WO2016089428A1 - Using a two-dimensional scanner to speed registration of three-dimensional scan data - Google Patents
Using a two-dimensional scanner to speed registration of three-dimensional scan data Download PDFInfo
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- WO2016089428A1 WO2016089428A1 PCT/US2014/069180 US2014069180W WO2016089428A1 WO 2016089428 A1 WO2016089428 A1 WO 2016089428A1 US 2014069180 W US2014069180 W US 2014069180W WO 2016089428 A1 WO2016089428 A1 WO 2016089428A1
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- scanner
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- processor system
- rotation
- angle
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Classifications
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/02—Systems using the reflection of electromagnetic waves other than radio waves
- G01S17/06—Systems determining position data of a target
- G01S17/42—Simultaneous measurement of distance and other co-ordinates
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/86—Combinations of lidar systems with systems other than lidar, radar or sonar, e.g. with direction finders
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S17/00—Systems using the reflection or reradiation of electromagnetic waves other than radio waves, e.g. lidar systems
- G01S17/88—Lidar systems specially adapted for specific applications
- G01S17/89—Lidar systems specially adapted for specific applications for mapping or imaging
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/003—Transmission of data between radar, sonar or lidar systems and remote stations
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
- G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
- G01S7/48—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S17/00
- G01S7/4808—Evaluating distance, position or velocity data
Definitions
- U.S. Patent No. 8,705,016 ( ⁇ 16) describes a laser scanner which, through use of a rotatable mirror, emits a light beam into its environment to generate a three-dimensional (3D) scan.
- 3D three-dimensional
- a 3D laser scanner of this type steers a beam of light to a non-cooperative target such as a diffusely scattering surface of an object.
- a distance meter in the device measures a distance to the object, and angular encoders measure the angles of rotation of two axles in the device. The measured distance and two angles enable a processor in the device to determine the 3D coordinates of the target.
- a TOF laser scanner is a scanner in which the distance to a target point is determined based on the speed of light in air between the scanner and a target point.
- Laser scanners are typically used for scanning closed or open spaces such as interior areas of buildings, industrial installations and tunnels. They may be used, for example, in industrial applications and accident reconstruction applications.
- a laser scanner optically scans and measures objects in a volume around the scanner through the acquisition of data points representing object surfaces within the volume. Such data points are obtained by transmitting a beam of light onto the objects and collecting the reflected or scattered light to determine the distance, two-angles (i.e., an azimuth and a zenith angle), and optionally a gray-scale value.
- This raw scan data is collected, stored and sent to a processor or processors to generate a 3D image representing the scanned area or object.
- Generating an image requires at least three values for each data point. These three values may include the distance and two angles, or may be transformed values, such as the x, y, z coordinates.
- an image is also based on a fourth gray-scale value, which is a value related to irradiance of scattered light returning to the scanner.
- the beam steering mechanism includes a first motor that steers the beam of light about a first axis by a first angle that is measured by a first angular encoder (or other angle transducer).
- the beam steering mechanism also includes a second motor that steers the beam of light about a second axis by a second angle that is measured by a second angular encoder (or other angle transducer).
- Many contemporary laser scanners include a camera mounted on the laser scanner for gathering camera digital images of the environment and for presenting the camera digital images to an operator of the laser scanner. By viewing the camera images, the operator of the scanner can determine the field of view of the measured volume and adjust settings on the laser scanner to measure over a larger or smaller region of space.
- the camera digital images may be transmitted to a processor to add color to the scanner image.
- To generate a color scanner image at least three positional coordinates (such as x, y, z) and three color values (such as red, green, blue "RGB”) are collected for each data point.
- a 3D image of a scene may require multiple scans from different registration positions.
- the overlapping scans are registered in a joint coordinate system, for example, as described in U.S. Published Patent Application No. 2012/0069352 ('352), the contents of which are incorporated herein by reference.
- Such registration is performed by matching targets in overlapping regions of the multiple scans.
- the targets may be artificial targets such as spheres or checkerboards or they may be natural features such as corners or edges of walls.
- Some registration procedures involve relatively time-consuming manual procedures such as identifying by a user each target and matching the targets obtained by the scanner in each of the different registration positions.
- Some registration procedures also require establishing an external "control network" of registration targets measured by an external device such as a total station.
- the registration method disclosed in '352 eliminates the need for user matching of registration targets and establishing of a control network. [0009] However, even with the simplifications provided by the methods of '352, it is today still difficult to remove the need for a user to carry out the manual registration steps as described above. In a typical case, only 30% of 3D scans can be automatically registered to scans taken from other registration positions. Today such registration is seldom carried out at the site of the 3D measurement but instead in an office following the scanning procedure. In a typical case, a project requiring a week of scanning requires two to five days to manually register the multiple scans. This adds to the cost of the scanning project. Furthermore, the manual registration process sometimes reveals that the overlap between adjacent scans was insufficient to provide proper registration.
- the manual registration process may reveal that certain sections of the scanning environment have been omitted.
- the operator must return to the site to obtain additional scans.
- a building that was available for scanning at one time may be impossible to access at a later time.
- a forensics scene of an automobile accident or a homicide is often not available for taking of scans for more than a short time after the incident.
- a three-dimensional (3D) measuring device includes: a processor system that includes at least one of a 3D scanner controller, a two-dimensional (2D) scanner processor, an external computer, and a cloud computer configured for remote network access; a 3D scanner that includes a first light source, a first beam steering unit, a first angle measuring device, a second angle measuring device, and a first light receiver, the first light source configured to emit a first beam of light, the first beam steering unit configured to steer the first beam of light to a first direction onto a first object point, the first direction determined by a first angle of rotation about a first axis and a second angle of rotation about a second axis, the first angle measuring device configured to measure the first angle of rotation and the second angle measuring device configured to measure the second angle of rotation, the first light receiver configured to receive first reflected light, the first reflected light being a portion of the first beam of light reflected by the first object point, the first light receiver configured to produce a first electrical signal
- a moveable platform is included that is configured to carry the 3D scanner and the 2D scanner, the 3D scanner being fixed relative to the 2D scanner, the moveable platform being configured for motion on a plane perpendicular to the third axis.
- the processor system is responsive to executable instructions which when executed by the processor system is operable to: cause the 3D scanner, while fixedly located at a first registration position, to cooperate with the processor system to determine 3D coordinates of a first collection of points on an object surface; cause the 2D scanner, while moving from the first registration position to a second registration position, to cooperate with the processor system to obtain a plurality of 2D scan sets, each of the plurality of 2D scan sets being a set of 2D coordinates of points on the object surface, each of the plurality of 2D scan sets being collected by the 2D scanner at a different position relative to the first registration position; determine a first translation value corresponding to a first translation direction, a second translation value corresponding to a second translation direction, and a first rotation value corresponding to a
- a method for measuring and registering three-dimensional (3D) coordinates.
- the method includes providing a 3D measuring device that includes a processor system, a 3D scanner, a two-dimensional (2D) scanner accessory, and a moveable platform.
- the processor system has at least one of a 3D scanner controller, a 2D scanner processor, an external computer, and a cloud computer configured for remote network access.
- the 3D scanner has a first light source, a first beam steering unit, a first angle measuring device, a second angle measuring device, and a first light receiver, the first light source configured to emit a first beam of light, the first beam steering unit configured to steer the first beam of light to a first direction onto a first object point, the first direction determined by a first angle of rotation about a first axis and a second angle of rotation about a second axis, the first angle measuring device configured to measure the first angle of rotation and the second angle measuring device configured to measure the second angle of rotation, the first light receiver configured to receive first reflected light, the first reflected light being a portion of the first beam of light reflected by the first object point, the first light receiver configured to produce a first electrical signal in response to the first reflected light, the first light receiver configured to cooperate with the processor system to determine a first distance to the first object point based at least in part on the first electrical signal, the 3D scanner configured to cooperate with the processor system to determine 3D coordinates of the first object point based at
- the 2D scanner accessory includes a 2D scanner, the 2D scanner having a second light source, a second beam steering unit, a third angle measuring device, and a second light receiver, the second light source configured to emit a second beam of light, the second beam steering unit configured to steer the second beam of light to a second direction onto a second object point, the second direction determined by a third angle of rotation about a third axis, the third angle measuring device configured to measure the third angle of rotation, the second light receiver configured to receive second reflected light, the second reflected light being a portion of the second beam of light reflected by the second object point, the second light receiver configured to produce a second electrical signal in response to the second reflected light, the 2D scanner configured to cooperate with the processor system to determine a second distance to the second object point based at least in part on the second electrical signal, the 2D scanner further configured to cooperate with the processor system to determine 2D coordinates of the second object point based at least in part on the second distance and the third angle of rotation.
- the moveable platform is configured to carry the 3D scanner and the 2D scanner, the 3D scanner being fixed relative to the 2D scanner, the moveable platform being configured for motion on a plane perpendicular to the third axis.
- the method further includes determining with the processor system, in cooperation with the 3D scanner, 3D coordinates of a first collection of points on an object surface while the 3D scanner is fixedly located at a first registration position; obtaining by the 2D scanner in cooperation with the processor system a plurality of 2D scan sets, each of the plurality of 2D scan sets being a set of 2D coordinates of points on the object surface collected as the 2D scanner moves from the first registration position to a second registration position, each of the plurality of 2D scan sets being collected by the 2D scanner at a different position relative to the first registration position; determining by the processor system a first translation value corresponding to a first translation direction, a second translation value corresponding to a second translation direction, and a first rotation value corresponding to a first orientational axis,
- FIG. 1 is a perspective view of a laser scanner in accordance with an embodiment of the invention
- FIG. 2 is a side view of the laser scanner illustrating a method of
- FIG. 3 is a schematic illustration of the optical, mechanical, and electrical components of the laser scanner
- FIG. 4 depicts a planar view of a 3D scanned image
- FIG. 5 depicts an embodiment of a panoramic view of a 3D scanned image generated by mapping a planar view onto a sphere
- FIGs. 6 A, 6B and 6C depict embodiments of a 3D view of a 3D scanned image
- FIG. 7 depicts an embodiment of a 3D view made up of an image of the object of FIG. 6B but viewed from a different perspective and shown only partially;
- FIG. 8 is a perspective view of a 3D measuring device according to an embodiment
- FIG. 9 is a block diagram depicting a 2D scanner accessory and a processor system according to an embodiment
- FIG. 10 is a schematic representation of a 3D scanner measuring an object from two registration positions according to an embodiment
- FIG. 11 is a schematic representation of a 2D scanner measuring the object from a plurality of intermediate positions according to an embodiment
- FIG. 12 shows a 2D scanner capturing portions of the object from a plurality of positions according to an embodiment
- FIG. 13 shows the 2D scanner capturing portions of the object from a plurality of positions, as seen from a frame of reference of the 2D scanner, according to an
- FIGs. 14A and 14B illustrate a method for finding changes in the position and orientation of the 2D scanner over time according to an embodiment
- FIG. 15 includes steps in a method for measuring and registering 3D coordinates with a 3D measuring device according to an embodiment.
- the present invention relates to a device that includes a 3D scanner and a 2D scanner working cooperatively to provide automatic registration of 3D scans.
- a laser scanner 20 is shown for optically scanning and measuring the environment surrounding the laser scanner 20.
- the laser scanner 20 has a measuring head 22 and a base 24.
- the measuring head 22 is mounted on the base 24 such that the laser scanner 20 may be rotated about a vertical axis 23.
- the measuring head 22 includes a gimbal point 27 that is a center of rotation about the vertical axis 23 and a horizontal axis 25.
- the measuring head 22 has a rotary mirror 26, which may be rotated about the horizontal axis 25.
- the rotation about the vertical axis may be about the center of the base 24.
- the terms vertical axis and horizontal axis refer to the scanner in its normal upright position.
- azimuth axis and zenith axis may be substituted for the terms vertical axis and horizontal axis, respectively.
- pan axis or standing axis may also be used as an alternative to vertical axis.
- the measuring head 22 is further provided with an electromagnetic radiation emitter, such as light emitter 28, for example, that emits an emitted light beam 30.
- the emitted light beam 30 is a coherent light beam such as a laser beam.
- the laser beam may have a wavelength range of approximately 300 to 1600 nanometers, for example 790 nanometers, 905 nanometers, 1550 nm, or less than 400 nanometers. It should be appreciated that other electromagnetic radiation beams having greater or smaller wavelengths may also be used.
- the emitted light beam 30 is amplitude or intensity modulated, for example, with a sinusoidal waveform or with a rectangular waveform.
- the emitted light beam 30 is emitted by the light emitter 28 onto the rotary mirror 26, where it is deflected to the environment.
- a reflected light beam 32 is reflected from the environment by an object 34.
- the reflected or scattered light is intercepted by the rotary mirror 26 and directed into a light receiver 36.
- the directions of the emitted light beam 30 and the reflected light beam 32 result from the angular positions of the rotary mirror 26 and the measuring head 22 about the axes 25 and 23, respectively. These angular positions in turn depend on the corresponding rotary drives or motors.
- the controller 38 determines, for a multitude of measuring points X, a corresponding number of distances d between the laser scanner 20 and the points X on object 34.
- the distance to a particular point X is determined based at least in part on the speed of light in air through which electromagnetic radiation propagates from the device to the object point X.
- the phase shift of modulation in light emitted by the laser scanner 20 and the point X is determined and evaluated to obtain a measured distance d.
- the speed of light in air depends on the properties of the air such as the air temperature, barometric pressure, relative humidity, and concentration of carbon dioxide. Such air properties influence the index of refraction n of the air.
- a laser scanner of the type discussed herein is based on the time-of-flight (TOF) of the light in the air (the round- trip time for the light to travel from the device to the object and back to the device).
- TOF time-of-flight
- TOF scanners examples include scanners that measure round trip time using the time interval between emitted and returning pulses (pulsed TOF scanners), scanners that modulate light sinusoidally and measure phase shift of the returning light (phase-based scanners), as well as many other types.
- a method of measuring distance based on the time-of- flight of light depends on the speed of light in air and is therefore easily distinguished from methods of measuring distance based on triangulation.
- Triangulation-based methods involve projecting light from a light source along a particular direction and then intercepting the light on a camera pixel along a particular direction.
- the method of triangulation enables the distance to the object to be determined based on one known length and two known angles of a triangle.
- the method of triangulation does not directly depend on the speed of light in air.
- the scanning of the volume around the laser scanner 20 takes place by rotating the rotary mirror 26 about axis 25 relatively quickly while rotating the measuring head 22 about axis 23 relatively slowly, thereby moving the assembly in a spiral pattern.
- the rotary mirror rotates at a maximum speed of 5820 revolutions per minute.
- the gimbal point 27 defines the origin of the local stationary reference system.
- the base 24 rests in this local stationary reference system.
- the scanner 20 may also collect gray-scale information related to the received optical power (equivalent to the term "brightness.")
- the gray-scale value may be determined at least in part, for example, by integration of the bandpass-filtered and amplified signal in the light receiver 36 over a measuring period attributed to the object point X.
- the measuring head 22 may include a display device 40 integrated into the laser scanner 20.
- the display device 40 may include a graphical touch screen 41, as shown in FIG. 1, which allows the operator to set the parameters or initiate the operation of the laser scanner 20.
- the screen 41 may have a user interface that allows the operator to provide measurement instructions to the device, and the screen may also display
- the laser scanner 20 includes a carrying structure 42 that provides a frame for the measuring head 22 and a platform for attaching the components of the laser scanner 20.
- the carrying structure 42 is made from a metal such as aluminum.
- the carrying structure 42 includes a traverse member 44 having a pair of walls 46, 48 on opposing ends. The walls 46, 48 are parallel to each other and extend in a direction opposite the base 24.
- Shells 50, 52 are coupled to the walls 46, 48 and cover the components of the laser scanner 20.
- the shells 50, 52 are made from a plastic material, such as polycarbonate or polyethylene for example. The shells 50, 52 cooperate with the walls 46, 48 to form a housing for the laser scanner 20.
- a pair of yokes 54, 56 are arranged to partially cover the respective shells 50, 52.
- the yokes 54, 56 are made from a suitably durable material, such as aluminum for example, that assists in protecting the shells 50, 52 during transport and operation.
- the yokes 54, 56 each includes a first arm portion 58 that is coupled, such as with a fastener for example, to the traverse 44 adjacent the base 24.
- the arm portion 58 for each yoke 54, 56 extends from the traverse 44 obliquely to an outer corner of the respective shell 50, 54.
- the yokes 54, 56 extend along the side edge of the shell to an opposite outer corner of the shell.
- Each yoke 54, 56 further includes a second arm portion that extends obliquely to the walls 46, 48. It should be appreciated that the yokes 54, 56 may be coupled to the traverse 42, the walls 46, 48 and the shells 50, 54 at multiple locations.
- the pair of yokes 54, 56 cooperate to circumscribe a convex space within which the two shells 50, 52 are arranged.
- the yokes 54, 56 cooperate to cover all of the outer edges of the shells 50, 54, while the top and bottom arm portions project over at least a portion of the top and bottom edges of the shells 50, 52. This provides advantages in protecting the shells 50, 52 and the measuring head 22 from damage during transportation and operation.
- the yokes 54, 56 may include additional features, such as handles to facilitate the carrying of the laser scanner 20 or attachment points for accessories for example.
- a prism 60 is provided on top of the traverse 44.
- the prism extends parallel to the walls 46, 48.
- the prism 60 is integrally formed as part of the carrying structure 42.
- the prism 60 is a separate component that is coupled to the traverse 44.
- the measured distances d may depend on signal strength, which may be measured in optical power entering the scanner or optical power entering optical detectors within the light receiver 36, for example.
- a distance correction is stored in the scanner as a function (possibly a nonlinear function) of distance to a measured point and optical power (generally unsealed quantity of light power sometimes referred to as "brightness") returned from the measured point and sent to an optical detector in the light receiver 36. Since the prism 60 is at a known distance from the gimbal point 27, the measured optical power level of light reflected by the prism 60 may be used to correct distance measurements for other measured points, thereby allowing for compensation to correct for the effects of environmental variables such as temperature. In the exemplary embodiment, the resulting correction of distance is performed by the controller 38.
- the base 24 is coupled to a swivel assembly (not shown) such as that described in commonly owned U.S. Patent No. 8,705,012 ( ⁇ 12), which is incorporated by reference herein.
- the swivel assembly is housed within the carrying structure 42 and includes a motor that is configured to rotate the measuring head 22 about the axis 23.
- An auxiliary image acquisition device 66 may be a device that captures and measures a parameter associated with the scanned volume or the scanned object and provides a signal representing the measured quantities over an image acquisition area.
- the auxiliary image acquisition device 66 may be, but is not limited to, a pyrometer, a thermal imager, an ionizing radiation detector, or a millimeter- wave detector.
- a camera (first image acquisition device) 112 is located internally to the scanner and may have the same optical axis as the 3D scanner device.
- the first image acquisition device 112 is integrated into the measuring head 22 and arranged to acquire images along the same optical pathway as emitted light beam 30 and reflected light beam 32.
- the light from the light emitter 28 reflects off a fixed mirror 116 and travels to dichroic beam-splitter 118 that reflects the light 117 from the light emitter 28 onto the rotary mirror 26.
- the dichroic beam-splitter 118 allows light to pass through at wavelengths different than the wavelength of light 117.
- the light emitter 28 may be a near infrared laser light (for example, light at wavelengths of 780 nm or 1150 nm), with the dichroic beam-splitter 118 configured to reflect the infrared laser light while allowing visible light (e.g., wavelengths of 400 to 700 nm) to transmit through.
- the determination of whether the light passes through the beam-splitter 118 or is reflected depends on the polarization of the light.
- the digital camera 112 takes 2D photographic images of the scanned area to capture color data to add to the scanned image.
- the direction of the camera view may be easily obtained by simply adjusting the steering mechanisms of the scanner - for example, by adjusting the azimuth angle about the axis 23 and by steering the mirror 26 about the axis 25.
- FIG. 4 depicts an example of a planar view of a 3D scanned image 400.
- the planar view depicted in FIG. 4 maps an image based on direct mapping of data collected by the scanner.
- the scanner collects data in a spherical pattern but with data points collected near the poles more tightly compressed than those collected nearer the horizon. In other words, each point collected near a pole represents a smaller solid angle than does each point collected nearer the horizon. Since data from the scanner may be directly represented in rows and column, data in a planar image is conveniently presented in a rectilinear format, as shown in FIG. 4.
- the planar view may be a 3D unprocessed scanned image displaying just the gray-scale values received from the distance sensor arranged in columns and rows as they were recorded.
- the 3D unprocessed scanned image of the planar view may be in full resolution or reduced resolution depending on system characteristics (e.g., display device, storage, processor).
- the planar view may be a 3D processed scanned image that depicts either gray- scale values (resulting from the light irradiance measured by the distance sensor for each pixel) or color values (resulting from camera images which have been mapped onto the scan).
- FIG. 4 is shown as a line drawing for clarity in document reproduction.
- the user interface associated with the display unit which may be integral to the laser scanner, may provide a point selection mechanism, which in FIG. 4 is the cursor 410.
- the point selection mechanism may be used to reveal dimensional information about the volume of space being measured by the laser scanner.
- the row and column at the location of the cursor are indicated on the display at 430.
- the two measured angles and one measured distance (the 3D coordinates in a spherical coordinate system) at the cursor location are indicated on the display at 440.
- Cartesian XYZ coordinate representations of the cursor location are indicated on the display at 450.
- FIG. 5 depicts an example of a panoramic view of a 3D scanned image 600 generated by mapping a planar view onto a sphere, or in some cases a cylinder.
- a panoramic view can be a 3D processed scanned image (such as that shown in FIG. 5) in which 3D information (e.g., 3D coordinates) is available.
- the panoramic view may be in full resolution or reduced resolution depending on system characteristics.
- an image such as FIG. 5 is a 2D image that represents a 3D scene when viewed from a particular perspective. In this sense, the image of FIG. 5 is much like an image that might be captured by a 2D camera or a human eye.
- the panoramic view extracted from the 3D scanner is ordinarily a gray-scale or color image
- FIG. 5 is shown as a line drawing for clarity in document reproduction.
- panoramic view refers to a display in which angular movement is generally possible about a point in space, but translational movement is not possible (for a single panoramic image).
- 3D view refers to generally refers to a display in which provision is made (through user controls) to enable not only rotation about a fixed point but also translational movement from point to point in space.
- FIGs. 6A, 6B and 6C depict an example of a 3D view of a 3D scanned image.
- the 3D view is an example of a 3D processed scanned image.
- the 3D view may be in full resolution or reduced resolution depending on system characteristics.
- the 3D view allows multiple registered scans to be displayed in one view.
- FIG. 6A is a 3D view 710 over which a selection mask 730 has been placed by a user.
- FIG. 6B is a 3D view 740 in which only that part of the 3D view 710 covered by the selection mask 730 has been retained.
- FIG. 6C shows the same 3D measurement data as in FIG.
- FIG. 7 shows a different view of FIG. 6B, the view in this instance being obtained from a translation and rotation of the observer viewpoint, as well as a reduction in observed area.
- the 3D views extracted from the 3D scanner are ordinarily a gray- scale or color image
- FIGs. 6A-C and 7 are shown as line drawings for clarity in document reproduction.
- FIGs. 8 and 9 show an embodiment of a 3D measuring device 800 that includes a 3D scanner 20, a two-dimensional (2D) scanner accessory 810, a processor system 950, and an optional moveable platform 820.
- the 3D measuring device 800 may be a 3D TOF scanner 20 as described in reference to FIG. 1.
- the 2D scanner accessory 810 includes a 2D scanner 910 and may optionally include, as shown in FIG. 9, a 2D processor 940, a position/orientation sensor 920, and a network connection module 930.
- the processor system 950 includes one or more processing elements that may include a 3D scanner processor (controller) 38, 2D processor 940, an external computer 970, and a cloud computer 980.
- the processors may be microprocessors, field programmable gate arrays (FPGAs), digital signal processors (DSPs), and generally any device capable of performing computing functions.
- the one or more processors have access to memory for storing information.
- the controller 38 represents one or more processors distributed throughout the 3D scanner. Also included in the embodiment of FIG. 9 are 2D processor 940 for the 2D scanner accessory 810, an external computer 970, and one or more cloud computers 980 for remote computing capability.
- only one or two of the processors 38, 960, 970, and 980 is provided in the processor system. Communication among the processors may be through wired links, wireless links, or a combination of wired and wireless links.
- the connection between the processor of the 2D scanner accessory and the 3D scanner is made by IEEE 802.11 (Wi-Fi) through the network connection module 930.
- scan results are uploaded after each scanning session to the cloud (remote network) for storage and future use.
- the 2D scanner accessory 810 measures 2D coordinates in a plane. In most cases, it does this by steering light within a plane to illuminate object points in the environment. It collects the reflected (scattered) light from the object points to determine 2D coordinates of the object points in the 2D plane. In an embodiment, the 2D scanner scans a spot of light over an angle while at the same time measuring an angle value and
- Examples of 2D scanners 910 that might be included in the 2D scanner accessory 810 include 2D scanners from the Sick LMSIOO product family and 2D scanners from Hoyuko such as the Hoyuko models URG-04LX-UG01 and UTM-30LX.
- the scanners in the Sick LMSIOO family measure angles over a 270 degree range and over distances up to 20 meters.
- the Hoyuko model URG-04LX-UG01 is a low-cost 2D scanner that measures angles over a 240 degree range and distances up to 4 meters.
- the Hoyuko model UTM-30LX is a 2D scanner that measures angles over a 270 degree range and to distances up to 30 meters. Many other types of 2D scanners are also available.
- the optional position/orientation sensor 920 in the 2D scanner accessory 810 may include inclinometers (accelerometers), gyroscopes, magnetometers, and altimeters.
- inclinometers accelerometers
- gyroscopes magnetometers
- altimeters usually devices that include one or more of an inclinometer and gyroscope are referred to as an inertial measurement unit (IMU).
- IMU inertial measurement unit
- the term IMU is used in a broader sense to include a variety of additional devices that indicate position and/or orientation - for example, magnetometers that indicate heading based on changes in magnetic field direction relative to the earth's magnetic north and altimeters that indicate altitude (height).
- An example of a widely used altimeter is a pressure sensor.
- the optional moveable platform 820 enables the 3D measuring device 20 to be moved from place to place, typically along a floor that is approximately horizontal.
- the optional moveable platform 820 is a tripod that includes wheels 822.
- the wheels 822 may be locked in place using wheel brakes 824.
- the wheels 822 are retractable, enabling the tripod to sit stably on three feet attached to the tripod.
- the tripod has no wheels but is simply pushed or pulled along a surface that is approximately horizontal, for example, a floor.
- the optional moveable platform 820 is a wheeled cart that may be hand pushed/pulled or motorized.
- the 2D scanner accessory 810 is mounted between the moveable platform 820 and the 3D scanner 20 as shown in FIG. 8. In another embodiment, the 2D scanner accessory 810 is integrated into the 3D scanner 20. In another embodiment, the 2D scanner accessory 810 is mounted on the moveable platform 820, for example, on a leg of a tripod or between the legs of the tripod. In another embodiment, the 2D scanner accessory 810 is mounted on the body of the 3D scanner, for example, in a position similar to that of element 70 in FIG. 1. In another embodiment, the 2D scanner 910 is attached to a leg of a tripod while other parts of the 2D scanner accessory 810 are internal to the 3D scanner 20.
- the 2D scanner 910 is oriented so as to scan a beam of light over a range of angles in a horizontal plane. At instants in time the 2D scanner 910 returns an angle reading and a corresponding distance reading to provide 2D coordinates of object points in the horizontal plane. In completing one scan over the full range of angles, the 2D scanner returns a collection of paired angle and distance readings. As the 3D measuring device 800 is moved from place to place, the 2D scanner 910 continues to return 2D coordinate values. These 2D coordinate values are used to locate the position of the 3D scanner 20 at each stationary registration position, thereby enabling more accurate
- FIG. 10 shows the 3D measuring device 800 moved to a first registration position 1112 in front of an object 1102 that is to be measured.
- the object 1102 might for example be a wall in a room.
- the 3D measuring device 800 is brought to a stop and is held in place with brakes, which in an embodiment are brakes 824 on wheels 822.
- the 3D scanner 20 in the 3D measuring device 800 takes a first 3D scan of the object 1102.
- the 3D scanner 20 may if desired obtain 3D measurements in all directions except in downward directions blocked by the structure of the 3D measuring device 800.
- a smaller effective FOV 1130 may be selected to provide a more face-on view of features on the structure.
- the processor system 950 receives a signal indicating that 2D scan data is being collected.
- This signal may come from the position/orientation sensor 920 in response to the sensor 920 detecting a movement of the 3D measuring device 800.
- the signal may be sent when the brakes are released, or it may be sent in response to a command sent by an operator.
- the 2D scanner accessory 810 may start to collect data when the 3D measuring device 800 starts to move, or it may continually collect 2D scan data, even when the 2D scanner accessory 810 is stationary.
- the 2D scanner data is sent to the processor system 950 as it is collected.
- the 2D scanner accessory 810 measures as the 3D measuring device 800 is moved toward the second registration position 1114.
- 2D scan data is collected and processed as the scanner passes through a plurality of 2D measuring positions 1120.
- the 2D scanner collects 2D coordinate data over an effective FOV 1140.
- the processor system 950 uses 2D scan data from the plurality of 2D scans at positions 1120 to determine a position and orientation of the 3D scanner 20 at the second registration position 1114 relative to the first registration position 1112, where the first registration position and the second registration position are known in a 3D coordinate system common to both.
- the common coordinate system is represented by 2D Cartesian coordinates x, y and by an angle of rotation # relative to the x or y axis.
- the x and y axes lie in the plane of the scanner and may be further based on a direction of a "front" of the 2D scanner 910.
- An example of such an (x, y, ⁇ ) coordinate system is the coordinate system 1410 of FIG. 14A.
- the object 1102 there is a region of overlap 1150 between the first 3D scan (collected at the first registration position 1112) and the second 3D scan (collected at the second registration position 1114).
- the overlap region 1150 there are registration targets (which may be natural features of the object 1102) that are seen in both the first 3D scan and the second 3D scan.
- a problem that often occurs in practice is that, in moving the 3D scanner 20 from the first registration position 1112 to the second registration position 1114, the processor system 950 loses track of the position and orientation of the 3D scanner 20 and hence is unable to correctly associate the registration targets in the overlap regions to enable the registration procedure to be performed reliably.
- the processor system 950 is able to determine the position and orientation of the 3D scanner 20 at the second registration position 1114 relative to the first registration position 1112. This information enables the processor system 950 to correctly match registration targets in the region of overlap 1150, thereby enabling the registration procedure to be properly completed.
- FIG. 12 shows the 2D scanner 910 collecting 2D scan data at selected positions 1120 over an effective FOV 1140. At different positions 1120, the 2D scanner captures a portion of the object 1102 marked A, B, C, D, and E.
- FIG. 12 shows 2D scanner moving in time relative to a fixed frame of reference of the object 1102.
- FIG. 13 includes the same information as FIG. 12 but shows it from the frame of reference of the 2D scanner 910 rather than the frame of reference of the object 1102. This figure makes clear that in the 2D scanner frame of reference, the position of features on the object change over time. Hence it is clear that the distance traveled by the 2D scanner 910 can be determined from the 2D scan data sent from the 2D scanner accessory 810 to the processor system 950.
- FIG. 14A shows a coordinate system that may be used in FIGs. 14B and 14C.
- the 2D coordinates x and y are selected to lie on the plane of the 2D scanner 910.
- the angle # is selected as a rotation angle relative to an axis such as x or y.
- FIGs. 14B, 14C represent a realistic case in which the 2D scanner 910 is moved not exactly on a straight line, for example, nominally parallel to the object 1102, but also to the side. Furthermore, the 2D scanner 910 may be rotated as it is moved.
- FIG. 14B shows the movement of the object 1102 as seen from the frame of reference of the 2D scanner 910.
- the object 1102 In the 2D scanner frame of reference (that is, as seen from the 2D scanner' s point of view), the object 1102 is moving while the 2D scanner 910 is fixed in place. In this frame of reference, the portions of the object 1102 seen by the 2D scanner 910 appear to translate and rotate in time.
- the 2D scanner accessory 810 provides a succession of such translated and rotated 2D scans to the processor system 950.
- the scanner translates in the +y direction by a distance 1420 shown in FIG. 14B and rotates by an angle 1430, which in this example is +5 degrees.
- the scanner could equally well have moved in the +x or -x direction by a small amount.
- the processor system 950 uses the data recorded in successive scans as seen in the frame of reference of the 2D scanner 910, as shown in FIG. 14B.
- the processor system 950 performs a best-fit calculation using methods well known in the art to match the two scans or features in the two scans as closely as possible.
- the processor system 950 keeps track of the translation and rotation of the 2D scanner, which is the same as the translation and rotation of the 3D scanner 20 and the measuring device 800. In this way, the processor system 950 is able to accurately determine the change in the values of x, y, # as the measuring device 800 moves from the first registration position 1112 to the second registration position 1114.
- the processor system 950 determines the position and orientation of the 3D measuring device 800 based on a comparison of the succession of 2D scans and not on fusion of the 2D scan data with 3D scan data provided by the 3D scanner 20 at the first registration position 1112 or the second registration position 1114.
- the processor system 950 is configured to determine a first translation value, a second translation value, and a first rotation value that, when applied to a
- the translation and rotation may be applied to the first scan data, the second scan data, or to a combination of the two.
- a translation applied to the first data set is equivalent to a negative of the translation applied to the second data set in the sense that both actions produce the same match in the transformed data sets.
- An example of an "objective mathematical criterion" is that of minimizing the sum of squared residual errors for those portions of the scan data judged to overlap.
- Another type of objective mathematical criterion may involve a matching of multiple features identified on the object.
- the mathematical criterion may involve processing of the raw data provided by the 2D scanner accessory 810 to the processor system 950, or it may involve a first intermediate level of processing in which features are represented as a collection of line segments using methods that are known in the art, for example, methods based on the Iterative Closest Point (ICP).
- ICP Iterative Closest Point
- the first translation value is dx
- the second translation value is dy
- the first rotation value ⁇ is dx
- the first scan data is collected with the 2D scanner 910 having translational and rotational coordinates (in a reference coordinate system) of (xi, yi, ⁇ )
- the processor system 950 is further configured to determine a third translation value (for example, dz) and a second and third rotation values (for example, pitch and roll).
- the third translation value, second rotation value, and third rotation value may be determined based at least in part on readings from the position/orientation sensor 920.
- the 2D scanner 910 collects 2D scan data at the first registration position 1112 and more 2D scan data at the second registration position 1114. In some cases, these scans may suffice to determine the position and orientation of the 3D measuring device at the second registration position 1114 relative to the first registration position 1112. In other cases, the two sets of 2D scan data are not sufficient to enable the processor system 950 to accurately determine the first translation value, the second translation value, and the first rotation value. This problem may be avoided by collecting 2D scan data at intermediate scan locations 1120. In an embodiment, the 2D scan data is collected and processed at regular intervals, for example, once per second. In this way, features are easily identified in successive 2D scans 1120.
- the processor system 950 may choose to use the information from all the successive 2D scans in determining the translation and rotation values in moving from the first registration position 1112 to the second registration position 1114. Alternatively, the processor may choose to use only the first and last scans in the final calculation, simply using the intermediate 2D scans to ensure proper correspondence of matching features. In most cases, accuracy of matching is improved by incorporating information from multiple successive 2D scans.
- the first translation value, the second translation value, and the first rotation value are the same for the 2D scanner, the 3D scanner, and the 3D measuring device since all are rigidly held relative to the others.
- the 3D measuring device 800 is moved to the second registration position 1114.
- the 3D measuring device 800 is brought to a stop and brakes are locked to hold the 3D scanner stationary.
- the processor system 950 starts the 3D scan automatically when the moveable platform is brought to a stop, for example, by the position/orientation sensor 920 noting the lack of movement.
- the 3D scanner 20 in the 3D measuring device 800 takes a 3D scan of the object 1102. This 3D scan is referred to as the second 3D scan to distinguish it from the first 3D scan taken at the first registration position.
- the processor system 950 applies the already calculated first translation value, the second translation value, and the first rotation value to adjust the position and orientation of the second 3D scan relative to the first 3D scan.
- This adjustment which may be considered to provide a "first alignment,” brings the registration targets (which may be natural features in the overlap region 1150) into close proximity.
- the processor system 950 performs a fine registration in which it makes fine adjustments to the six degrees of freedom of the second 3D scan relative to the first 3D scan. It makes the fine adjustment based on an objective mathematical criterion, which may be the same as or different than the mathematical criterion applied to the 2D scan data.
- the objective mathematical criterion may be that of minimizing the sum of squared residual errors for those portions of the scan data judged to overlap.
- the objective mathematical criterion may be applied to a plurality of features in the overlap region.
- the mathematical calculations in the registration may be applied to raw 3D scan data or to geometrical representations of the 3D scan data, for example, by a collection of line segments.
- the aligned values of the first 3D scan and the second 3D scan are combined in a registered 3D data set.
- the 3D scan values included in the registered 3D data set are based on some combination of 3D scanner data from the aligned values of the first 3D scan and the second 3D scan.
- FIG. 15 shows elements of a method 1500 for measuring and registering 3D coordinates.
- An element 1505 includes providing a 3D measuring device that includes a processor system, a 3D scanner, a 2D scanner, and a moveable platform.
- the processor system has at least one of a 3D scanner controller, a 2D scanner processor, an external computer, and a cloud computer configured for remote network access. Any of these processing elements within the processor system may include a single processor or multiple distributed processing elements, the processing elements being a microprocessor, digital signal processor, FPGA, or any other type of computing device.
- the processing elements have access to computer memory.
- the 3D scanner has a first light source, a first beam steering unit, a first angle measuring device, a second angle measuring device, and a first light receiver.
- the first light source is configured to emit a first beam of light, which in an embodiment is a beam of laser light.
- the first beam steering unit is provided to steer the first beam of light to a first direction onto a first object point.
- the beam steering unit may be a rotating mirror such as the mirror 26 or it may be another type of beam steering mechanism.
- the 3D scanner may contain a base onto which is placed a first structure that rotates about a vertical axis, and onto this structure may be placed a second structure that rotates about a horizontal axis. With this type of mechanical assembly, the beam of light may be emitted directly from the second structure and point in a desired direction.
- Many other types of beam steering mechanisms are possible. In most cases, a beam steering mechanism includes one or two motors.
- the first direction is determined by a first angle of rotation about a first axis and a second angle of rotation about a second axis.
- the first angle measuring device is configured to measure the first angle of rotation and the second angle measuring device configured to measure the second angle of rotation.
- the first light receiver is configured to receive first reflected light, the first reflected light being a portion of the first beam of light reflected by the first object point.
- the first light receiver is further configured to produce a first electrical signal in response to the first reflected light.
- the first light receiver is further configured to cooperate with the processor system to determine a first distance to the first object point based at least in part on the first electrical signal
- the 3D scanner is configured to cooperate with the processor system to determine 3D coordinates of the first object point based at least in part on the first distance, the first angle of rotation and the second angle of rotation.
- the 2D scanner accessory includes a 2D scanner having a second light source, a second beam steering unit, a third angle measuring device, and a second light receiver.
- the second light source is configured to emit a second beam of light.
- the second beam steering unit is configured to steer the second beam of light to a second direction onto a second object point.
- the second direction is determined by a third angle of rotation about a third axis, the third angle measuring device being configured to measure the third angle of rotation.
- the second light receiver is configured to receive second reflected light, where the second reflected light is a portion of the second beam of light reflected by the second object point.
- the second light receiver is further configured to produce a second electrical signal in response to the second reflected light.
- the 2D scanner is configured to cooperate with the processor system to determine a second distance to the second object point based at least in part on the second electrical signal.
- the 2D scanner is further configured to cooperate with the processor system to determine 2D coordinates of the second object point based at least in part on the second distance and the third angle of rotation.
- the moveable platform is configured to carry the 3D scanner and the 2D scanner.
- the 3D scanner is fixed relative to the 2D scanner, and the moveable platform is configured for motion on a plane perpendicular to the third axis.
- An element 1510 includes determining with processor system, in cooperation with the 3D scanner, 3D coordinates of a first collection of points on an object surface while the 3D scanner is fixedly located at a first registration position.
- An element 1515 includes obtaining by the 2D scanner in cooperation with the processor system a plurality of 2D scan sets.
- Each of the plurality of 2D scan sets is a set of 2D coordinates of points on the object surface collected as the 2D scanner moves from the first registration position to a second registration position.
- Each of the plurality of 2D scan sets is collected by the 2D scanner at a different position relative to the first registration position.
- An element 1520 includes determining by the processor system a first translation value corresponding to a first translation direction, a second translation value corresponding to a second translation direction, and a first rotation value corresponding to a first orientational axis, wherein the first translation value, the second translation value, and the first rotation value are determined based at least in part on a fitting of the plurality of 2D scan sets according to a first mathematical criterion.
- An element 1525 includes determining with the processor system, in cooperation with the 3D scanner, 3D coordinates of a second collection of points on the object surface while the 3D scanner is fixedly located at the second registration position.
- An element 1535 includes identifying by the processor system a
- correspondence among registration targets present in both the first collection of points and the second collection of points the correspondence based at least in part on the first translation value, the second translation value, and the first rotation value.
- An element 1545 includes determining 3D coordinates of a registered 3D collection of points based at least in part on a second mathematical criterion, the
- An element 1550 includes storing the 3D coordinates of the registered 3D collection of points.
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Abstract
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GB1709212.3A GB2548508A (en) | 2012-10-05 | 2014-12-09 | Using a two-dimensional scanner to speed registration of three-dimensional scan data |
JP2017529986A JP6574251B2 (en) | 2012-10-05 | 2014-12-09 | How to use a 2D scanner to speed up the alignment of 3D scan data |
DE112014007231.1T DE112014007231T5 (en) | 2012-10-05 | 2014-12-09 | Using a two-dimensional scanner to speed up the registration of three-dimensional scan data |
DE112014007227.3T DE112014007227T5 (en) | 2012-10-05 | 2014-12-09 | Use of two-dimensional camera images to speed up the registration of three-dimensional scans |
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US14/559,290 US9739886B2 (en) | 2012-10-05 | 2014-12-03 | Using a two-dimensional scanner to speed registration of three-dimensional scan data |
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Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107923745A (en) * | 2015-08-26 | 2018-04-17 | 住友建机株式会社 | The measuring device of excavator |
CN114073075A (en) * | 2019-05-12 | 2022-02-18 | 魔眼公司 | Mapping three-dimensional depth map data onto two-dimensional images |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20120069352A1 (en) | 2009-03-25 | 2012-03-22 | Faro Technologies, Inc. | Method for optically scanning and measuring a scene |
DE102012109481A1 (en) * | 2012-10-05 | 2014-04-10 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
US8705016B2 (en) | 2009-11-20 | 2014-04-22 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
US8705012B2 (en) | 2010-07-26 | 2014-04-22 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
US20140240690A1 (en) * | 2011-09-30 | 2014-08-28 | The Chancellor Masters And Scholars Of The University Of Oxford | Determining extrinsic calibration parameters for a sensor |
-
2014
- 2014-12-09 WO PCT/US2014/069180 patent/WO2016089428A1/en active Application Filing
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20120069352A1 (en) | 2009-03-25 | 2012-03-22 | Faro Technologies, Inc. | Method for optically scanning and measuring a scene |
US8705016B2 (en) | 2009-11-20 | 2014-04-22 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
US8705012B2 (en) | 2010-07-26 | 2014-04-22 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
US20140240690A1 (en) * | 2011-09-30 | 2014-08-28 | The Chancellor Masters And Scholars Of The University Of Oxford | Determining extrinsic calibration parameters for a sensor |
DE102012109481A1 (en) * | 2012-10-05 | 2014-04-10 | Faro Technologies, Inc. | Device for optically scanning and measuring an environment |
Non-Patent Citations (4)
Title |
---|
CENSI, A.: "An ICP variant using a point-to-line metric", IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA, 2008 |
HARRISON A ET AL: "High quality 3D laser ranging under general vehicle motion", 2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION. THE HALF-DAY WORKSHOP ON: TOWARDS AUTONOMOUS AGRICULTURE OF TOMORROW, IEEE - PISCATAWAY, NJ, USA, PISCATAWAY, NJ, USA, 19 May 2008 (2008-05-19), pages 7 - 12, XP031340123, ISBN: 978-1-4244-1646-2 * |
SURMANN H ET AL: "An autonomous mobile robot with a 3D laser range finder for 3D exploration and digitalization of indoor environments", ROBOTICS AND AUTONOMOUS SYSTEMS, ELSEVIER SCIENCE PUBLISHERS, AMSTERDAM, NL, vol. 45, no. 3-4, 31 December 2003 (2003-12-31), pages 181 - 198, XP004479653, ISSN: 0921-8890, DOI: 10.1016/J.ROBOT.2003.09.004 * |
YAN RUI-JUN ET AL: "3D point cloud map construction based on line segments with two mutually perpendicular laser sensors", 2013 13TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2013), IEEE, 20 October 2013 (2013-10-20), pages 1114 - 1116, XP032540164, ISSN: 2093-7121, [retrieved on 20140103], DOI: 10.1109/ICCAS.2013.6704083 * |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107923745A (en) * | 2015-08-26 | 2018-04-17 | 住友建机株式会社 | The measuring device of excavator |
CN107923745B (en) * | 2015-08-26 | 2021-07-23 | 住友建机株式会社 | Measuring device for excavator |
CN114073075A (en) * | 2019-05-12 | 2022-02-18 | 魔眼公司 | Mapping three-dimensional depth map data onto two-dimensional images |
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