CN101901501A - Method for generating laser color cloud picture - Google Patents
Method for generating laser color cloud picture Download PDFInfo
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Abstract
The invention provides a method for generating a laser color cloud picture, which is to set a plurality of target points in a scene to be detected. The method comprises the following steps: S10, rigidly binding a line camera and a laser scanner in parallel to ensure that two scanning surfaces of the line camera and the laser scanner are parallel, and the scanning surfaces are vertical to a line between the front node of the camera and the center of the laser scanner; S20, leading the line camera and the laser scanner to scan synchronously; S30, establishing a corresponding relationship between a scanning angle of the corresponding target point and pixel sequence number on a line image, i.e. a color searching list; and S40, establishing a relationship between each laser point in laser dot cloud and RGB information thereof according to the color searching list and the scanning time difference between the laser scanner and the line camera. The method ensures that fusion of the dot cloud and the image is changed from three-dimensional fusion in the prior art to polar coordinate one-dimensional fusion so as to reduce operation capacity, greatly improve the modeling accuracy, and achieve multiple functions. The method can greatly reduce time cost and economic cost of urban three-dimensional modeling.
Description
Technical field
The present invention relates to a kind of method that generates laser color cloud picture, generate laser color cloud picture by laser scanning and line-scan digital camera more precisely, to be used for color three dimension image reconstruction etc.The present invention can be applicable to space flight/airborne remote sensing and photogrammetric and airborne/fields such as vehicle-mounted traverse measurement/spatial Information Service.
Background technology
Present objective reconstruction technique relates generally to the profile of objective and determines to fill two aspects with texture.Its major technique approach has two: the one, and by the picture image data, utilize complicated large-scale calculations to carry out three-dimensional modeling; The 2nd, obtain outline data by means such as high-precision laser scannings earlier, obtain the color information of body surface again by camera head; By the mode of data fusion, color information and outline data are mated at last, form texture mapping.
Mostly the method that adopts in the three-dimensional city modeling is article one approach.Based on the close shot photo, utilize 3 d modeling software, use the mode of rebuilding to Building Modeling.Aspect the buildings elevation obtains, generally manually estimate according to the buildings floor height, perhaps utilize measurement means point-to-point measurements such as total powerstation.This modeling method not only efficient is low, and precision is not high, is difficult to obtain buildings real space information, and these models can be used to three-dimensional range to be showed, but can't carry out spatial operation, measurement based on these models, this has become the bottleneck that city space information is used.
And the second approach, because profile information and camera head work alone respectively, wherein the process of data fusion relates to edge of image extraction, profile identification, a large amount of image processing process such as object coupling, and be subjected to the influence of algorithm, fusion precision also is difficult to control.
For example, application number CN02116507.6, the Chinese invention patent of " Computerized 3 D visual color scan system and scan mode thereof " by name promptly discloses a kind of Computerized 3 D visual stereo colour scanning system, this system adopts normal optical to scan identification with the three-dimensional model profile of target object, utilize the external form profile configuration of target object, carry out the reconstruction of three-dimensional model, every pictures that camera head is photographed superposes based on system coordinate system, generate the basic external form of object, promptly generate three-dimensional model.In profile identification, obtain the color information of body surface by camera head, promptly obtain the three-D grain pinup picture of scanned object.Both are synthetic, have promptly formed preliminary three-dimensional colour model.Utilize technique of laser imaging, utilize the principle of range of triangle, obtain the accurate coordinate value of body surface measurement point, generate a large amount of three-dimensional geometry data thus.The automatic superposition of data of normal optical scanning and laser scanning generation is compound, carry out the automatic superposition of computing machine in the data that diverse location scans out, thereby obtain accurately perfect three-dimensional data.The method has reflected the typical thinking of prior art when the object color information of spatial positional information that laser scanning is obtained and video camera shooting merges---will scan or take separately and independently finish, and respectively with the data (some cloud or 3 d structure model and the photograph image rebuild according to this) that obtain as independent integral body, carry out the identification and the coupling of object at last and fill texture.For certain object, it is all inequality that video camera and laser scanner obtain the angle of data and ratio etc. separately, and its coupling relates to a large amount of view data such as demarcation, coupling, translation, convergent-divergent, rotation and handles.
For another example, application number is CN200910115564.9, the Chinese invention patent that the applying date is on 06 19th, 2009, by name " three-dimensional rebuilding method that merges based on laser and camera data " promptly discloses a kind of three-dimensional rebuilding method that merges based on laser and camera data.This method for reconstructing is: adopt that C Plus Plus writes based on the automatic acquisition platform of Principles of Radar laser data; Obtain rotation matrix R and translation vector T between camera coordinate system and the laser instrument coordinate system; Utilize the optical flow field region merging algorithm that moving target is extracted and split, and then the some cloud of moving target correspondence is split; For the mapping of the three-D grain of image provides the assurance on accurate location of some cloud and image texture, thereby realization is based on the three-dimensional reconstruction system of data fusion.
The method improves to some extent than a last method, but the outside that still must carry out laser and CCD is demarcated, and relate to the available point cloud that extracts and cut apart target in the complex environment, because the CCD that adopts is the picked-up of carrying out the planar image, it still belongs to laser data and the discrete collection of CCD bidimensional image data in essence, carries out data fusion method again.
To sum up, existing three-dimensional modeling method is difficult to satisfy the demand of large-scale city modeling owing to the restriction of data obtaining means and data processing method.
Summary of the invention
The objective of the invention is to, providing can a kind of method of carrying out three-dimensional reconstruction rapidly and accurately, and it is high and modeling speed is slow, the problem that data volume is big to solve in the prior art in the three-dimensional reconstruction process precision.
More specifically, the invention is intended to provide a kind of three-dimensional rebuilding method that combines based on laser scanning and CCD imaging, corresponding fast and accurately can between the three dimensional local information of image and color information, setting up, thereby reduce the calculated amount of texture coupling, or even can realize that texture mates automatically.And, can avoid the demarcation of the external parameter of CCD camera to a certain extent.Thereby, make the color three dimension modeling can be in high precision, fast, finish under the little prerequisite of data volume and calculated amount.This will make the present invention be particularly suitable for the city three-dimensional modeling, consider that particularly method of the present invention is based on " very three-dimensional " city modeling of actual measurement laser absolute fix information, compared incomparable advantage with three-dimensional reconstruction based on two-dimensional image information, not only embodied in three-dimensional modeling thought and technical progress, also will inevitably bring huge economic interests and the construction and the urban digital process of Geographic Information System played great impetus.
For this reason, core thinking of the present invention be select the line sweep CCD camera similar to laser scanner but not in the prior art generally the plane CCD camera of use get texture information.Utilize the high-precision characteristics of line-scan digital camera simultaneously, make the some cloud of laser scanning can be endowed the RGB value of color that line-scan digital camera is gathered, mapping by a cloud and RGB color value, realize the geometric properties data of laser point cloud and from the automatic fusion of the texture information of CCD, generate laser color cloud picture, and then realize the Fast Reconstruction of sense of reality building model.And utilizing laser scanner and linear array CCD camera all is characteristics of line sweep, guarantees that by physical means in earlier stage the sweep trace of laser is parallel with the sweep trace of line-scan digital camera, sets up the simple mapping relations between some cloud and the pixel.
Particularly, the method of generation laser color cloud picture of the present invention may further comprise the steps: S10, line-scan digital camera and laser scanner are carried out the parallel binding of rigidity, so that the scanning plane of the two is parallel, and these scanning planes are perpendicular to the line at camera front nodal point and laser scanner center; S20 makes line-scan digital camera and laser scanner carry out synchronous scanning; S30 sets up laser scanning angle and its corresponding relation---color lookup table between the pixel sequence number on the linear array image of impact point of the same name; S40 is according to poor each laser spots relation corresponding with its RGB information of setting up in laser point cloud sweep time of color lookup table and laser scanner and line-scan digital camera.
Wherein, among the step S1, it is may further comprise the steps that line-scan digital camera and laser scanner are carried out the parallel binding of rigidity: S11, with the center-aligned of the front nodal point and the laser scanner of line-scan digital camera; S12, the angle of adjustment laser scanner and camera makes the two " imaging line " parallel; S13 adjusts the subtended angle of laser scanner and camera, makes the constant distance between the two " imaging line "; S14 carries out the rigidity binding with line-scan digital camera and the laser scanner that regulates.
Preferably, among the described step S10, be with line-scan digital camera by having the double-deck rebound of three setting nuts, be installed in parallel in the laser scanner summit directly over, and between described setting nut is straight, be provided with clearance gauge, carry out the parallel adjusting of the two by regulating clearance gauge.
According to one embodiment of the invention, the method for adjusting the angle of laser scanner and camera is: make laser scanner and camera at the uniform velocity mobile synchronously with speed V, a plurality of impact points that are arranged at the ring-type metope are carried out imaging; Calculate laser scanning line and camera sweep trace mistiming Δ t respectively through some point1 in the impact point and some point2
L, Δ t
C, the clearance gauge distance that then needs to adjust is: ds * Δ R
i, wherein, Δ R
i=alpha-beta, α=Δ t
L* V/d, β=Δ t
C* V/d, d are a point1 and the air line distance of putting point2.
According to one embodiment of the invention, the method for adjusting the subtended angle of laser scanner and camera is: make laser scanner and camera at the uniform velocity mobile synchronously with speed V, a plurality of impact points that are arranged at metope are carried out imaging; The perpendicular bisector of obtaining the monumented point line arrives the vertical apart from L of projection centre, obtains the elevation Z of the laser scanner of each monumented point correspondence then
CiWith camera elevation Z
Ji, described elevation is the two distance apart from starting point when monumented point is sampled, two elevations subtract each other and subtract the adjustment component v that camera front nodal point and the distance h (is example with 170mm) on laser scanner summit obtain corresponding each monumented point again
i,
Wherein, the binding of described rigidity is to be fixed together with the scanning plane and the line-scan digital camera of mechanical mode with laser scanner, makes it can not relative motion; Perhaps laser scanner and line-scan digital camera are carried out synchronous follow-up control with the mode of mechanical/electrical.
According to one embodiment of the invention, described step S20 line-scan digital camera and laser scanner carry out synchronous scanning to be realized by the two being fixed on the controlled hoistable platform of a precision.
Preferably, among the described step S30, the foundation of color lookup table be according on the laser point cloud as a token of identical point coordinates and the coupling of image information; At first, in a cloud, identify monumented point, find the angle of corresponding point in the corresponding polar coordinates file afterwards according to gps time information subsidiary in the coordinate of monumented point, in image, measure the row number of this monumented point simultaneously, i.e. which pixel in its corresponding line-scan digital camera; Thereby set up the mapping relations between the corresponding polar angle of pixel of camera with laser scanner.
Preferably, laser scanning angle and its corresponding relation between the pixel sequence number on the linear array image are non-linear in the described color lookup table.
Preferably, among the described step S40, utilize gps data, obtain camera and the two speed V (t) on direction of motion of laser scanner of rigidity binding in real time, by speed V (t) according to formula
Try to achieve the required mistiming t2-t1 of camera and laser scanner displacement d, the correspondence of setting up laser scanning line and camera thus pushes away the mapping of pipeline purging, and wherein d is the distance between camera front nodal point and the laser scanner center.
Beneficial effect of the present invention is, by the foundation of CCD line-scan digital camera with parallel binding of the rigidity of laser scanner and color lookup table, makes the fusion of invocation point cloud and image become the polar coordinate one-dimensional fusion by three-dimensional fusion the of the prior art.Operand is reduced to the degree of arithmetic by the complex figure processing, thereby has improved arithmetic speed greatly; And method of the present invention also makes the degree of accuracy of modeling that qualitative leap has compared with prior art been arranged owing to be that each laser spots in the cloud is directly corresponding with the CCD pixel.Based in the saving aspect three-dimensional modeling precision, modeling speed and the data operation cost, make method of the present invention can be applied to large-scale city three-dimensional modeling, bring great convenience to the foundation of urban digital construction and Geographic Information System.Thereby application of the present invention will bring remarkable social benefit and economic benefit.
Description of drawings
Fig. 1 is the schematic flow sheet of laser color cloud picture generation method of the present invention;
Fig. 2 is the process flow diagram of color lookup table one embodiment of the present invention;
Fig. 3 is the parallel binding method schematic flow sheet with the rigidity of laser scanner of line-scan digital camera of the present invention;
Fig. 4 is the synoptic diagram that angle is regulated in the parallel binding method of the present invention;
Fig. 5 is the synoptic diagram that subtended angle is regulated in the parallel binding method of the present invention.
Embodiment
Referring to Fig. 1, it has summarized the key step of laser color cloud picture generation method of the present invention on the whole.
At first, in step 10, line-scan digital camera and laser scanner are carried out the parallel binding of rigidity, but its objective is corresponding relation relative fixed and analytical Calculation between the some cloud of the imaging pixel that makes line-scan digital camera and laser scanner, constant when the mapping relations that for example make the two are linear or non-linear with ideal, thus the data processing in later stage simply but can obtain very accurate result.
So-called " parallel binding " is meant between capture " thing " line (also claiming the camera sweep trace) and the determined plane of its front nodal point (for ease of narration, this plane being called " camera scanning plane " among the present invention) of scanning plane and line-scan digital camera of laser scanner parallel.Preferably make these two parallel planes can be again perpendicular to the line between these 2 of the front nodal points of the laser center of laser scanner and line-scan digital camera.As for how realizing " parallel binding ", will describe in detail in conjunction with Fig. 3-4 later.
So-called rigidity binding, in case be meant after the binding, relative position relation between the scanning plane of laser scanner and the scanning plane of line-scan digital camera is constant, its the simplest embodiment is exactly to be fixed together with the scanning plane and the line-scan digital camera of mechanical mode with laser scanner, makes it can not relative motion.Certainly, with the mode of mechanical/electrical the scanning plane of laser scanner and line-scan digital camera are carried out synchronous follow-up control and also be fine, just cost is higher in realization.In case the benefit of mechanical fixation formula binding is after the binding, if accidents such as no mechanical fault generally can not be offset, probability of survival is higher, in case but break down then may not can be in time found.The advantage of controlled synchronous follow-up then is can find fault at any time because real-time verification is arranged, in time corrects, but slightly inferior aspect cost and reliability.Those skilled in the art can consider to select binding mode voluntarily according to many-sides such as data acquisition reliability and precision and costs, or conditions permit, and the mechanical fixation formula binding that has synchronization check will be the most reliable mode.
In step 20, make line-scan digital camera and laser scanner carry out synchronous scanning.After the rigidity binding, in the process of scanning modeling, moving of line-scan digital camera and laser scanner will be synchronous, i.e. " thing " line of sweep trace and capture is two synchronization-moving straight lines, so constant or its speed time-varying function v in the two translational speed
L(t) and v
CWhen being known (t), can set up the corresponding relation between the two very easily.Can realizing by the external trigger that laser scanner sends synchronously of camera and laser scanner, because the data acquisition of laser scanner relates to a large amount of mechanical motions such as rotation of reflecting prism, line-scan digital camera is then owing to mainly be that the running reaction of electronic component is fast and sensitive, thus by laser scanner send external trigger make camera with it synchronous operation implement more or less freely and reliable.
Also extremely important in the process of the parallel binding of synchronous scanning before system's operation.Because camera and laser scanner all are line sweeps, have only by moving to become two dimensional image.The synchronous of line-scan digital camera and laser scanner also is to mate by the same place between target image and the some cloud to find the solution the basis that the parallel binding with the realization of laser scanner alignment error angle of camera is regulated.For the ease of calculating, can utilize special-purpose precise guide rail strict control camera and laser scanner from lower to upper (can certainly from top to bottom) at the uniform velocity push away and sweep, on the sensor image that obtains, seek same place respectively, according to the coordinate difference of same place on two sensor images, find the solution the alignment error angle of camera and laser, as the foundation of adjusting with accurate clearance gauge.
So-called " same place " is meant same imaging point corresponding respectively in laser scanner and two sensors of line-scan digital camera in the true environment.Can utilize significant nature or artificial environment mark to construct the same place that is easy to discern, " cross " mark that for example color, brightness and surrounding environment contrast are big.
In step 30, set up laser scanning angle and its corresponding relation---color lookup table between the pixel sequence number on the linear array image of impact point of the same name.
After the parallel rigidity binding of camera with the laser scanner process, for as the intersection between laser scanning face and camera scanning plane and the scanned object (for example metope of buildings), laser scanning line and camera sweep trace may be at different time through same positions, but for same being scanned " thing " line, the corresponding relation between two sweep traces is constant.This is because laser scanner is to rigidly fix to be in the same place with camera, do not change and change with the position of carrier and attitude, so, can be based upon angle scanning direction and pairing camera in the laser scanning face corresponding relation between being listed as number, this mapping relations are referred to as color lookup table.When number is identical between the pixel of the angular resolution of laser scanner and line-scan digital camera, can set up the one-to-one relationship between the two; Number can be set up approximate corresponding relation by modes such as interpolation not simultaneously.Being noted that " table " this appellation, just for the correspondence between two groups of data of expression of image, and is not that representation or data storage form to described mapping relations limits.Certainly, can express this mapping relations with corresponding tables, also available functions is expressed its mapping relations.On the data structure of storage, also can take any data structure of being convenient to read and write and storage mode according to the demand of program composition or Application of Interface.
If possible, can be by adjusting the modes such as prism revolution of laser scanner, make in its laser point cloud the polar pixel count of counting of getting on each sweep trace suitable with line-scan digital camera CCD, for example consistent or be integral multiple than relation.Inconsistent situation for most of the time is then calculated by the method for interpolation.
The establishment step of look-up table, be equally according on the laser point cloud as a token of identical point coordinates and the coupling of image information.At first, in a cloud, identify monumented point, find the angle of corresponding point in the corresponding polar coordinates file afterwards according to gps time information subsidiary in the coordinate of monumented point, in image, measure the row number of this monumented point simultaneously, i.e. which pixel in the line array CCD (non-working direction).For example, if the pixel count of each line of line array CCD is 2048, color lookup table can be defined as sets up the mapping relations between the corresponding polar angle with laser of each pixel in the camera 1～2048, the pixel that claims camera among the present invention just is mapped as to the angle of laser shines upon, it is spaced apart 1 pixel, this look-up table is called positive look-up table, and with the inverse mapping that is mapped as to camera pixel of the angle of laser spots, this look-up table is called anti-look-up table.
Can use all to help setting up the sign of corresponding relation between camera and the laser for measuring " look-up table " used target, than the entanglement in mutually perpendicular traffic reflector plate, tennis court, the railing in flower nursery, require the line-scan digital camera field angle the monumented point point symmetry cover within the visual field, if can not once cover, can move forward and backward the parking stall, cover several times, set up the color lookup table in the full field range.Correct and corresponding accurately in order to set up, monumented point requires evenly to distribute to cover in the 0-2047 pixel scope, and at least 50 to 100 more than the point, and more monumented point will be favourable.
Utilize look-up table, can set up the relation (non-working direction) between laser spots and the line-scan digital camera row direction, the relation between laser spots and the row number (working direction) is set up by the mode of time correlation, obtains color cloud picture thus.After obtaining color cloud picture, if desired, can introduce checking procedure,,, can return at any time and rebulid look-up table if find in a cloud merges, to have error with the color cloud picture and the real image contrast of information fusion gained.
Here the accuracy of look-up table depends primarily on two aspects: the one, and what early stage, the camera collimation was adjusted is accurate; The 2nd, manually measure when look-up table is set up same place between laser and the camera accurately whether.If out of true is with the effect that directly causes laser point cloud and camera color to merge.
Accompanying drawing 2 is diagrams of the color lookup table of the method according to this invention foundation.Wherein horizontal ordinate is the pixel number of line-scan digital camera, and ordinate is the polar angle of laser spots on the corresponding point cloud.In this diagram, laser scanner per second 100K, 50 circles, 100K/50=2000 point of every circle, the angle intervals between every is the 360/2000=0.18 degree, camera, 2048 points of every line, the CCD cell size is 14um, focal length is 14mm, the field angle of camera is that ((1024 * 14um)/14mm)=91.3587295 degree, the angle intervals between every in the camera is α/2048=0.044608746 degree to α=2 * arctg.Thus, between per two laser spots, can nearly 4 pixels of interpolation, set up the mapping relations of laser spots between camera, laser with the zone of viewing field of camera coupling in, every 0.04 degree, set up a pair of mapping.
In theory, look-up table is thin more good more, because line-scan digital camera does not pass through accurate calibration, its elements of interior orientation, radial distortion etc. all are unknown, and one of purpose of setting up look-up table is exactly to avoid calibration in the complicated camera.Therefore, as can be seen from Figure 2, look-up table is pairing to be a nonlinear curve.
At last, in step 40, according to poor each laser spots relation corresponding of setting up in the laser point cloud of color lookup table and sweep time with its RGB information.
Set up color lookup table, solved each line laser scanner data and line-scan digital camera coupling in the direction of scanning, in actual three-dimensional imaging process, also to consider to push away and sweep direction (push away and sweep direction) and go up the coupling between each bar sweep trace generally speaking for perpendicular to the direction of sweep trace.Concerning the cloud atlas image, if the definition direction of scanning is an X-axis, then pushes away and sweep direction and be generally the Y direction vertical with X-axis, in the three-dimensional modeling of city, described push away sweep direction can be consistent with the garage direction.And in calibration process in early stage such as parallel binding, push away and sweep direction and be chosen as vertical direction, and with target 360 degree around setting.
Corresponding which the bar camera of which bar laser scanning line of direction is swept by garage or push away pushes away pipeline purging and can lean on the time association.After calibration, the center of laser scanner is between the camera front nodal point being known definite value apart from d.If the known again speed V (t) that sweeps and the acquisition time of laser scanner and camera scan-data of pushing away just can the corresponding relation of same impact point between the data of the two collection.
Describe for simplifying, if line-scan digital camera scanning is t1 through the time of some P1, laser scanning is t2 through the time of some P1, and it is vertical in twos that scanning plane direction, scanning objective plane (for example vertical wall) and pushing away swept direction (garage's working direction), the sampling time of laser scanner ignores, then
Wherein, in the process that look-up table is set up, can make camera and laser scanner on the hoistable platform of precision control, move, this moment, speed was very even, V (t) is constant, they are constant for the difference of the sampling time between the same impact point, can accurately set up the mapping between the data of laser scanner and camera on the two direction of motion by this mistiming.
But when ordinary production, the speed that vehicular platform moves ahead is uneven often, though with the spacing of wall target intersection fix between laser scanner and the camera this moment, but speed is unfixing, mistiming between laser scanner and the camera is just unfixing yet, so relative complex is wanted in the foundation of mapping relations.For this reason, solution of the present invention is to utilize gps data, obtain camera and the two speed V (t) on direction of motion of laser scanner of rigidity binding in real time, try to achieve sensor by speed V (t) according to formula (1) and move the required mistiming t2-t1 of this fixed range, set up the laser scanning line of garage's direction and the correspondence of camera thus and push away the mapping of pipeline purging, compose colored process thereby finish three-dimensional point cloud.
Be elaborated for a preferred embodiment of the parallel binding of camera among the present invention and laser scanner to Fig. 5 below in conjunction with Fig. 3.
Fig. 3 is the parallel binding method schematic flow sheet with the rigidity of laser scanner of line-scan digital camera of the present invention.The purpose of the parallel binding of rigidity is in order to be easy to the processing of line-scan digital camera and laser scanner late time data, therefore preferably its relative line orientation and attitude to be adjusted into as far as possible near zero.
As shown in Figure 3, the parallel binding of concrete rigidity may further comprise the steps: step 11, with the center-aligned of the front nodal point and the laser scanner of line-scan digital camera; Step 12, the angle of adjustment laser scanner and camera makes the two " imaging line " parallel; Step 13 is adjusted the subtended angle between laser scanner and the camera, makes the constant distance between the two " imaging line "; Step 14 is carried out the rigidity binding with line-scan digital camera and the laser scanner that regulates.
Owing to handle for ease of late time data, need the relative line orientation of line-scan digital camera and laser scanner and attitude to be adjusted into as far as possible near zero, therefore, in step 11, the alignment at the two center can be considered does preliminary rough preparation, accurately adjusts by later step again.Because in the practical operation, though the front nodal point of line-scan digital camera and and the center of laser scanner can be considered as abstract particle, two instruments itself have certain volume and shape, for example have the profile of rectangular parallelepiped.Therefore, described " front nodal point of line-scan digital camera and the center-aligned of laser scanner " generally can be regarded as, will be as far as possible point-blank at the center of the node of installing camera and laser, and this straight line is substantially perpendicular to the scanning plane of laser and the scanning plane of camera.And the front nodal point of camera roughly is positioned on the light cone of laser.Because if the front nodal point of camera can be put on the laser light cone, the RGB of camera assignment on the cloud atlas will become very simple so, as long as the value of the pixel of equal angular is composed point to the cloud atlas of corresponding angle, just can obtain color cloud picture, the purpose of eigen is exactly to provide a physical basis in order to compose colour to cloud atlas.
Below in conjunction with the concrete embodiment that installs the method for parallel binding adjustment is described.For example, can make line-scan digital camera by having the double-deck rebound of three setting nuts, be installed in parallel in the laser scanner summit directly over.
Because the mounting plane of camera on laser can absolute parallel, causes the two " imaging line " not parallel yet.With the scanning target is that metope is an example, and the intersection of laser scanning plane and wall target and the intersection of line-scan digital camera image synchronization and wall promptly can be considered " imaging line " of the two respectively.In order to adjust the depth of parallelism between the two, can use clearance gauge, for example the clearance gauge of minimum 0.02 millimeter resolution according to 3 methods that allocate face, utilizes that porose side of clearance gauge, and plug is in the centre of three setting nuts.Realize the some contact for real, three points will have one 1 millimeter basic clearance gauge in advance, otherwise it is just inaccurate the face contact to occur, and pad that can not the tool using steel, and all easy deformation aluminium, copper are got rusty, and realize with the tool steel clearance gauge.Wherein installed surface is an example in the length of side 200 of installation direction, if headstock is exposed to the north, camera is installed in the right side of garage's direction, and then this length of side is that the precision of the north and south length of side adjustment of installed surface is the 0.02/200=0.0001 radian, and three distances of adjusting point can be located at 200 millimeter.
And, preferably the angle according to camera and laser scanner calculates direction and the thickness that will adjust, the angle of camera and laser scanner also promptly scans the angle of two straight lines on the wall target, can carry out the synchronous scanning imaging by laser scanner and camera, measure same place from cloud atlas and image and try to achieve.
Please refer to Fig. 4, make laser scanner and line-scan digital camera be installed on the controlled hoistable platform of a precision, scanning is supposed at a certain fixed time from lower to upper, the intersection of laser and line-scan digital camera and metope is respectively intersection Y and intersection R, and then the installation angle of laser scanner and camera promptly is defined as: Δ R
i=alpha-beta, the thickness of clearance gauge are ds, and the thickness that then needs to adjust is ds * Δ R
iWherein, α and β can be calculated by following formula:
α＝Δt
L×V/d；
β＝Δt
C×V/d；
Wherein, Δ t
LBe the mistiming of laser scanning line through some point1 and some point2; Δ t
CBe the mistiming of camera sweep trace through some point1 and some point2; V is the platform ascending velocity, and for example, in one embodiment, the measured value of V is 0.007608652m/s; D is the distance between a point1 and the point2, i.e. the length of straight-line segment B between these 2.
In order to determine monumented point point1 and point2, and the scanning of line-scan digital camera and laser scanner " imaging line " Y, R, can select for use orthogonal traffic reflective marker as target, the center is 2 centimetres squares a common paper, and target is arranged whole visual fields that then will as far as possible be full of the line-scan digital camera horizontal direction.
About the precision that angle is adjusted, the operating distance of this angle should be the threshold of the full field angle of camera at object space, allows the limit difference can be made as probably about 1% degree.This numerical value means when camera during apart from 60 meters of targets, field of view angle is 90 degree, the true field width is 120 meters, then differ from the 1% object space error of calculating and to be 120*0.01/57=0.02 rice according to limit, pixel of less than this moment, if the camera sighting distance is far away, it is clear to focus, and this limit difference does not just seem harsh.
Next, the subtended angle that step 13 is adjusted between laser scanner and the camera describes, and the generation of subtended angle is from laser scanner and line-scan digital camera installation errors equally.
Make between " imaging line " parallelly owing to only adjust angle, still can not guarantee parallel between camera scanning plane and the laser scanning face, therefore need further to adjust the subtended angle between the two.The purpose of described subtended angle adjustment is that the camera scanning plane is parallel with laser scanning face, and this two parallel plane is perpendicular to the line between laser scanner center and the camera center.
Be example still with the mounting means in the above-mentioned angle adjustment, because the center (front nodal point) of laser scanner and camera can not be installed in one above the particle, so just have one apart from r installing between them, if the distance between the intersection of the intersection of laser scanning plane and wall target and line-scan digital camera image synchronization and wall less than or greater than the distance between camera front nodal point and the laser summit, this moment can judge that two scanning planes are not parallel.Can be by adjusting another angle that laser and line-scan digital camera are installed, make laser scanner and line-scan digital camera separately and the distance between the intersection of wall target remain constant, identical with the two centre distance r, and do not change with the distance of wall target from sensor, the angle that will will adjust this moment among the present invention is called subtended angle.The method of adjustment and the angle of subtended angle are similar, also need to measure same place from cloud atlas and image, calculate distance between two parallel intersections and whether equal laser scanner and line-scan digital camera, re-use clearance gauge according to the subtended angle size of calculating and regulate the setting angle of camera on laser in the position distance of installing.
Below in conjunction with Fig. 5 the calculating of subtended angle is described.Subtended angle is to calculate on the basis after angle mixes up.Generally need reset some targets point as a token of, measure the time at this monumented point center respectively from a cloud, measure the line number at monumented point center from the image of camera, frequency according to the line-scan digital camera triggering, calculate the time of monumented point on image, calculate the time difference of each monumented point camera and laser scanner, difference is calculated the distance of laser and camera formed intersection when scanning metope according to the velograph of hoistable platform thus, if this distance is not equal to laser scanner central point and the camera front nodal point distance h on the vertical direction when vertical installation, for example, be 170mm in an embodiment of the present invention, then according between difference just can calculate the angle that will adjust and the thickness of clearance gauge.
Its computing method are that the perpendicular bisector of at first obtaining the monumented point line arrives the vertical apart from L of projection centre, obtains the elevation Z of the laser scanner of each monumented point correspondence then
CiWith camera elevation Z
Ji(being the two height that is moving with platform), two elevations are subtracted each other and are subtracted the adjustment component v that camera front nodal point and the distance h (is example with 170mm) on laser scanner summit obtain corresponding each monumented point again
i,
The thickness that need adjust the then average value mu of available all monumented points is tried to achieve, and formula is as follows:
Need the thickness=2 * ds * μ mm of adjustment, wherein, ds is a clearance gauge thickness.With clearance gauge thickness is that 230mm is an example, if the thickness that the need that calculate are adjusted less than 0.02 millimeter, has not just had necessity of adjustment.
The target of subtended angle adjustment can be selected orthogonal traffic reflective marker equally for use, and the center is 2 centimetres squares a common paper, and target is arranged whole visual fields that will as far as possible be full of the line-scan digital camera horizontal direction.
Not quite alike during ring-type cloud atlas during the parking stall of this adjustment ornaments and monumented point are laid and adjusted with subtended angle, require here:
1) monumented point is substantially on a horizontal line;
2) projection centre is positioned on the perpendicular bisector of monumented point line;
3) projection centre from monumented point how far by the decision of line-scan digital camera field angle require the monumented point point symmetry cover within the visual field, for example field angle is 70 to spend among Fig. 5;
4) 84 coordinates of monumented point also require to measure and;
The scan mode that subtended angle is adjusted is the same with the process that angle is adjusted, and also will measure the laser center position when beginning to scan and finishing to scan; Camera adopts external trigger, triggers camera (100 samplings of suggestion per second) by laser.
The adjustment of subtended angle is based upon the next item up, on the basis that angle has been adjusted, allows the limit difference probably about 1% degree.With regard to the parameter of the foregoing description, after this just means that adjustment finishes, the spacing that subtended angle produced also has 1 centimetre error at most about 20 meters, 1 centimetre, according to the speed of hoistable platform, in vertical direction, be equivalent to carry out after the adjustment of vertical-horizontal proportion chi the error of 1 pixel on the image, if the camera sighting distance is far away, it is clear to focus, and this limit difference does not just seem harsh.
Be stressed that present embodiment only as a kind of preferred implementation that realizes parallel binding, makes the method that otherwise realizes parallel binding, only otherwise break away from spirit of the present invention and category, equally can fall into claim scope of the present invention.For example, in the experimental situation of strictness control, design has the target metope of horizontal parallel linear mark; Perhaps linear array CCD camera is demarcated etc. with the parameter calibration method of prior art.Though these methods realize going up the complexity more next than the preferred embodiment, also can realize purpose of the present invention.
The above description of this invention is illustrative, and nonrestrictive, and those skilled in the art is understood, and can carry out many modifications, variation or equivalence to it within spirit that claim limits and scope, but they will fall within the scope of protection of the present invention all.
Claims (10)
1. a method that generates laser color cloud picture is provided with a plurality of impact points in scene to be measured, it is characterized in that, may further comprise the steps:
S10 carries out the parallel binding of rigidity with line-scan digital camera and laser scanner, so that the scanning plane of the two is parallel, and these scanning planes are perpendicular to the line at camera front nodal point and laser scanner center;
S20 makes line-scan digital camera and laser scanner carry out synchronous scanning;
S30 sets up laser scanning angle and its corresponding relation---color lookup table between the pixel sequence number on the linear array image of impact point of the same name;
S40 is according to poor each laser spots relation corresponding with its RGB information of setting up in laser point cloud sweep time of color lookup table and laser scanner and line-scan digital camera.
2. the method for generation laser color cloud picture according to claim 1 is characterized in that, among the described step S1, it is may further comprise the steps that line-scan digital camera and laser scanner are carried out the parallel binding of rigidity:
S11 is with the center-aligned of the front nodal point and the laser scanner of line-scan digital camera;
S12, the angle of adjustment laser scanner and camera makes the two " imaging line " parallel;
S13 adjusts the subtended angle of laser scanner and camera, makes the constant distance between the two " imaging line ";
S14 carries out the rigidity binding with line-scan digital camera and the laser scanner that regulates.
3. the method for generation laser color cloud picture according to claim 1, it is characterized in that, among the described step S10, be by having the double-deck rebound of three setting nuts with line-scan digital camera, be installed in parallel in the laser scanner summit directly over, and between described setting nut is straight, be provided with clearance gauge, carry out the parallel adjusting of the two by regulating clearance gauge.
4. the method for generation laser color cloud picture according to claim 3, it is characterized in that, the method of adjusting the angle of laser scanner and camera is: make laser scanner and camera at the uniform velocity mobile synchronously with speed V, a plurality of impact points that are arranged at the ring-type metope are carried out imaging; Calculate laser scanning line and camera sweep trace mistiming Δ t respectively through some point1 in the impact point and some point2
L, Δ t
C, the clearance gauge distance that then needs to adjust is: ds * Δ R
i, wherein, Δ R
i=alpha-beta, α=Δ t
L* V/d, β=Δ t
C* V/d, d are a point1 and the air line distance of putting point2.
5. the method for generation laser color cloud picture according to claim 3, it is characterized in that, the method of adjusting the subtended angle of laser scanner and camera is: make laser scanner and camera at the uniform velocity mobile synchronously with speed V, a plurality of impact points that are arranged at metope are carried out imaging; The perpendicular bisector of obtaining the monumented point line arrives the vertical apart from L of projection centre, obtains the elevation Z of the laser scanner of each monumented point correspondence then
CiWith camera elevation z
Ji, described elevation is the two distance apart from starting point when monumented point is sampled, two elevations subtract each other and subtract the adjustment component v that camera front nodal point and the distance h (is example with 170mm) on laser scanner summit obtain corresponding each monumented point again
i,
Need the thickness=2 * ds * μ of adjustment, wherein, ds is a clearance gauge thickness;
N is a monumented point number in the image.
6. the method for generation laser color cloud picture according to claim 1 and 2 is characterized in that, the binding of described rigidity is to be fixed together with the scanning plane and the line-scan digital camera of mechanical mode with laser scanner, makes it can not relative motion; Perhaps laser scanner and line-scan digital camera are carried out synchronous follow-up control with the mode of mechanical/electrical.
7. the method for generation laser color cloud picture according to claim 1 is characterized in that, described step S20 line-scan digital camera and laser scanner carry out synchronous scanning to be realized by the two being fixed on the controlled hoistable platform of a precision.
8. the method for generation laser color cloud picture according to claim 1 is characterized in that, among the described step S30, the foundation of color lookup table be according on the laser point cloud as a token of identical point coordinates and the coupling of image information; At first, in a cloud, identify monumented point, find the angle of corresponding point in the corresponding polar coordinates file afterwards according to gps time information subsidiary in the coordinate of monumented point, in image, measure the row number of this monumented point simultaneously, i.e. which pixel in its corresponding line-scan digital camera; Thereby set up the mapping relations between the corresponding polar angle of pixel of camera with laser scanner.
9. the method for generation laser color cloud picture according to claim 1 is characterized in that, laser scanning angle and its corresponding relation between the pixel sequence number on the linear array image are non-linear in the described color lookup table.
10. the method for generation laser color cloud picture according to claim 1, it is characterized in that, among the described step S40, utilize gps data, obtain camera and the two speed V (t) on direction of motion of laser scanner of rigidity binding in real time, by speed V (t) according to formula
Try to achieve the required mistiming t2-t1 of camera and laser scanner displacement d, the correspondence of setting up laser scanning line and camera thus pushes away the mapping of pipeline purging, and wherein d is the distance between camera front nodal point and the laser scanner center.
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Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1374620A (en) * | 2002-03-27 | 2002-10-16 | 深圳市特得维技术有限公司 | Computerized 3D visual color scan system and its scanning mode |
| JP2005077385A (en) * | 2003-09-03 | 2005-03-24 | Hitachi Plant Eng & Constr Co Ltd | Image correlation method, survey method and measuring system using them |
| KR100800554B1 (en) * | 2007-07-03 | 2008-02-04 | (주)지에스엠솔루션 | Texture mapping method of 3d feature model using the camera and laser scanner |
| CN101581575A (en) * | 2009-06-19 | 2009-11-18 | 南昌航空大学 | Three-dimensional rebuilding method based on laser and camera data fusion |
| CN101697233A (en) * | 2009-10-16 | 2010-04-21 | 长春理工大学 | Structured light-based three-dimensional object surface reconstruction method |
-
2010
- 2010-07-22 CN CN2010102372655A patent/CN101901501B/en active Active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1374620A (en) * | 2002-03-27 | 2002-10-16 | 深圳市特得维技术有限公司 | Computerized 3D visual color scan system and its scanning mode |
| JP2005077385A (en) * | 2003-09-03 | 2005-03-24 | Hitachi Plant Eng & Constr Co Ltd | Image correlation method, survey method and measuring system using them |
| KR100800554B1 (en) * | 2007-07-03 | 2008-02-04 | (주)지에스엠솔루션 | Texture mapping method of 3d feature model using the camera and laser scanner |
| CN101581575A (en) * | 2009-06-19 | 2009-11-18 | 南昌航空大学 | Three-dimensional rebuilding method based on laser and camera data fusion |
| CN101697233A (en) * | 2009-10-16 | 2010-04-21 | 长春理工大学 | Structured light-based three-dimensional object surface reconstruction method |
Non-Patent Citations (1)
| Title |
|---|
| 《首都师范大学学报( 自然科学版)》 20100430 杨勇，钟若飞，康永伟，秦涛 车载激光与单目线阵相机的数据融合 全文 1-10 第31卷, 第2期 2 * |
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