehicle 2, while FIG. 2 shows a side view of the vehicle 2.
- the arrangement according to the invention comprises a photosensitive sensor 3 for recording an image of the vehicle 2 and an evaluation device 4 for detecting the at least one feature on the image, wherein the evaluation device 4 can also be arranged remotely from the sensor 3.
- the photosensitive sensor 3 is designed according to the invention as a line camera 3, wherein the line camera 3 is arranged laterally next to the traffic lane 1.
- the arrangement according to the invention is particularly advantageous for a method for axle classification or axle counting of vehicles 2 in flowing traffic suitable.
- the method is generally used for the classification of vehicles 2, in particular for the recognition of distinctive features, such as the vehicle manufacturer or dangerous goods indicator in motion.
- an image of the mark suitable for automatic mark reading processing is taken.
- an image of the vehicle 2 is created as an overview image of the entire scene.
- four tasks from the field of traffic monitoring can be carried out by means of a line camera 3 laterally of the traffic lane 1.
- the line camera 3 is laterally arranged next to the traffic lane 1 so that the vehicle front 5 and the vehicle flank 6 are received cyclically by the passing vehicle 2.
- an illumination 7 is preferably directed to the vehicle 2.
- the angle between the line camera 3 and the vehicle 2 is generally freely selectable and can, depending on the application, be adjusted.
- the aim is generally an angle as close as possible to 90 ° to the surface to be monitored. Since in the illustrated embodiment, both the vehicle front 5, and the vehicle edge 6 are to be recorded, an angle of about 60 ° on the front 5 offers, since this contains more detail information, as the edge 6, from which the light accordingly a more acute angle of 30 ° in the line camera 3 occurs. It can be seen in FIG.
- an image of the vehicle 2 is generated, thereby enabling a simple image processing of the same, since no partial images must be joined together or superimposed.
- the method according to the invention is advantageously suitable for determining a speed of the vehicle 2. Depending on how elliptically the wheels 8, which are indicated only schematically here, are represented in the image, it can be seen from this the speed of the vehicle 2 are recalculated.
- the speed sensor 9 and the line camera 3 are located at the same position laterally beside the road 1.
- the speed sensor 9 preferably supplies the following data of the vehicle: position relative to the sensor system, distance and speed of the vehicle 2.
- FIG. 3 shows an image of a vehicle 2 produced by the method according to the invention.
- the image horizontals by a temporal sequence of successive line images along the replaced with t time axis and is therefore free from perspective distortion.
- the distance from one pixel to the next pixel in the direction of the t-axis corresponds to the scanning rate or line frequency of the line camera 3 and is preferably adapted to the speed of the vehicle 2 determined by the speed sensor 9, so that no compressed or stretched images in the direction of the t-axis. Axis arise.
- the image vertical in the direction of the Y axis corresponds to the orientation of the line sensor.
- the line camera 3 is at a fixed location and is not moved. Fixed objects are therefore represented by horizontal lines with only little dynamics, possibly by pixel noise or shadows.
- Figure 3 shows the image of a truck 2 in motion.
- the silhouette or envelope H of the vehicle 2 can be advantageously determined by simple edge filters. Even shadows passing through the image can be easily identified and will not lead to misjudgments, as is usually the case with Still Cameras, as no temporal reference can be made.
- the geometric information, such as length, and / or height can be determined with the help of this edge image advantageous. If the positions of the vehicle axles are already known, it can advantageously be ruled out that the front of the vehicle 2 is also measured. The measurement of the vehicle length starts, for example, with the first detected axis. Depending on the type of vehicle identified, such as truck or car, the length can be corrected by an averaged factor.
- Line scan cameras can operate at line frequencies up to 80 kHz, and thus advantageously offer further possibilities for utilizing the data.
- This invention enables with the line scan camera 3 as a single sensor and with only one data acquisition cycle to generate all the data needed, for example, for toll collection.
- recording a license plate image recording an overview image, classification of the vehicle based on its axes and the vehicle geometry. It is also possible to recognize dangerous goods identifiers and to recognize the vehicle manufacturer. The fact that all data is generated in one step results in consistent data records that are integer. A misallocation of the data from multiple sensors can be advantageously avoided. LIST OF REFERENCE NUMBERS
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- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Traffic Control Systems (AREA)
- Image Processing (AREA)
- Length Measuring Devices By Optical Means (AREA)
Abstract
Description
Claims
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
RU2017101816A RU2017101816A (ru) | 2014-06-23 | 2015-06-23 | Определение по меньшей мере одного признака транспортного средства |
AU2015279273A AU2015279273B2 (en) | 2014-06-23 | 2015-06-23 | Determination of at least one feature of a vehicle |
US15/321,370 US10515544B2 (en) | 2014-06-23 | 2015-06-23 | Determination of at least one feature of a vehicle |
CA2953411A CA2953411A1 (en) | 2014-06-23 | 2015-06-23 | Determination of at least one feature of a vehicle |
CN201580033839.8A CN106663372A (zh) | 2014-06-23 | 2015-06-23 | 确定车辆的至少一个特征 |
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP14173551.4 | 2014-06-23 | ||
EP14173551.4A EP2960883B1 (de) | 2014-06-23 | 2014-06-23 | Bestimmung mindestens eines Merkmals eines Fahrzeugs |
Publications (1)
Publication Number | Publication Date |
---|---|
WO2015197641A1 true WO2015197641A1 (de) | 2015-12-30 |
Family
ID=51167584
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/EP2015/064147 WO2015197641A1 (de) | 2014-06-23 | 2015-06-23 | Bestimmung mindestens eines merkmals eines fahrzeugs |
Country Status (16)
Country | Link |
---|---|
US (1) | US10515544B2 (de) |
EP (1) | EP2960883B1 (de) |
CN (1) | CN106663372A (de) |
AU (1) | AU2015279273B2 (de) |
CA (1) | CA2953411A1 (de) |
CY (1) | CY1119472T1 (de) |
DK (1) | DK2960883T3 (de) |
ES (1) | ES2645504T3 (de) |
HU (1) | HUE034573T2 (de) |
LT (1) | LT2960883T (de) |
NO (1) | NO2960883T3 (de) |
PL (1) | PL2960883T3 (de) |
PT (1) | PT2960883T (de) |
RU (1) | RU2017101816A (de) |
SI (1) | SI2960883T1 (de) |
WO (1) | WO2015197641A1 (de) |
Families Citing this family (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
DE102014210759A1 (de) * | 2014-06-05 | 2015-12-17 | Siemens Aktiengesellschaft | Ortungssystem zur Bestimmung der Position eines Fahrzeugs in einer Ladestation |
DE102018200991A1 (de) * | 2018-01-23 | 2019-07-25 | Friedrich-Alexander-Universität Erlangen-Nürnberg | Verfahren und Anordnung zur Bestimmung der Geschwindigkeit eines Fahrzeugs |
JP7108486B2 (ja) * | 2018-07-20 | 2022-07-28 | 三菱重工機械システム株式会社 | 車両検知器 |
CN111161542B (zh) * | 2018-11-08 | 2021-09-28 | 杭州海康威视数字技术股份有限公司 | 车辆识别方法及装置 |
CN116453075B (zh) * | 2023-06-14 | 2023-09-08 | 山东省科学院海洋仪器仪表研究所 | 一种基于图像处理的货车轮轴识别方法及*** |
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WO2012152596A1 (fr) * | 2011-05-11 | 2012-11-15 | Morpho | Procede et dispositif de mesure de la vitesse d'un vehicule circulant sur une voie |
EP2703823A1 (de) * | 2012-09-04 | 2014-03-05 | Münz, Christoph | Raderkennung |
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EP1056064B1 (de) | 1999-05-28 | 2007-12-12 | Nippon Telegraph and Telephone Corporation | Verfahren und Vorrichtung zur Geschwindigkeitsmessung von Fahrzeugen mit ein Bildverarbeitungssystem |
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US6974532B2 (en) * | 2003-05-01 | 2005-12-13 | New York University | Method for producing adherent coatings of calcium phosphate phases on titanium and titanium alloy substrates by electrochemical deposition |
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CN102682602B (zh) * | 2012-05-15 | 2014-05-07 | 华南理工大学 | 一种基于视频技术的道路交通参数采集方法 |
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-
2014
- 2014-06-23 EP EP14173551.4A patent/EP2960883B1/de active Active
- 2014-06-23 PL PL14173551T patent/PL2960883T3/pl unknown
- 2014-06-23 LT LTEP14173551.4T patent/LT2960883T/lt unknown
- 2014-06-23 PT PT141735514T patent/PT2960883T/pt unknown
- 2014-06-23 ES ES14173551.4T patent/ES2645504T3/es active Active
- 2014-06-23 HU HUE14173551A patent/HUE034573T2/en unknown
- 2014-06-23 DK DK14173551.4T patent/DK2960883T3/da active
- 2014-06-23 SI SI201430448T patent/SI2960883T1/en unknown
- 2014-06-23 NO NO14173551A patent/NO2960883T3/no unknown
-
2015
- 2015-06-23 WO PCT/EP2015/064147 patent/WO2015197641A1/de active Application Filing
- 2015-06-23 AU AU2015279273A patent/AU2015279273B2/en not_active Ceased
- 2015-06-23 CA CA2953411A patent/CA2953411A1/en not_active Abandoned
- 2015-06-23 RU RU2017101816A patent/RU2017101816A/ru not_active Application Discontinuation
- 2015-06-23 US US15/321,370 patent/US10515544B2/en active Active
- 2015-06-23 CN CN201580033839.8A patent/CN106663372A/zh active Pending
-
2017
- 2017-10-20 CY CY20171101095T patent/CY1119472T1/el unknown
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Publication number | Priority date | Publication date | Assignee | Title |
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US4908705A (en) * | 1988-01-21 | 1990-03-13 | Fairchild Weston Systems, Inc. | Steerable wide-angle imaging system |
US20100238290A1 (en) * | 2008-08-27 | 2010-09-23 | Kachemak Research Development, Inc. | Drive over vehicle inspection systems and methods |
WO2012152596A1 (fr) * | 2011-05-11 | 2012-11-15 | Morpho | Procede et dispositif de mesure de la vitesse d'un vehicule circulant sur une voie |
EP2703823A1 (de) * | 2012-09-04 | 2014-03-05 | Münz, Christoph | Raderkennung |
Also Published As
Publication number | Publication date |
---|---|
SI2960883T1 (en) | 2018-02-28 |
CA2953411A1 (en) | 2015-12-30 |
HUE034573T2 (en) | 2018-02-28 |
PL2960883T3 (pl) | 2018-02-28 |
AU2015279273B2 (en) | 2018-07-05 |
RU2017101816A (ru) | 2018-07-23 |
RU2017101816A3 (de) | 2018-07-23 |
EP2960883B1 (de) | 2017-08-09 |
CN106663372A (zh) | 2017-05-10 |
US10515544B2 (en) | 2019-12-24 |
NO2960883T3 (de) | 2018-01-06 |
US20170148315A1 (en) | 2017-05-25 |
PT2960883T (pt) | 2017-11-14 |
CY1119472T1 (el) | 2018-03-07 |
LT2960883T (lt) | 2017-12-27 |
EP2960883A1 (de) | 2015-12-30 |
DK2960883T3 (da) | 2017-11-13 |
ES2645504T3 (es) | 2017-12-05 |
AU2015279273A1 (en) | 2017-01-19 |
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