CN110333503A - Laser radar calibration method and device and electronic equipment - Google Patents

Laser radar calibration method and device and electronic equipment Download PDF

Info

Publication number
CN110333503A
CN110333503A CN201910458039.0A CN201910458039A CN110333503A CN 110333503 A CN110333503 A CN 110333503A CN 201910458039 A CN201910458039 A CN 201910458039A CN 110333503 A CN110333503 A CN 110333503A
Authority
CN
China
Prior art keywords
laser radar
reference planes
point cloud
cloud data
distance
Prior art date
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.)
Granted
Application number
CN201910458039.0A
Other languages
Chinese (zh)
Other versions
CN110333503B (en
Inventor
孙孟孟
林巧
曹丹
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Cainiao Smart Logistics Holding Ltd
Original Assignee
Cainiao Smart Logistics Holding Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Cainiao Smart Logistics Holding Ltd filed Critical Cainiao Smart Logistics Holding Ltd
Priority to CN201910458039.0A priority Critical patent/CN110333503B/en
Publication of CN110333503A publication Critical patent/CN110333503A/en
Application granted granted Critical
Publication of CN110333503B publication Critical patent/CN110333503B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO 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
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/48Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S17/00
    • G01S7/497Means for monitoring or calibrating
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02ATECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A90/00Technologies having an indirect contribution to adaptation to climate change
    • Y02A90/10Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • Optical Radar Systems And Details Thereof (AREA)

Abstract

The embodiment of the invention provides a laser radar calibration method, a laser radar calibration device and electronic equipment, wherein the method comprises the following steps: acquiring first point cloud data and second point cloud data which are obtained by respectively measuring the jig by a first laser radar and a second laser radar; respectively fitting a plurality of first reference planes and second reference planes of the jig according to the first point cloud data and the second point cloud data; and determining the position calibration relation of the first laser radar relative to the rotation and/or translation of the second laser radar according to the distances from a plurality of points on the first reference plane to the corresponding second reference plane. According to the embodiment of the invention, the relative position relationship of the two laser radars is calibrated by using the jig with a plurality of planes, and the relative position relationship is determined according to the distance from the point on the plane measured by one laser radar to the plane measured by the other laser radar, so that the static calibration of the laser radars is realized, and the calibration convenience is improved.

Description

Scaling method, device and the electronic equipment of laser radar
Technical field
This application involves a kind of scaling method of laser radar, device and electronic equipments, belong to field of computer technology.
Background technique
Laser radar as a kind of distance measuring equipment, can with the distance of object in real-time measurement environment to laser itself, It is the indispensable sensor in unmanned field.In view of in more and more equipment or system, multiple positions can be used simultaneously Relatively-stationary laser radar is set, and each laser radar has respective coordinate system, i.e., position measured by each laser radar Setting data is the coordinate system based on its own.In order to which the position data of multiple laser radars is carried out unification, it is necessary to Relative positional relationship between each laser radar is demarcated, so as to comprehensively utilize the measurement number of multiple laser radars According to.Be directed to the calibration of laser radar in the prior art, it is general using dynamic calibration mode, that is, need mobile laser radar or The object of reference of calibration, such mode are extremely inconvenient for the calibration processing of laser radar.
Summary of the invention
The embodiment of the present invention provides the scaling method, device and electronic equipment of a kind of laser radar, to realize to laser thunder Up to progress static demarcating.
To achieve the goals above, the embodiment of the invention provides a kind of scaling methods of laser radar, comprising:
Obtain the first point cloud data that first laser radar and second laser radar are measured from jig respectively With the second point cloud data;
According to the first point cloud data and the second point cloud data fit respectively the jig multiple first reference planes and Second reference planes;
According to the distance of multiple points in multiple first reference planes to corresponding second reference planes, determine described in Location position relationship rotationally and/or translationally of the first laser radar relative to second laser radar.
The embodiment of the invention also provides a kind of caliberating devices of laser radar, comprising:
Point cloud data obtains module, is measured respectively for obtaining first laser radar and second laser radar jig Obtained from the first point cloud data and the second point cloud data;
Plane fitting module, for fitting the more of the jig respectively according to the first point cloud data and the second point cloud data A first reference planes and the second reference planes;
Location position relationship processing module, for according to multiple points in multiple first reference planes to corresponding The distance of two reference planes determines position rotationally and/or translationally of the first laser radar relative to second laser radar Calibration relationship.
The embodiment of the invention also provides a kind of electronic equipment, comprising:
Memory, for storing program;
Processor, for running the described program stored in the memory, to execute the calibration of laser radar above-mentioned Method.
In the embodiment of the present invention, the mark of the relative positional relationship of two laser radars is carried out using the jig for there are multiple planes Fixed, the distance for the plane that the point in the plane measured according to one of laser radar is measured to another laser radar is come true Determine relative positional relationship, to realize the static demarcating to laser radar, improves the convenience of calibration.
The above description is only an overview of the technical scheme of the present invention, in order to better understand the technical means of the present invention, And it can be implemented in accordance with the contents of the specification, and in order to allow above and other objects of the present invention, feature and advantage can It is clearer and more comprehensible, the followings are specific embodiments of the present invention.
Detailed description of the invention
Fig. 1 is the flow diagram of the scaling method of the laser radar of the embodiment of the present invention of inventive embodiments;
Fig. 2 is the application scenarios schematic diagram of the embodiment of the present invention;
Fig. 3 is the structural schematic diagram of the caliberating device of the laser radar of the embodiment of the present invention;
Fig. 4 is the structural schematic diagram of the electronic equipment of the embodiment of the present invention.
Specific embodiment
Exemplary embodiments of the present disclosure are described in more detail below with reference to accompanying drawings.Although showing the disclosure in attached drawing Exemplary embodiment, it being understood, however, that may be realized in various forms the disclosure without should be by embodiments set forth here It is limited.On the contrary, these embodiments are provided to facilitate a more thoroughly understanding of the present invention, and can be by the scope of the present disclosure It is fully disclosed to those skilled in the art.
Below by some specific embodiment to further illustrate the technical scheme of the present inventions.
In inventive embodiments, the calibration processing of laser radar seeks to obtain the opposite rotation between each laser radar The relative positional relationship for turning and/or translating, to carry out the mutual conversion of position data measured by each laser radar.
It is directed to the calibration of laser radar in the prior art, general using dynamic calibration mode, this mode needs to move Laser radar or calibrated reference, such mode are extremely inconvenient for the calibration processing of laser radar.Implement in the present invention In example, a kind of calibration mode of static state is proposed, the object of reference of mobile laser radar or calibration is not needed, completes in the quiescent state The calibration of the relative position of laser radar.
The static demarcating between two laser radars may be implemented in the scaling method of the laser radar of the embodiment of the present invention, Calibrate relative positional relationship rotationally and/or translationally of one of laser radar relative to another laser radar.For Convenient for description, one of laser radar as position reference is referred to as second laser radar, and by another laser thunder Up to referred to as first laser radar.It should be noted that in the calibration processing for two laser radars, it can be with any one Laser radar is as second laser radar or first laser radar.
Embodiment one
As shown in Figure 1, its process signal for the scaling method of the laser radar of the embodiment of the present invention of inventive embodiments Figure, the scaling method of laser radar specifically include that
S101: first cloud that first laser radar and second laser radar are measured from jig respectively is obtained Data and the second point cloud data.Wherein, here the first point cloud data and the second point cloud data is with first laser radar and On the basis of the respective coordinate system of dual-laser radar.Jig mentioned here is used as calibrated reference, and jig can To include multiple planes, to form multiple calibration measuring basis.For wishing that the rotation for calibrating two laser radars is peaceful The situation of the positional relationship of shifting, jig may include at least three and be in predetermined angle, and predetermined angle is preferably mutually hung down Directly.In addition, jig can surround first laser radar and second laser radar arrays using multiple, thus from multiple angles and Direction provides the measurement data for calibration, so that the calibration between laser radar can preferably fit the measurement of all directions With.
S102: according to the first point cloud data and the second point cloud data fit respectively jig multiple first reference planes and Second reference planes.Specifically, the first reference planes and the second reference planes can be gone out according to a large amount of Points cloud Fitting Plane equation.
S103: according to the distance of multiple points in multiple first reference planes to corresponding second reference planes, is determined Location position relationship rotationally and/or translationally of one laser radar relative to second laser radar.Mentioned here corresponding Two reference planes refer to the reference planes that the approximately the same plane for jig measures and fits.First laser radar is to controlling The second reference planes that multiple points measured by some plane of tool and second laser radar fit after measuring same plane, Actually should be in the same plane, only because the difference of coordinate system and there is difference numerically and therefore pass through calculating The distance of multiple points in first reference planes to corresponding second reference planes, so that it may get the phase between laser radar To positional relationship.
Further, in order to enable the relative positional relationship between two laser radars demarcates more accurate, the step It can specifically include:
S1031: calculate multiple points in multiple first reference planes to corresponding multiple second reference planes distance;
S1032: utilizing iteration optimization algorithms, determines the rotation translation square of first laser radar and second laser radar Battle array, so that the sum of the distance of multiple points to corresponding second reference planes in multiple first reference planes is minimum.In the distance The sum of in the smallest situation, illustrate the deviation of the relative position calibration in all directions and for angle, between two coordinate systems Minimum, so as to obtain more accurate calibration result.
The processing method that relative position calibration is carried out for two laser radars is described above, in fact, based on above-mentioned Method can demarcate multiple laser radars, and principle is also by the calibration between multiple laser radars according to demarcating two-by-two It is handled.Specifically, the above method can also include the calibration processing for the third laser radar other than above-mentioned two:
Obtain the third point cloud data that third laser radar is measured from jig respectively;
Multiple third reference planes of jig are fitted according to third point cloud data;
According to multiple points in multiple third reference planes to the distance of corresponding second reference planes, third laser is determined Location position relationship rotationally and/or translationally of the radar relative to second laser radar.
The above-mentioned calibration processing for third laser radar is referred to the calibration processing above for first laser radar, Its principle is identical.Above-mentioned example is all the calibration processing using second laser radar as benchmark, thus by multiple laser thunders The nominal data reached carries out the unification of coordinate system.It certainly, can also be in the calibration processing for third laser radar The first laser radar demarcated carries out calibration processing as benchmark, is then based on first laser radar and second laser thunder again Calibration relationship between reaching, to calculate as the nominal data using second laser radar as benchmark.
Embodiments of the present invention are further illustrated with actual application example below.
As shown in Fig. 2, it is the application scenarios schematic diagram of the embodiment of the present invention.Scene as shown in the figure comprising four The laser radar 5 and 6 that jig (jig 1 to 4) and two relative positions are fixed, two laser radars to be calibrated are substantially put It is placed in the center position of four jigs, each jig includes three orthogonal planes, and four jigs form 12 in total A plane.In application scenarios shown in Fig. 2, using laser radar 5 as the benchmark of calibration, it is desirable to calculate 6 phase of laser radar For the relative positional relationship of laser radar 5.I.e. laser radar 5 corresponds to above-mentioned second laser radar, and laser radar 6 is corresponding In above-mentioned first laser radar.
As shown in the figure, two laser radars 5 and 6 are placed in position as shown in the figure, two laser radars 5 and 6 respectively to Surrounding issues laser and detects to ambient enviroment, and acquires point cloud data.
In the point cloud data of laser radar 5, the point cloud data of three planes of each jig is extracted, and fits plane Equation, scene as shown in Figure 2 can fit 12 planes for four jigs in total.
In the point cloud data of laser radar 6,3 planes of each jig are extracted, and fit plane equation, similarly, 12 planes can also be extracted, and obtain the point in this 12 planes.
Calculate the corresponding flat into the point cloud data of laser radar 5 of the point in the point cloud data of laser radar 6 in plane Distance uses dist hereiIt indicates, i therein represents the number of point, and calculates calculated all sum of the distance, uses sum here (disti) indicate.
Whole sum of the distance sum (disti) can become with the variation of the rotation translation relation between laser radar 5 and 6 Change.Therefore, the method for using iteration optimization finds a rotation translation relation and makes sum (disti) minimum.The calculation processing can To be described as following formula:
(r, t)=Arg Min Sum (disti) ... ... ... ... ... ... formula (1)
In the formula, r is three-dimensional rotating vector, and t is three-dimensional translation vector, and the combination of r and t represent laser radar 5 And the rotation translation relation between 6, the meaning of Arg Min are to make subsequent Sum (disti) functional value minimum when it is defeated Out, that is, Sum (dist is acquiredi) it is minimum when (r, t).As previously described, distiTo be put down in the point cloud data of laser radar 6 The distance of point corresponding flat into the point cloud data of laser radar 5 on face, then (r, the t) expression accordingly acquired is laser The rotation translation relation of radar 6 to laser radar 5 can be sat laser radar 6 by (r, t) that is, on the basis of laser radar 5 Coordinate value in mark system is converted to the coordinate value in 5 coordinate system of laser radar, should obtain in (r, t) namely embodiment of the present invention The location position relationship of two laser radars obtained.(r, t) can also be expressed as the form of rotational translation matrix.
In addition, the point in the point cloud data of above-mentioned laser radar 6 in plane is corresponding into the point cloud data of laser radar 5 The distance of plane can be calculated using following formula:
Wherein, (xi,yi,zi) it is point coordinate in the point cloud data of laser radar 6 in plane, AkX+BkY+CkZ+Dk=0 Corresponding plane equation in point cloud data for laser radar 6, X, Y, Z in formula indicate the three-dimensional in the plane equation fitted Point coordinate variable.
In the embodiment of the present invention, the mark of the relative positional relationship of two laser radars is carried out using the jig for there are multiple planes Fixed, the distance for the plane that the point in the plane measured according to one of laser radar is measured to another laser radar is come true Determine relative positional relationship, to realize the static demarcating to laser radar, improves the convenience of calibration.In addition, by adopting The acquisition of multiple directions and point cloud data is carried out with multiple jigs, and in the way of iteration optimization, find a rotation translation Matrix so that multiple points in multiple planes that one of laser radar measures measured to another laser radar it is corresponding The sum of the distance of multiple planes is minimum, so as to the rotation that is more accurate and better adapting to multiple directions measurement of acquisition Translation matrix.
Embodiment two
As shown in figure 3, its structural schematic diagram for the caliberating device of the laser radar of the embodiment of the present invention, the device include Point cloud data obtains module 11, plane fitting module 12 and location position relationship processing module 13.
Point cloud data obtains module 11, is surveyed respectively for obtaining first laser radar and second laser radar to jig First point cloud data and the second point cloud data obtained from amount.Wherein, jig is multiple, is swashed around first laser radar and second Optical radar arrangement.
Plane fitting module 12, for fitting the multiple of jig respectively according to the first point cloud data and the second point cloud data First reference planes and the second reference planes.
Location position relationship processing module 13, for according to multiple points in multiple first reference planes to corresponding second The distance of reference planes determines that first laser radar is closed relative to the location position rotationally and/or translationally of second laser radar System.
Wherein, above-mentioned jig includes at least three planes for being in predetermined angle, in location position Automated generalization mould Processing in block 13 can specifically include: calculate multiple points in multiple first reference planes to corresponding multiple second with reference to flat The distance in face;Using iteration optimization algorithms, the rotational translation matrix of first laser radar and second laser radar is determined, so that The sum of the distance of multiple points to corresponding second reference planes in multiple first reference planes is minimum.
Wherein, the distance for calculating multiple points in multiple first reference planes to corresponding multiple second reference planes can be with Include: the plane equation of the coordinate according to multiple points and corresponding second reference planes fitted, calculates multiple o'clock to second The distance of reference planes.Specifically above-mentioned formula (2) can be referred to apart from calculation.
Embodiment three
Preceding embodiment describes the flow processing of the scaling method of laser radar and the structure of caliberating device, above-mentioned side Method and the function of device can be realized by a kind of electronic equipment to be completed, as shown in figure 4, it is the electronic equipment of the embodiment of the present invention Structural schematic diagram, specifically include: memory 110 and processor 120.
Memory 110, for storing program.
In addition to above procedure, memory 110 is also configured to store various other data to support in electronic equipment On operation.The example of these data includes the instruction of any application or method for operating on an electronic device, connection It is personal data, telephone book data, message, picture, video etc..
Memory 110 can realize by any kind of volatibility or non-volatile memory device or their combination, Such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable is read-only Memory (EPROM), programmable read only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, disk Or CD.
Processor 120 is coupled to memory 110, for executing the program in memory 110, to execute previous embodiment Described in laser radar scaling method operating procedure.
In addition, processor 120 also may include various modules described in previous embodiment to execute laser radar calibration Processing, and memory 110 can for example be used to store these modules execute operate required for data and/or exported Data.
Above-mentioned treatment process is illustrated, technical principle is described in detail and technical effect detailed analysis is real in front It applies in example and is described in detail, details are not described herein.
Further, as shown, electronic equipment can also include: communication component 130, power supply module 140, audio component 150, other components such as display 160.Members are only schematically provided in figure, are not meant to that electronic equipment only includes in figure Shown component.
Communication component 130 is configured to facilitate the communication of wired or wireless way between electronic equipment and other equipment.Electricity Sub- equipment can access the wireless network based on communication standard, such as WiFi, 2G or 3G or their combination.It is exemplary at one In embodiment, communication component 130 receives broadcast singal or broadcast correlation from external broadcasting management system via broadcast channel Information.In one exemplary embodiment, communication component 130 further includes near-field communication (NFC) module, to promote short range communication. For example, radio frequency identification (RFID) technology, Infrared Data Association (IrDA) technology, ultra wide band (UWB) skill can be based in NFC module Art, bluetooth (BT) technology and other technologies are realized.
Power supply module 140 provides electric power for the various assemblies of electronic equipment.Power supply module 140 may include power management System, one or more power supplys and other with for electronic equipment generate, manage, and distribute the associated component of electric power.
Audio component 150 is configured as output and/or input audio signal.For example, audio component 150 includes a Mike Wind (MIC), when electronic equipment is in operation mode, when such as call mode, recording mode, and voice recognition mode, microphone is matched It is set to reception external audio signal.The received audio signal can be further stored in memory 110 or via communication set Part 130 is sent.In some embodiments, audio component 150 further includes a loudspeaker, is used for output audio signal.
Display 160 includes screen, and screen may include liquid crystal display (LCD) and touch panel (TP).If screen Curtain includes touch panel, and screen may be implemented as touch screen, to receive input signal from the user.Touch panel includes one A or multiple touch sensors are to sense the gesture on touch, slide, and touch panel.Touch sensor can not only sense touching It touches or the boundary of sliding action, but also detects duration and pressure relevant with touch or slide.
Those of ordinary skill in the art will appreciate that: realize that all or part of the steps of above-mentioned each method embodiment can lead to The relevant hardware of program instruction is crossed to complete.Program above-mentioned can be stored in a computer readable storage medium.The journey When being executed, execution includes the steps that above-mentioned each method embodiment to sequence;And storage medium above-mentioned include: ROM, RAM, magnetic disk or The various media that can store program code such as person's CD.
Finally, it should be noted that the above embodiments are only used to illustrate the technical solution of the present invention., rather than its limitations;To the greatest extent Pipe present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that: its according to So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into Row equivalent replacement;And these are modified or replaceed, various embodiments of the present invention technology that it does not separate the essence of the corresponding technical solution The range of scheme.

Claims (10)

1. a kind of scaling method of laser radar, comprising:
Obtain the first point cloud data that first laser radar and second laser radar are measured from jig respectively and the Two point cloud datas;
Fit multiple first reference planes and second of the jig respectively according to the first point cloud data and the second point cloud data Reference planes;
According to multiple points in multiple first reference planes to the distance of corresponding second reference planes, described first is determined Location position relationship rotationally and/or translationally of the laser radar relative to second laser radar.
2. according to the method described in claim 1, wherein, the jig includes at least three planes for being in predetermined angle,
According to multiple points in first reference planes to the distance of corresponding second reference planes, the first laser is determined Radar includes: relative to the location position relationship rotationally and/or translationally of second laser radar
Calculate multiple points in multiple first reference planes to corresponding multiple second reference planes distance;
Using iteration optimization algorithms, the rotational translation matrix of first laser radar and second laser radar is determined, so that multiple The sum of the distance of multiple points to corresponding second reference planes in first reference planes is minimum.
3. according to the method described in claim 2, wherein, multiple points in multiple first reference planes are calculated to corresponding The distance of multiple second reference planes includes:
According to the plane equation of the coordinate of the multiple point and corresponding second reference planes fitted, calculate described more Distance of a point to second reference planes.
4. according to the method described in claim 1, wherein, the jig be it is multiple, around the first laser radar and described Second laser radar arrays.
5. according to the method described in claim 1, wherein, further includes:
Obtain the third point cloud data that third laser radar is measured from jig respectively;
Multiple third reference planes of the jig are fitted according to the third point cloud data;
According to multiple points in multiple third reference planes to the distance of corresponding second reference planes, the third is determined Location position relationship rotationally and/or translationally of the laser radar relative to second laser radar.
6. a kind of caliberating device of laser radar, comprising:
Point cloud data obtains module, is measured from respectively for obtaining first laser radar and second laser radar to jig The first point cloud data and the second point cloud data arrived;
Plane fitting module, for fitting multiple the of the jig respectively according to the first point cloud data and the second point cloud data One reference planes and the second reference planes;
Location position relationship processing module, for according to multiple points in multiple first reference planes to corresponding second ginseng The distance for examining plane determines location position rotationally and/or translationally of the first laser radar relative to second laser radar Relationship.
7. device according to claim 6, wherein the jig includes at least three planes for being in predetermined angle,
According to multiple points in first reference planes to the distance of corresponding second reference planes, the first laser is determined Radar includes: relative to the location position relationship rotationally and/or translationally of second laser radar
Calculate multiple points in multiple first reference planes to corresponding multiple second reference planes distance;
Using iteration optimization algorithms, the rotational translation matrix of first laser radar and second laser radar is determined, so that multiple The sum of the distance of multiple points to corresponding second reference planes in first reference planes is minimum.
8. according to device described in right 7, wherein calculate multiple points in multiple first reference planes to corresponding multiple The distance of second reference planes includes:
According to the plane equation of the coordinate of the multiple point and corresponding second reference planes fitted, calculate described more Distance of a point to second reference planes.
9. device according to claim 6, wherein the jig be it is multiple, around the first laser radar and described Second laser radar arrays.
10. a kind of electronic equipment, comprising:
Memory, for storing program;
Processor swashs for running the described program stored in the memory with perform claim requirement 1 to 5 is any described The scaling method of optical radar.
CN201910458039.0A 2019-05-29 2019-05-29 Laser radar calibration method and device and electronic equipment Active CN110333503B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910458039.0A CN110333503B (en) 2019-05-29 2019-05-29 Laser radar calibration method and device and electronic equipment

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910458039.0A CN110333503B (en) 2019-05-29 2019-05-29 Laser radar calibration method and device and electronic equipment

Publications (2)

Publication Number Publication Date
CN110333503A true CN110333503A (en) 2019-10-15
CN110333503B CN110333503B (en) 2023-06-09

Family

ID=68140434

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910458039.0A Active CN110333503B (en) 2019-05-29 2019-05-29 Laser radar calibration method and device and electronic equipment

Country Status (1)

Country Link
CN (1) CN110333503B (en)

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111007485A (en) * 2020-03-09 2020-04-14 中智行科技有限公司 Image processing method and device and computer storage medium
CN111190153A (en) * 2020-04-09 2020-05-22 上海高仙自动化科技发展有限公司 External parameter calibration method and device, intelligent robot and computer readable storage medium
CN111562563A (en) * 2020-04-30 2020-08-21 北京国电富通科技发展有限责任公司 Laser radar rotary table calibration method and device and computer readable storage medium
CN112558043A (en) * 2020-11-17 2021-03-26 浙江众合科技股份有限公司 Laser radar calibration method and electronic equipment
CN113077521A (en) * 2021-03-19 2021-07-06 浙江华睿科技有限公司 Camera calibration method and device
CN113269840A (en) * 2021-05-27 2021-08-17 深圳一清创新科技有限公司 Combined calibration method for camera and multi-laser radar and electronic equipment
CN113466834A (en) * 2020-03-12 2021-10-01 华为技术有限公司 Laser radar parameter calibration method and device
CN113495256A (en) * 2020-04-01 2021-10-12 北京京东乾石科技有限公司 Method and device for determining accuracy of calibration results among multiple laser radars
CN116934832A (en) * 2023-07-19 2023-10-24 齐鲁工业大学(山东省科学院) Real-time calibration method of three-dimensional point cloud based on field reference object
EP4088139A4 (en) * 2020-01-07 2024-05-22 Luminar, LLC Calibration of sensor systems
CN116934832B (en) * 2023-07-19 2024-08-02 齐鲁工业大学(山东省科学院) Real-time calibration method of three-dimensional point cloud based on field reference object

Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103837869A (en) * 2014-02-26 2014-06-04 北京工业大学 Vector-relation-based method for calibrating single-line laser radar and CCD camera
CN106228537A (en) * 2016-07-12 2016-12-14 北京理工大学 A kind of three-dimensional laser radar and the combined calibrating method of monocular-camera
CN107678013A (en) * 2017-09-14 2018-02-09 同济大学 Long-range laser radar calibration system and method
US20180088228A1 (en) * 2016-09-23 2018-03-29 Baidu Online Network Technology (Beijing) Co., Ltd. Obstacle detection method and apparatus for vehicle-mounted radar system
CN107870324A (en) * 2017-05-09 2018-04-03 吉林大学 The caliberating device and method of a kind of multi-line laser radar
US20180188361A1 (en) * 2016-12-30 2018-07-05 Panosense, Inc. Lidar sensor assembly calibration based on reference surface
US20180231654A1 (en) * 2017-02-16 2018-08-16 GM Global Technology Operations LLC Lidar-radar relative pose calibration
CN109085561A (en) * 2018-07-08 2018-12-25 河北数冶科技有限公司 Three-dimensional laser radar measuring system and scaling method
CN109143207A (en) * 2018-09-06 2019-01-04 百度在线网络技术(北京)有限公司 Laser radar internal reference precision test method, apparatus, equipment and medium
CN109725303A (en) * 2018-12-04 2019-05-07 北京万集科技股份有限公司 Modification method and device, the storage medium of coordinate system

Patent Citations (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103837869A (en) * 2014-02-26 2014-06-04 北京工业大学 Vector-relation-based method for calibrating single-line laser radar and CCD camera
CN106228537A (en) * 2016-07-12 2016-12-14 北京理工大学 A kind of three-dimensional laser radar and the combined calibrating method of monocular-camera
US20180088228A1 (en) * 2016-09-23 2018-03-29 Baidu Online Network Technology (Beijing) Co., Ltd. Obstacle detection method and apparatus for vehicle-mounted radar system
US20180188361A1 (en) * 2016-12-30 2018-07-05 Panosense, Inc. Lidar sensor assembly calibration based on reference surface
US20180231654A1 (en) * 2017-02-16 2018-08-16 GM Global Technology Operations LLC Lidar-radar relative pose calibration
CN107870324A (en) * 2017-05-09 2018-04-03 吉林大学 The caliberating device and method of a kind of multi-line laser radar
CN107678013A (en) * 2017-09-14 2018-02-09 同济大学 Long-range laser radar calibration system and method
CN109085561A (en) * 2018-07-08 2018-12-25 河北数冶科技有限公司 Three-dimensional laser radar measuring system and scaling method
CN109143207A (en) * 2018-09-06 2019-01-04 百度在线网络技术(北京)有限公司 Laser radar internal reference precision test method, apparatus, equipment and medium
CN109725303A (en) * 2018-12-04 2019-05-07 北京万集科技股份有限公司 Modification method and device, the storage medium of coordinate system

Non-Patent Citations (6)

* Cited by examiner, † Cited by third party
Title
CHAI ZIQI ET AL.: "A Novel Method for LiDAR Camera Calibration by Plane Fitting", 《2018 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM)》, pages 286 - 291 *
程子阳等: "三维激光雷达在地面无人平台中的外参数标定", 《应用激光》, vol. 39, no. 1, pages 113 - 118 *
程金龙;冯莹;曹毓;雷兵;魏立安;: "车载激光雷达外参数的标定方法", 光电工程, no. 12, pages 89 - 94 *
陈健武等: "双二维激光雷达相对位姿的标定方法", 《中国激光》 *
陈健武等: "双二维激光雷达相对位姿的标定方法", 《中国激光》, vol. 44, no. 10, 31 October 2017 (2017-10-31), pages 1 - 9 *
黄风山;马帅;薛泽;: "旋转二维激光雷达测量***及其标定方法", 光电子・激光, no. 09, pages 67 - 75 *

Cited By (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP4088139A4 (en) * 2020-01-07 2024-05-22 Luminar, LLC Calibration of sensor systems
CN111007485A (en) * 2020-03-09 2020-04-14 中智行科技有限公司 Image processing method and device and computer storage medium
CN113466834A (en) * 2020-03-12 2021-10-01 华为技术有限公司 Laser radar parameter calibration method and device
CN113495256A (en) * 2020-04-01 2021-10-12 北京京东乾石科技有限公司 Method and device for determining accuracy of calibration results among multiple laser radars
CN113495256B (en) * 2020-04-01 2024-04-05 北京京东乾石科技有限公司 Method and device for determining accuracy of calibration result among multiple laser radars
CN111190153A (en) * 2020-04-09 2020-05-22 上海高仙自动化科技发展有限公司 External parameter calibration method and device, intelligent robot and computer readable storage medium
CN111562563A (en) * 2020-04-30 2020-08-21 北京国电富通科技发展有限责任公司 Laser radar rotary table calibration method and device and computer readable storage medium
CN112558043A (en) * 2020-11-17 2021-03-26 浙江众合科技股份有限公司 Laser radar calibration method and electronic equipment
CN112558043B (en) * 2020-11-17 2022-07-22 浙江众合科技股份有限公司 Laser radar calibration method and electronic equipment
CN113077521A (en) * 2021-03-19 2021-07-06 浙江华睿科技有限公司 Camera calibration method and device
CN113269840A (en) * 2021-05-27 2021-08-17 深圳一清创新科技有限公司 Combined calibration method for camera and multi-laser radar and electronic equipment
CN113269840B (en) * 2021-05-27 2024-07-09 深圳一清创新科技有限公司 Combined calibration method for camera and multi-laser radar and electronic equipment
CN116934832A (en) * 2023-07-19 2023-10-24 齐鲁工业大学(山东省科学院) Real-time calibration method of three-dimensional point cloud based on field reference object
CN116934832B (en) * 2023-07-19 2024-08-02 齐鲁工业大学(山东省科学院) Real-time calibration method of three-dimensional point cloud based on field reference object

Also Published As

Publication number Publication date
CN110333503B (en) 2023-06-09

Similar Documents

Publication Publication Date Title
CN110333503A (en) Laser radar calibration method and device and electronic equipment
CN108254721A (en) A kind of positioning sound source by robot and robot
US20180088596A1 (en) Method, apparatus and system for controlling unmanned aerial vehicle
EP2927638B1 (en) Method and apparatus for positioning and navigating
CN111512255B (en) Multi-Device Robot Control
US9706356B2 (en) Positioning system and method
CN111625764B (en) Mobile data calibration method, device, electronic equipment and storage medium
CN109698999B (en) Positioning method and terminal equipment
CN105447462A (en) Facial pose estimation method and device
EP3002607B1 (en) Object positioning method and device thereof
CA3074760A1 (en) Method and apparatus for planning navigation region of unmanned aerial vehicle, and remote control
KR20200005332A (en) Calibration device and method of operation thereof
CN106370570A (en) Calibration method and calibration apparatus for measured value of particulate matters
KR101413605B1 (en) System and method for Navigation
US9930462B2 (en) System and method for on-site microphone calibration
CN106017406A (en) Method and device for measuring target distance
KR101613130B1 (en) Multi smartphone and control method thereof
CN113240754B (en) Method, device, equipment and storage medium for determining internal parameters of PTZ image pickup device
CN111562547B (en) 3D visualization method and system for monitoring element
US10049556B2 (en) Method and device for positioning objects
CN109522609B (en) A method of the reduction nuclear accident dose rate field assessment errors based on expansion factor
CN116558552B (en) Calibration method and device for electronic compass, electronic equipment and medium
CN109977784B (en) Method and device for acquiring information
WO2022000209A1 (en) Positioning method and positioning device
KR102513444B1 (en) Method and Apparatus for Assisting Object Registration in a Smart Home System

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant