WO2021056503A1 - Positioning method and apparatus for movable platform, movable platform, and storage medium - Google Patents

Positioning method and apparatus for movable platform, movable platform, and storage medium Download PDF

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Publication number
WO2021056503A1
WO2021056503A1 PCT/CN2019/108862 CN2019108862W WO2021056503A1 WO 2021056503 A1 WO2021056503 A1 WO 2021056503A1 CN 2019108862 W CN2019108862 W CN 2019108862W WO 2021056503 A1 WO2021056503 A1 WO 2021056503A1
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Prior art keywords
vision module
rotation
coordinate system
fuselage
reference coordinate
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PCT/CN2019/108862
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French (fr)
Chinese (zh)
Inventor
周游
叶长春
杨振飞
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深圳市大疆创新科技有限公司
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Priority to CN201980033953.9A priority Critical patent/CN112154480B/en
Priority to PCT/CN2019/108862 priority patent/WO2021056503A1/en
Publication of WO2021056503A1 publication Critical patent/WO2021056503A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/20Analysis of motion
    • G06T7/246Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/20Analysis of motion
    • G06T7/277Analysis of motion involving stochastic approaches, e.g. using Kalman filters
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • G06T7/73Determining position or orientation of objects or cameras using feature-based methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10004Still image; Photographic image
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30244Camera pose

Definitions

  • the embodiments of the present application relate to the field of computer vision, and in particular, to a positioning method and device of a movable platform, a movable platform, and a storage medium.
  • a rotating vision module is usually used to collect surrounding environment information through 360-degree rotation without dead angles, and then perform obstacle detection to achieve multi-directional obstacle avoidance.
  • the rotating vision module is only used for obstacle detection, and positioning needs to rely on GPS.
  • positioning cannot be achieved in areas where the GPS signal is weak or even without GPS signal.
  • the embodiment of the application provides a positioning method, device, movable platform, and storage medium of a movable platform, so as to realize the positioning of the device through the rotation vision module on the device, so that the utilization rate of the rotation vision module is higher, and the GPS
  • the location of the device can also be achieved in areas where the signal is weak or even without GPS signals.
  • the first aspect of the embodiments of the present application is to provide a positioning method of a movable platform, the movable platform includes a rotating vision module, a fixed vision module, and a body; the method includes: determining the reference coordinates of the rotating vision module The conversion relationship between the reference coordinate system of the fixed vision module and the reference coordinate system of the fixed vision module.
  • the reference coordinate system of the rotary vision module is determined according to the posture of the rotary vision module at the time of initialization.
  • the reference coordinate of the fixed vision module The system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  • the second aspect of the embodiments of the present application is to provide a positioning device for a movable platform.
  • the movable platform includes a rotating vision module, a fixed vision module, and a body;
  • the positioning device includes: a memory and a processor;
  • the memory is used to store program code;
  • the processor calls the program code, and when the program code is executed, it is used to perform the following operations: determine the distance between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module Conversion relationship, the reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization, and the reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion Relationship, converting the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module.
  • the third aspect of the embodiments of the present application is to provide a movable platform, including: a fuselage; a power system installed on the fuselage for providing motion power; a rotating vision module and a fixed vision module for collecting the Movement information of the fuselage; and the positioning device described in the first aspect.
  • the fourth aspect of the embodiments of the present application is to provide a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the method described in the first aspect.
  • the positioning method, device, movable platform, and storage medium of a movable platform rotate the reference coordinate system of the vision module through the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module
  • the coordinate system is determined according to the posture of the rotating vision module at the time of initialization.
  • the reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion relationship, the movement information collected by the rotating vision module is converted to the reference coordinates of the fixed vision module system.
  • the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module
  • the movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
  • Figure 1 is a schematic diagram of the structure of a drone provided by an embodiment of the application.
  • FIG. 2 is a flowchart of a positioning method for a movable platform provided by an embodiment of the application
  • FIG. 3 is a schematic diagram of the principle of coordinate system conversion provided by an embodiment of the application.
  • FIG. 4 is a schematic structural diagram of a positioning device for a movable platform provided by an embodiment of the application.
  • a component when referred to as being "fixed to” another component, it can be directly on the other component or a central component may also exist. When a component is considered to be “connected” to another component, it can be directly connected to the other component or there may be a centered component at the same time.
  • Movable platforms are equipment equipped with vision systems and ranging modules, such as handheld camera equipment, aerial photography vehicles or other vehicles with multiple cameras, unmanned vehicles, drones, unmanned ships, VR/AR glasses , Dual-camera mobile phones, robots with vision sensors, etc.
  • vision systems and ranging modules such as handheld camera equipment, aerial photography vehicles or other vehicles with multiple cameras, unmanned vehicles, drones, unmanned ships, VR/AR glasses , Dual-camera mobile phones, robots with vision sensors, etc.
  • the following embodiments of the present application will take a drone as an example for exemplification. It should be understood that as long as it is a device with a vision system and a ranging module, it can be implemented using the positioning method of the embodiments of the present application. Positioning.
  • Fig. 1 is a schematic structural diagram of an unmanned aerial vehicle provided by an embodiment of the present application.
  • the drone 10 includes: a body 11, a rotating vision module 12, and a fixed vision module 13.
  • the rotating vision module 12 and the fixed vision module 13 are both installed on the body 11; among them, the rotating vision module 12 It is a vision module fixed on a rotating mechanical structure.
  • the rotating vision module 12 can have different rotation modes. One of the rotation modes is to keep the vision module facing a certain target direction, such as the flight direction of the drone. , Control the UAV to turn, or to face potential obstacles; Another way of rotation is to continuously rotate 360 degrees around the Z axis of the UAV fuselage.
  • the rotation vision module 12 includes an inertial measurement unit (Inertial Measurement Unit, IMU) (not shown in the figure), and an angle measurement module (not shown in the figure) arranged between the rotation vision module 12 and the fuselage 11 ), the angle measurement module can be a photoelectric code disc or a Hall element.
  • the fixed vision module 13 is a vision module fixed on the fuselage 11 and fixed to a certain direction of the fuselage.
  • the rotating vision module 12 may be installed on the top of the drone 10 to rotate 360 degrees around the Z axis of the drone 10, and the fixed vision module 13 may be installed below the drone 10 to rotate the vision module 12 cooperates with the fixed vision module 13 to complete the omni-directional detection of obstacles. It should be understood that the arrangement of the rotating vision module 12 and the fixed vision module 13 on the fuselage 11 is only an example, and the arrangement of the rotating vision module 12 and the fixed vision module 13 on the fuselage 11 is not specifically limited.
  • Fig. 1 is a flowchart of a method for positioning a movable platform provided by an embodiment of the application. As shown in Figure 1, the method in this embodiment may include:
  • Step S201 Determine the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module.
  • the reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the initialization time.
  • the reference coordinate system is the coordinate system of the fuselage.
  • the reference coordinate system of the fixed vision module may be a world coordinate system calculated according to the attitude information given by the flight control device of the drone in the initial state, that is, the world coordinate system considered by the fixed vision module.
  • the reference coordinate system of the rotation vision module may be the posture of the rotation vision module at the initialization time as the reference coordinate system of the rotation vision module.
  • Step S202 based on the conversion relationship, convert the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module.
  • the rotating vision module 12 will collect the motion information of the fuselage in real time.
  • the motion information is the motion information in the reference coordinate system of the rotating vision module 12, and then based on step S101
  • the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module determined in the convert the motion information in the reference coordinate system of the rotating vision module 12 to the reference coordinate system of the fixed vision module, that is In the coordinate system of the fuselage, the motion information of the fuselage in the fuselage coordinate system is thus obtained.
  • the motion information may be at least one of displacement information, attitude information, and speed information of the fuselage.
  • the movable platform can be positioned based on the motion information in the fuselage coordinate system.
  • This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization.
  • the reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  • the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module
  • the movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
  • determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the yaw angle difference between the rotating vision module and the fuselage; and determining based on the yaw angle difference
  • the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the yaw angle difference between the rotating vision module and the fuselage; and determining based on the yaw angle difference
  • the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the yaw angle difference between the rotating vision module and the fuselage; and determining based on the yaw angle difference
  • the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module can be determined.
  • the yaw angle difference can be determined in the following ways:
  • the yaw angle difference may be obtained by obtaining the angular velocity of the rotation of the rotating vision module measured by the inertial measurement unit IMU; and integrating the angular velocity.
  • the yaw angle difference may also be obtained by obtaining the difference between the yaw angle between the rotating vision module and the fuselage measured by the angle measurement module.
  • the yaw angle difference in order to further improve the accuracy of the yaw angle difference, can also be input to the Kalman filter to determine a higher-precision yaw through the output of the Kalman filter. The angle is poor.
  • determining the yaw angle difference between the rotation vision module and the fuselage includes: obtaining the yaw angle difference between the rotation vision module and the fuselage at the current moment; obtaining the angular velocity of the rotation of the rotation vision module; at least based on the rotation vision
  • the yaw angle difference between the module and the fuselage at the current moment and the angular velocity at which the rotating vision module rotates determine the yaw angle difference between the rotating vision module and the fuselage.
  • the yaw angle difference between the rotating vision module and the fuselage at the current moment may be the yaw angle difference obtained by the above-mentioned first and second implementation manners.
  • the angular velocity of the rotation of the rotation vision module can be detected by the IMU on the fuselage, at least based on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module to determine the rotation vision module and the machine.
  • the yaw angle difference between the bodies can be determined according to the following formula (1):
  • ⁇ k+1 is the predicted value of the yaw angle difference at the next moment
  • ⁇ k+1 is the angular velocity at which the rotation vision module rotates
  • ⁇ k is the deviation between the rotation vision module and the fuselage at the current moment.
  • the yaw angle difference when the yaw angle difference is determined by the Kalman filter, the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity of the rotation vision module to determine the distance between the rotation vision module and the fuselage
  • the yaw angle difference includes: input the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation vision module to the Kalman filter respectively to determine the rotation vision through the output of the Kalman filter The yaw angle difference between the module and the fuselage.
  • ⁇ k and ⁇ k+1 in the above formula (1) are input into the Kalman filter together, and the Kalman filter will be based on ⁇ k And ⁇ k+1 output a predicted value, this predicted value is the yaw angle difference ⁇ k+1 .
  • ⁇ k is the yaw angle difference output by the Kalman filter at the previous moment
  • ⁇ k+1 can be regarded as the Gaussian white noise of the Kalman filter.
  • the Kalman filter when optimizing the determined yaw angle difference based on the measured yaw angle difference, the predicted value ⁇ k+1 of the yaw angle difference obtained by the foregoing embodiment, and the angle measured by the angle measurement module [theta] values or the IMU is measured as the integrated value of the angular speed measurement value input Kalman filter, the Kalman filter so that a prediction value ⁇ k + 1 is updated in accordance with the predicted value ⁇ k + 1, and the measured values, will be updated k+1 is used as the yaw angle difference, so that the predicted value ⁇ k+1 of the yaw angle difference output by the Kalman filter is further optimized to obtain a more accurate yaw angle difference.
  • determining the yaw angle difference between the rotation vision module and the fuselage includes: acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment; acquiring the rotation vision The angular velocity at which the module rotates; the offset of the inertial measurement unit is obtained; based on the yaw angle difference between the rotating vision module and the fuselage at the current moment, the angular velocity at which the rotating vision module rotates, and the inertia The offset of the measuring unit determines the yaw angle difference between the rotating vision module and the fuselage.
  • the heading angle difference includes: inputting the yaw angle difference between the rotating vision module and the fuselage at the current moment, the angular velocity of the rotating vision module and the offset of the inertial measurement unit respectively into Kalman filter The output of the Kalman filter is used to determine the yaw angle difference between the rotating vision module and the fuselage.
  • the yaw angle difference between the rotating vision module and the fuselage is determined based on at least the yaw angle difference between the rotating vision module and the fuselage at the current moment and the angular velocity of the rotating vision module rotating, which may be Determine according to the following formula (2):
  • ⁇ k+1 is the yaw angle difference between the rotating vision module and the fuselage at the next moment predicted by the Kalman filter
  • ⁇ k+1 is the angular velocity at which the rotating vision module rotates
  • ⁇ k The yaw angle difference between the rotating vision module and the fuselage at the current moment predicted by the Kalman filter
  • k+1 is the bias of the IMU
  • k+1 b w
  • k are the yaw angle difference and offset output by the Kalman filter at the previous moment, and ⁇ k+1 ⁇ t can be regarded as the Gaussian white noise of the Kalman filter .
  • the Kalman filter will output the predicted value of the yaw angle difference and the offset at the next moment, ⁇ k+1 and b ⁇
  • the method of this embodiment further includes: obtaining the yaw angle difference between the rotating vision module and the fuselage measured by the angle measurement module;
  • the heading angle difference optimizes the determined yaw angle difference.
  • the yaw angle difference measured by the above-mentioned first embodiment or the second embodiment is used as the measured value, and the predicted value of the yaw angle difference output by the Kalman filter is optimized to obtain more accurate The yaw angle is poor.
  • the predicted value ⁇ k+1 of the yaw angle difference obtained through the above embodiment, and the angle value measured by the angle measurement module or the integral value of the angular velocity measured by the IMU are input as the measured value to the Kalman filter, that the Kalman filter prediction value ⁇ k + 1 is updated in accordance with the predicted value ⁇ k + 1, and the measured value, the updated ⁇ k + 1 as the yaw angle difference, so that the output of the yaw angle of the Kalman filter
  • the predicted value of the difference ⁇ k+1 is further optimized to obtain a more accurate yaw angle difference.
  • determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the reference coordinate system of the rotating vision module and the fixed vision module The target translation relationship between the reference coordinate systems; determine the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module; determine the reference coordinate system of the rotation vision module based on the target rotation relationship and the target translation relationship The conversion relationship with the reference coordinate system of the fixed vision module.
  • determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module The first rotation relationship; determine the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; determine the third rotation relationship between the rotation vision module coordinate system and the fixed vision module coordinate system Rotation relationship; determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the first rotation relationship, the second rotation relationship, and the third rotation relationship .
  • the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
  • the coordinate system of the fixed vision module is the VIO 1 coordinate system
  • the reference coordinate system of the VIO 1 coordinate system is the NEG 1 coordinate system
  • the coordinate system of the rotating vision module is the VIO 2 coordinate system
  • the reference coordinate system of the VIO 2 coordinate system is the NEG 2 coordinate system.
  • the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module It can be determined by the following formula (4):
  • the rotation relationship between the VIO 1 coordinate system and the NEG 1 coordinate system can be obtained based on the VIO algorithm of the fixed vision module, where the VIO algorithm can be referred to the introduction of the prior art, which is not described in detail in this application;
  • the rotation relationship between the VIO 2 coordinate system and the NEG 2 coordinate system can be calculated based on the IMU on the rotating vision module and the rotating mechanical structure and calculated by the VIO algorithm.
  • the VIO algorithm can be referred to the introduction of the prior art.
  • ⁇ z is the yaw angle difference between the rotating vision module and the fuselage, that is, the yaw angle difference determined by the above three implementations.
  • the yaw angle difference here can be obtained by obtaining the difference between the yaw angle between the rotation vision module and the fuselage measured by the angle measurement module, or by obtaining the rotation measured by the inertial measurement unit IMU
  • the angular velocity of the rotation of the vision module and the integration of the angular velocity can also be the yaw angle difference determined by the Kalman filter.
  • the yaw angle difference is the yaw angle difference determined by the Kalman filter, it can be the predicted value output by the Kalman filter, or it can be an optimized update of the predicted value output by the Kalman filter. value.
  • determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the difference between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module Determine the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; determine the rotation vision module coordinate system and The third rotation relationship and the third translation relationship between the fixed vision module coordinate systems; based on the first rotation relationship, the first translation relationship, the second rotation relationship, the second translation relationship, the third rotation relationship, and the third translation relationship Determine the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the target translation relationship G1 t G2 between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module can be determined by the following formula (6):
  • V1 t V2 is the translational relationship from the VIO 2 coordinate system to the VIO 1 coordinate system.
  • the rotating mechanical structure of the fixed vision module and the rotating vision module are both fixed on the fuselage. Therefore, the VIO 2 coordinate system is
  • the translational relationship of the VIO 1 coordinate system can be determined according to the positional relationship of the rotating mechanical structure of the fixed vision module and the rotating vision module. For example, if the movable platform is a drone, it can be obtained from the design drawing of the drone;
  • G1 t V1 is the translational relationship from the VIO 1 coordinate system to the NEG 1 coordinate system.
  • the center of gravity of the movable platform can be selected as the origin of the NEG 1 coordinate system, the center position of the vision sensor is the origin of the VIO 1 coordinate system, and the center of gravity of the drone
  • the center position of the point and the vision sensor are fixed. Therefore, the positional relationship between the center of gravity of the movable platform and the center position of the vision sensor is also fixed. If the movable platform is a drone, it can be passed through the drone.
  • G1 t V1 obtained from the UAV’s design drawing can be further optimized through the VIO algorithm to obtain a more accurate G1 t V1 ;
  • G2 t V2 is the VIO 2 coordinate system to the NEG 2 coordinate system
  • the translation relationship of the rotation vision module can be selected as the origin of the NEG 2 coordinate system, and the origin of the VIO 2 coordinate system is at the center of the vision sensor.
  • the position relationship between the rotation center point of the rotation vision module and the center of the vision sensor is also Fixed, therefore, can be obtained from the design drawings of the movable platform.
  • converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module includes: acquiring the motion information of the fuselage collected by the rotating vision module; The movement information of is input into the Kalman filter to determine the target movement information of the fuselage through the output of the Kalman filter; based on the conversion relationship, the target movement information of the fuselage is converted to the reference coordinate system of the fixed vision module.
  • the position information, attitude information and speed information of the fuselage collected by the fixed vision module can be directly sent to the flight control equipment of the drone, while the position information, attitude information and speed information of the fuselage collected by the rotating vision module It is in the NEG 2 coordinate system and needs to be converted to the NEG 1 coordinate system before sending it to the flight control equipment of the UAV.
  • converting the position information, posture information, and speed information of the fuselage in the NEG 2 coordinate system collected by the rotating vision module to the NEG 1 coordinate system can be achieved by the following formula (7):
  • ⁇ p 1 represents the change of position information in the NEG 1 coordinate system
  • ⁇ p 2 represents the change of position information in the NEG 2 coordinate system
  • v 1 represents the speed in the NEG 1 coordinate system
  • v 2 Represents the speed in the NEG 2 coordinate system
  • q 1 represents the posture information in the NEG 1 coordinate system
  • q 2 represents the posture information in the NEG 2 coordinate system.
  • the position information, attitude information, and speed information in the NEG 2 coordinate system can also be input into the Kalman filter to obtain more accurate position information, attitude information, and speed information. , And then converted to NEG 1 coordinate system through the above formula (7).
  • the position information, attitude information, and speed information in the NEG 2 coordinate system can be converted to the NEG 1 coordinate system through the above formula (7), and then converted to NEG 1
  • the position information, attitude information and speed information in the coordinate system are respectively input to the Kalman filter to obtain more accurate position information, attitude information and speed information.
  • converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module includes: if the angular velocity of the rotation of the rotating vision module is less than the preset angular velocity, based on the conversion relationship, rotate The motion information of the fuselage collected by the vision module is converted to the reference coordinate system of the fixed vision module; if the angular velocity of the rotation of the rotating vision module is greater than or equal to the preset angular velocity, the motion information of the fuselage is determined based on the preset algorithm.
  • the loose coupling strategy is adopted, that is , the coordinate system conversion relationship between NEG 1 and NEG 2 determined by the above method embodiment, and the motion information of the fuselage collected by the rotating vision module is converted to the reference coordinate system NEG 1 of the fixed vision module. And then send it to the flight control equipment of the UAV.
  • the loose coupling strategy is adopted, that is, the rotation vision module obtains the rotation relationship R through the IMU, and then Use VO algorithm (such as PNP algorithm) to calculate the velocity position relationship.
  • FIG. 4 is a structural diagram of a positioning device for a movable platform provided by an embodiment of the application.
  • the positioning device 40 for a movable platform includes a memory 41 and a processor 42; the memory 41 is used to store program codes
  • the processor 42 calls the program code, when the program code is executed, is used to perform the following operations: determine the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, the The reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization, the reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion relationship, the The motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  • the structure of the movable platform reference may be made to the introduction of the foregoing embodiment, and this embodiment will not be repeated here.
  • the processor 42 determines the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the rotation vision module and the body Based on the yaw angle difference, determine the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the processor 42 determines the yaw angle difference between the rotation vision module and the fuselage, it is specifically configured to: obtain the deviation between the rotation vision module and the fuselage at the current moment. Heading angle difference; acquiring the angular velocity of the rotation of the rotation vision module; determining the rotation based at least on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module The yaw angle difference between the vision module and the fuselage.
  • the processor 42 determines the rotation vision module and the body based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates.
  • the yaw angle difference between it is specifically used to: input the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation vision module to the Kalman filter respectively to The yaw angle difference between the rotating vision module and the fuselage is determined by the output of the Kalman filter.
  • an inertial measurement unit is provided on the fuselage; when determining the yaw angle difference between the rotation vision module and the fuselage, the processor is specifically configured to: obtain the rotation vision module The yaw angle difference with the fuselage at the current time; obtain the angular velocity at which the rotation vision module rotates; obtain the offset of the inertial measurement unit; based on the rotation vision module and the fuselage at the current time The yaw angle difference between the rotating vision module, the angular velocity at which the rotating vision module rotates, and the offset of the inertial measurement unit determine the yaw angle difference between the rotating vision module and the fuselage.
  • the processor 42 determines the rotation vision module and the body based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates.
  • the yaw angle difference between it is specifically used to: compare the yaw angle difference between the rotation vision module and the fuselage at the current moment, the angular velocity at which the rotation vision module rotates and the yaw angle of the inertial measurement unit
  • the settings are respectively input to the Kalman filter, so as to determine the yaw angle difference between the rotating vision module and the fuselage through the output of the Kalman filter.
  • an angle measurement module is further provided on the fuselage; the processor 42 is further configured to obtain the yaw angle difference between the rotation vision module and the fuselage measured by the angle measurement module ; Optimize the determined yaw angle difference based on the measured yaw angle difference.
  • the processor 42 determines the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the yaw angle difference, it is specifically configured to: determine The target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module; determining the target between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module Rotation relationship; determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the target rotation relationship and the target translation relationship.
  • the processor 42 determines the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the fixed vision module coordinate system and the fixed vision module coordinate system.
  • the first rotation relationship between the reference coordinate system of the fixed vision module; the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; the determination of the rotation vision module coordinate system and the reference coordinate system The third rotation relationship between the fixed vision module coordinate systems; the reference coordinate system of the rotation vision module and the fixed vision are determined based on the first rotation relationship, the second rotation relationship, and the third rotation relationship
  • the target rotation relationship between the reference coordinate systems of the module are specifically configured to: determine the fixed vision module coordinate system and the fixed vision module coordinate system.
  • the first rotation relationship between the reference coordinate system of the fixed vision module; the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; the determination of the rotation vision module coordinate system and the reference coordinate system The third rotation relationship between the fixed vision module coordinate systems; the reference coordinate system of the
  • the processor 42 determines the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the fixed vision module coordinate system and the fixed vision module coordinate system. The first rotation relationship and the first translation relationship between the reference coordinate system of the fixed vision module; determining the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; Determine the third rotation relationship and the third translation relationship between the rotating vision module coordinate system and the fixed vision module coordinate system; based on the first rotation relationship, the first translation relationship, the second rotation relationship, and the second translation relationship, The third rotation relationship and the third translation relationship determine the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
  • the processor 42 converts the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship, it is specifically configured to: The motion information of the fuselage collected by the rotating vision module; input the motion information of the fuselage into a Kalman filter to determine the target motion information of the fuselage through the output of the Kalman filter;
  • the target motion information of the fuselage is converted to the reference coordinate system of the fixed vision module.
  • the processor 42 converts the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship, it is specifically configured to: The angular velocity of the rotation of the rotating vision module is less than the preset angular velocity, and based on the conversion relationship, the movement information of the fuselage collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module; The angular velocity at which the vision module rotates is greater than or equal to the preset angular velocity, and the motion information of the fuselage is determined based on the preset algorithm.
  • an inertial measurement unit is further provided on the fuselage; when the processor determines the yaw angle difference between the rotating vision module and the fuselage, it is specifically configured to: obtain the inertial measurement The angular velocity of the rotation of the rotation vision module measured by the unit; the yaw angle difference is obtained by integrating based on the angular velocity.
  • an angle measurement module is further provided on the fuselage; when the processor 42 determines the yaw angle difference between the rotation vision module and the fuselage, it is specifically configured to: obtain the angle The difference in the yaw angle between the rotating vision module and the fuselage measured by the measuring module; the difference in the yaw angle between the rotating vision module and the fuselage measured by the angle measuring module Value as the yaw angle difference.
  • the processor 42 converts the motion information of the fuselage collected by the rotation vision module based on the conversion relationship between the coordinate system of the rotation vision module and the world coordinate system, it also uses Yu: positioning the fuselage based on the converted motion information of the fuselage.
  • the motion information at least includes: at least one of displacement information, attitude information, and speed information of the fuselage.
  • this embodiment may further include a communication interface 43 for implementing communication between the processor 42 and an external device, for example, for implementing data transmission between the processor 42 and the rotation vision module.
  • a communication interface 43 for implementing communication between the processor 42 and an external device, for example, for implementing data transmission between the processor 42 and the rotation vision module.
  • This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization.
  • the reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  • the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module
  • the movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
  • the embodiment of the present application also provides a movable platform, including: a fuselage; a power system, installed on the fuselage, for providing motion power;
  • the rotating vision module and the fixed vision module are used to collect the motion information of the body; and the positioning device described in the above embodiment.
  • the movable platform is any one of photographing equipment, drones, unmanned vehicles, AR glasses, VR glasses, smart terminals, and robots.
  • the movable platform of this embodiment may be the movable platform described in the above embodiment, and the positioning device of the movable platform may be the positioning device described in FIG. 4, and the positioning device may be used to implement the technical solutions of the above method embodiments.
  • the principle and technical effect are similar, so I won't repeat them here.
  • This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
  • the reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization.
  • the reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  • the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module
  • the movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
  • this embodiment also provides a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the positioning method of the movable platform described in the foregoing embodiment.
  • the disclosed device and method can be implemented in other ways.
  • the device embodiments described above are merely illustrative, for example, the division of the units is only a logical function division, and there may be other divisions in actual implementation, for example, multiple units or components may be combined or It can be integrated into another system, or some features can be ignored or not implemented.
  • the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
  • the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units can be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
  • the functional units in the various embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit.
  • the above-mentioned integrated unit may be implemented in the form of hardware, or may be implemented in the form of hardware plus software functional units.
  • the above-mentioned integrated unit implemented in the form of a software functional unit may be stored in a computer readable storage medium.
  • the above-mentioned software functional unit is stored in a storage medium, and includes several instructions to make a computer device (which can be a personal computer, a server, or a network device, etc.) or a processor to execute the method described in each embodiment of the present application. Part of the steps.
  • the aforementioned storage media include: U disk, mobile hard disk, read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disk or optical disk and other media that can store program code .

Abstract

A positioning method and apparatus for a movable platform, a movable platform, and a storage medium. The movable platform comprises a rotary vision module, a fixed vision module, and a fuselage. The method comprises: determining the conversion relation between a reference coordinate system of the rotary vision module and a reference coordinate system of the fixed vision module, the reference coordinate system of the rotary vision module being determined according to the attitude of the rotary vision module at the initialization moment; the reference coordinate system of the fixed vision module being a coordinate system of the fuselage (S201); and converting motion information acquired by the rotary vision module to the reference coordinate system of the fixed vision module on the basis of the conversion relation (S202). The method can position the movable platform on the basis of the rotary vision module.

Description

可移动平台的定位方法、装置、可移动平台及存储介质Positioning method, device, movable platform and storage medium of movable platform 技术领域Technical field
本申请实施例涉及计算机视觉领域,尤其涉及一种可移动平台的定位方法、装置、可移动平台及存储介质。The embodiments of the present application relate to the field of computer vision, and in particular, to a positioning method and device of a movable platform, a movable platform, and a storage medium.
背景技术Background technique
目前,在一些具有视觉系统和测距模块的设备上,通常会使用旋转视觉模块,通过360度无死角的旋转来采集周围环境信息,进而进行障碍物检测来实现多方位的避障。在这类设备中,旋转视觉模块仅用作障碍物检测,定位需要依靠GPS,然而在GPS信号弱,或者甚至没有GPS信号的区域,则无法实现定位。At present, in some devices with vision systems and ranging modules, a rotating vision module is usually used to collect surrounding environment information through 360-degree rotation without dead angles, and then perform obstacle detection to achieve multi-directional obstacle avoidance. In this type of equipment, the rotating vision module is only used for obstacle detection, and positioning needs to rely on GPS. However, positioning cannot be achieved in areas where the GPS signal is weak or even without GPS signal.
发明内容Summary of the invention
本申请实施例提供一种可移动平台的定位方法、装置、可移动平台及存储介质,以通过设备上的旋转视觉模块实现对设备的定位,使得旋转视觉模块的利用率更高,并且在GPS信号弱,或者甚至没有GPS信号的区域也能够实现对设备的定位。The embodiment of the application provides a positioning method, device, movable platform, and storage medium of a movable platform, so as to realize the positioning of the device through the rotation vision module on the device, so that the utilization rate of the rotation vision module is higher, and the GPS The location of the device can also be achieved in areas where the signal is weak or even without GPS signals.
本申请实施例的第一方面是提供一种可移动平台的定位方法,所述可移动平台包括旋转视觉模块、固定视觉模块和机身;所述方法包括:确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系,所述旋转视觉模块的基准坐标系是根据所述旋转视觉模块在初始化时刻下的姿态确定的,所述固定视觉模块的基准坐标系是所述机身的坐标系;基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系。The first aspect of the embodiments of the present application is to provide a positioning method of a movable platform, the movable platform includes a rotating vision module, a fixed vision module, and a body; the method includes: determining the reference coordinates of the rotating vision module The conversion relationship between the reference coordinate system of the fixed vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotary vision module is determined according to the posture of the rotary vision module at the time of initialization. The reference coordinate of the fixed vision module The system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
本申请实施例的第二方面是提供一种可移动平台的定位装置,所述可移动平台包括旋转视觉模块和、固定视觉模块和机身;所述定位装置包括:存储器和处理器;所述存储器用于存储程序代码;所述处理器,调用所述程序代码,当程序代码被执行时,用于执行以下操作:确定旋转视觉模块 的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,所述旋转视觉模块的基准坐标系是根据所述旋转视觉模块在初始化时刻下的姿态确定的,所述固定视觉模块的基准坐标系是所述机身的坐标系;基于所述转换关系,将所述旋转视觉模块采集的所述的运动信息转换至所述固定视觉模块的基准坐标系。The second aspect of the embodiments of the present application is to provide a positioning device for a movable platform. The movable platform includes a rotating vision module, a fixed vision module, and a body; the positioning device includes: a memory and a processor; The memory is used to store program code; the processor calls the program code, and when the program code is executed, it is used to perform the following operations: determine the distance between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module Conversion relationship, the reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization, and the reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion Relationship, converting the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module.
本申请实施例的第三方面是提供一种可移动平台,包括:机身;动力系统,安装在所述机身,用于提供运动动力;旋转视觉模块、固定视觉模块,用于采集所述机身的运动信息;以及第一方面所述的定位装置。The third aspect of the embodiments of the present application is to provide a movable platform, including: a fuselage; a power system installed on the fuselage for providing motion power; a rotating vision module and a fixed vision module for collecting the Movement information of the fuselage; and the positioning device described in the first aspect.
本申请实施例的第四方面是提供一种计算机可读存储介质,其上存储有计算机程序,所述计算机程序被处理器执行以实现第一方面所述的方法。The fourth aspect of the embodiments of the present application is to provide a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the method described in the first aspect.
本实施例提供的一种可移动平台的定位方法、装置、可移动平台及存储介质,通过旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,旋转视觉模块的基准坐标系是根据旋转视觉模块在初始化时刻下的姿态确定的,固定视觉模块的基准坐标系是机身的坐标系;基于转换关系,将旋转视觉模块采集的运动信息转换至固定视觉模块的基准坐标系。通过利用机身上已有的旋转视觉模块和固定视觉模块,确定机身的坐标系和旋转视觉模块的基准坐标系之间的坐标系的转换关系,进而再将旋转视觉模块采集到的可移动平台的运动信息转换至机身的坐标系下,从而实现对可移动平台的定位。The positioning method, device, movable platform, and storage medium of a movable platform provided in this embodiment rotate the reference coordinate system of the vision module through the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module The coordinate system is determined according to the posture of the rotating vision module at the time of initialization. The reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion relationship, the movement information collected by the rotating vision module is converted to the reference coordinates of the fixed vision module system. By using the existing rotating vision module and fixed vision module on the fuselage, the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module The movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
附图说明Description of the drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例描述中所需要使用的附图作一简单地介绍,显而易见地,下面描述中的附图是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the technical solutions in the embodiments of the present application, the following will briefly introduce the drawings needed in the description of the embodiments. Obviously, the drawings in the following description are some embodiments of the present application. For those of ordinary skill in the art, other drawings can be obtained from these drawings without creative labor.
图1为本申请实施例提供的无人机的结构示意图;Figure 1 is a schematic diagram of the structure of a drone provided by an embodiment of the application;
图2为本申请实施例提供的可移动平台的定位方法的流程图;2 is a flowchart of a positioning method for a movable platform provided by an embodiment of the application;
图3为本申请实施例提供的坐标系转换的原理示意图;FIG. 3 is a schematic diagram of the principle of coordinate system conversion provided by an embodiment of the application;
图4为本申请实施例提供的可移动平台的定位装置的结构示意图。FIG. 4 is a schematic structural diagram of a positioning device for a movable platform provided by an embodiment of the application.
附图标记:Reference signs:
10:无人机;11:机身;12:旋转视觉模块;13:固定视觉模块;41:存储器;42:处理器;43:通讯接口。10: UAV; 11: body; 12: rotating vision module; 13: fixed vision module; 41: memory; 42: processor; 43: communication interface.
具体实施方式detailed description
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚地描述,显然,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本申请保护的范围。The technical solutions in the embodiments of the present application will be clearly described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, rather than all the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of this application.
需要说明的是,当组件被称为“固定于”另一个组件,它可以直接在另一个组件上或者也可以存在居中的组件。当一个组件被认为是“连接”另一个组件,它可以是直接连接到另一个组件或者可能同时存在居中组件。It should be noted that when a component is referred to as being "fixed to" another component, it can be directly on the other component or a central component may also exist. When a component is considered to be "connected" to another component, it can be directly connected to the other component or there may be a centered component at the same time.
除非另有定义,本文所使用的所有的技术和科学术语与属于本申请的技术领域的技术人员通常理解的含义相同。本文中在本申请的说明书中所使用的术语只是为了描述具体的实施例的目的,不是旨在于限制本申请。本文所使用的术语“及/或”包括一个或多个相关的所列项目的任意的和所有的组合。Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by those skilled in the technical field of this application. The terms used in the specification of the application herein are only for the purpose of describing specific embodiments, and are not intended to limit the application. The term "and/or" as used herein includes any and all combinations of one or more related listed items.
下面结合附图,对本申请的一些实施方式作详细说明。在不冲突的情况下,下述的实施例及实施例中的特征可以相互组合。Hereinafter, some embodiments of the present application will be described in detail with reference to the accompanying drawings. In the case of no conflict, the following embodiments and features in the embodiments can be combined with each other.
可移动平台是搭载有视觉系统和测距模块的设备,例如手持的摄像器材、航拍飞行器或其他带有多摄像头的载具,无人驾驶车辆、无人机、无人船、VR/AR眼镜、双摄像头的手机、具有视觉传感器的机器人等。为了便于理解,本申请以下实施例将以无人机为例进行示例性地说明,应当理解的是,只要是具有视觉系统和测距模块的设备,都可以使用本申请实施例的定位方法实现定位。Movable platforms are equipment equipped with vision systems and ranging modules, such as handheld camera equipment, aerial photography vehicles or other vehicles with multiple cameras, unmanned vehicles, drones, unmanned ships, VR/AR glasses , Dual-camera mobile phones, robots with vision sensors, etc. For ease of understanding, the following embodiments of the present application will take a drone as an example for exemplification. It should be understood that as long as it is a device with a vision system and a ranging module, it can be implemented using the positioning method of the embodiments of the present application. Positioning.
图1是本申请实施例提供的一种无人机的结构示意图。如图1所示,该无人机10包括:机身11、旋转视觉模块12和固定视觉模块13,旋转视觉模块12和固定视觉模块13均安装在机身11上;其中,旋转视觉模块12是固定在旋转机械结构件上的视觉模组,旋转视觉模块12可以有不同的旋转方式,其中一种旋转方式是保持视觉模组朝向某一目标方向,例 如以无人机的飞行方向为导向,控制无人机转向,或者是朝向潜在的障碍物;另一种旋转方式是围绕无人机机身的Z轴持续进行360度旋转。可选的,旋转视觉模块12包括惯性测量单元(Inertial Measurement Unit,IMU)(图中未示出),以及设置在旋转视觉模块12和机身11之间的角度测量模块(图中未示出),角度测量模块可以是光电码盘或者霍尔元件。固定视觉模块13是在固定在机身11上的视觉模组,固定朝向机身的某一方向。可选的,旋转视觉模块12可以是设置在无人机10的顶部,绕无人机10的Z轴进行360度旋转,固定视觉模块13可以是设置在无人机10的下方,旋转视觉模块12和固定视觉模块13配合,完成对障碍物的全方位检测。应当理解的是,旋转视觉模块12和固定视觉模块13在机身11上的设置方式仅为举例说明,并不对旋转视觉模块12和固定视觉模块13在机身11上的设置方式进行具体限定。Fig. 1 is a schematic structural diagram of an unmanned aerial vehicle provided by an embodiment of the present application. As shown in FIG. 1, the drone 10 includes: a body 11, a rotating vision module 12, and a fixed vision module 13. The rotating vision module 12 and the fixed vision module 13 are both installed on the body 11; among them, the rotating vision module 12 It is a vision module fixed on a rotating mechanical structure. The rotating vision module 12 can have different rotation modes. One of the rotation modes is to keep the vision module facing a certain target direction, such as the flight direction of the drone. , Control the UAV to turn, or to face potential obstacles; Another way of rotation is to continuously rotate 360 degrees around the Z axis of the UAV fuselage. Optionally, the rotation vision module 12 includes an inertial measurement unit (Inertial Measurement Unit, IMU) (not shown in the figure), and an angle measurement module (not shown in the figure) arranged between the rotation vision module 12 and the fuselage 11 ), the angle measurement module can be a photoelectric code disc or a Hall element. The fixed vision module 13 is a vision module fixed on the fuselage 11 and fixed to a certain direction of the fuselage. Optionally, the rotating vision module 12 may be installed on the top of the drone 10 to rotate 360 degrees around the Z axis of the drone 10, and the fixed vision module 13 may be installed below the drone 10 to rotate the vision module 12 cooperates with the fixed vision module 13 to complete the omni-directional detection of obstacles. It should be understood that the arrangement of the rotating vision module 12 and the fixed vision module 13 on the fuselage 11 is only an example, and the arrangement of the rotating vision module 12 and the fixed vision module 13 on the fuselage 11 is not specifically limited.
本申请实施例提供一种可移动平台的定位方法。图1为本申请实施例提供的可移动平台的定位方法的流程图。如图1所示,本实施例中的方法,可以包括:The embodiment of the present application provides a positioning method of a movable platform. Fig. 1 is a flowchart of a method for positioning a movable platform provided by an embodiment of the application. As shown in Figure 1, the method in this embodiment may include:
步骤S201、确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,旋转视觉模块的基准坐标系是根据旋转视觉模块在初始化时刻下的姿态确定的,固定视觉模块的基准坐标系是机身的坐标系。Step S201: Determine the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the initialization time. The reference coordinate system is the coordinate system of the fuselage.
本实施例中,固定视觉模块的基准坐标系可以是根据初始状态下无人机的飞行控制设备给出的姿态信息,计算得到的世界坐标系,也就是固定视觉模块所认为的世界坐标系。In this embodiment, the reference coordinate system of the fixed vision module may be a world coordinate system calculated according to the attitude information given by the flight control device of the drone in the initial state, that is, the world coordinate system considered by the fixed vision module.
旋转视觉模块的基准坐标系可以是将旋转视觉模块在初始化时刻的姿态作为旋转视觉模块的基准坐标系。The reference coordinate system of the rotation vision module may be the posture of the rotation vision module at the initialization time as the reference coordinate system of the rotation vision module.
步骤S202、基于转换关系,将旋转视觉模块采集的运动信息转换至固定视觉模块的基准坐标系。Step S202, based on the conversion relationship, convert the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module.
如图1所示,在无人机10的飞行过程中,旋转视觉模块12会实时采集机身的运动信息,该运动信息是旋转视觉模块12的基准坐标系下的运动信息,然后基于步骤S101中确定的旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,将旋转视觉模块12的基准坐标 系下的运动信息转换至固定视觉模块的基准坐标系下,也就是机身的坐标系下,从而得到机身坐标系下机身的运动信息,可选的,该运动信息可以是机身的位移信息、姿态信息和速度信息中的至少一项。在将机身的运动信息转换至机身坐标系下后,就可以基于机身坐标系下的运动信息对可移动平台进行定位。As shown in Figure 1, during the flight of the UAV 10, the rotating vision module 12 will collect the motion information of the fuselage in real time. The motion information is the motion information in the reference coordinate system of the rotating vision module 12, and then based on step S101 The conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module determined in the, convert the motion information in the reference coordinate system of the rotating vision module 12 to the reference coordinate system of the fixed vision module, that is In the coordinate system of the fuselage, the motion information of the fuselage in the fuselage coordinate system is thus obtained. Optionally, the motion information may be at least one of displacement information, attitude information, and speed information of the fuselage. After converting the motion information of the fuselage to the fuselage coordinate system, the movable platform can be positioned based on the motion information in the fuselage coordinate system.
本实施例通过旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,旋转视觉模块的基准坐标系是根据旋转视觉模块在初始化时刻下的姿态确定的,固定视觉模块的基准坐标系是机身的坐标系;基于转换关系,将旋转视觉模块采集的运动信息转换至固定视觉模块的基准坐标系。通过利用机身上已有的旋转视觉模块和固定视觉模块,确定机身的坐标系和旋转视觉模块的基准坐标系之间的坐标系的转换关系,进而再将旋转视觉模块采集到的可移动平台的运动信息转换至机身的坐标系下,从而实现对可移动平台的定位。This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization. The reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module. By using the existing rotating vision module and fixed vision module on the fuselage, the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module The movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
可选的,确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,包括:确定旋转视觉模块与机身之间的偏航角度差;基于偏航角度差,确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系。其中,机身的姿态角包括偏航角yaw、俯仰角pitch和横滚角roll,由于旋转视觉模块是绕机身的Z轴进行旋转,因此,旋转视觉模块与机身之间存在偏航角度的差值,称之为偏航角度差。基于该偏航角度差,可以确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系。Optionally, determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the yaw angle difference between the rotating vision module and the fuselage; and determining based on the yaw angle difference The conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module. Among them, the attitude angle of the fuselage includes yaw angle yaw, pitch angle pitch and roll angle roll. Since the rotating vision module rotates around the Z axis of the fuselage, there is a yaw angle between the rotating vision module and the fuselage. The difference is called the yaw angle difference. Based on the yaw angle difference, the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module can be determined.
在上述实施例中,偏航角度差可以按照如下几种方式来确定:In the above embodiment, the yaw angle difference can be determined in the following ways:
在第一种可实现的实施方式中,偏航角度差可以是通过获取惯性测量单元IMU测量的旋转视觉模块进行旋转的角速度;并对角速度进行积分得到的。In the first achievable implementation, the yaw angle difference may be obtained by obtaining the angular velocity of the rotation of the rotating vision module measured by the inertial measurement unit IMU; and integrating the angular velocity.
在第二种可实现的实施方式中,偏航角度差还可以是通过获取角度测量模块测量的旋转视觉模块与机身之间的偏航角度的差值得到的。In the second achievable implementation manner, the yaw angle difference may also be obtained by obtaining the difference between the yaw angle between the rotating vision module and the fuselage measured by the angle measurement module.
在第三种可实现的实施方式中,为了进一步提高偏航角度差的精度,还可以将偏航角度差输入卡尔曼滤波器,以通过卡尔曼滤波器的输出来确 定更高精度的偏航角度差。In the third achievable implementation manner, in order to further improve the accuracy of the yaw angle difference, the yaw angle difference can also be input to the Kalman filter to determine a higher-precision yaw through the output of the Kalman filter. The angle is poor.
应当理解的是,上述三种实现方式,并不对本申请实施例构成限定。本领域技术人员可以在上述实施方式的基础上,通过其他方式来确定偏航角度差。It should be understood that the above three implementation manners do not limit the embodiments of the present application. Those skilled in the art can determine the yaw angle difference in other ways on the basis of the above-mentioned embodiments.
可选的,确定旋转视觉模块与机身之间的偏航角度差,包括:获取旋转视觉模块与机身在当前时刻的偏航角度差;获取旋转视觉模块进行旋转的角速度;至少基于旋转视觉模块与机身在当前时刻的偏航角度差和旋转视觉模块进行旋转的角速度,确定旋转视觉模块与机身之间的偏航角度差。本实施例中,旋转视觉模块与机身在当前时刻的偏航角度差可以是通过上述第一种和第二种实施方式得到的偏航角度差。旋转视觉模块进行旋转的角速度可以是通过机身上的IMU检测得到的,至少基于旋转视觉模块与机身在当前时刻的偏航角度差和旋转视觉模块进行旋转的角速度,确定旋转视觉模块与机身之间的偏航角度差,可以是按照如下公式(1)确定:Optionally, determining the yaw angle difference between the rotation vision module and the fuselage includes: obtaining the yaw angle difference between the rotation vision module and the fuselage at the current moment; obtaining the angular velocity of the rotation of the rotation vision module; at least based on the rotation vision The yaw angle difference between the module and the fuselage at the current moment and the angular velocity at which the rotating vision module rotates determine the yaw angle difference between the rotating vision module and the fuselage. In this embodiment, the yaw angle difference between the rotating vision module and the fuselage at the current moment may be the yaw angle difference obtained by the above-mentioned first and second implementation manners. The angular velocity of the rotation of the rotation vision module can be detected by the IMU on the fuselage, at least based on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module to determine the rotation vision module and the machine. The yaw angle difference between the bodies can be determined according to the following formula (1):
θ k+1=θ kk+1Δt;  (1) θ k+1kk+1 Δt; (1)
式(1)中,θ k+1为下一时刻的偏航角度差的预测值,ω k+1为旋转视觉模块进行旋转的角速度,θ k为旋转视觉模块与机身在当前时刻的偏航角度差,Δt是IMU的更新时间,例如IMU的更新频率为400HZ,那么Δt=1000/400=2.5ms。 In formula (1), θ k+1 is the predicted value of the yaw angle difference at the next moment, ω k+1 is the angular velocity at which the rotation vision module rotates, and θ k is the deviation between the rotation vision module and the fuselage at the current moment. The flight angle difference, Δt is the update time of the IMU. For example, if the update frequency of the IMU is 400HZ, then Δt=1000/400=2.5ms.
可选的,在通过卡尔曼滤波器来确定偏航角度差时,基于旋转视觉模块与机身在当前时刻的偏航角度差、旋转视觉模块进行旋转的角速度确定旋转视觉模块与机身之间的偏航角度差,具体包括:将旋转视觉模块与机身在当前时刻的偏航角度差和旋转视觉模块进行旋转的角速度分别输入卡尔曼滤波器,以通过卡尔曼滤波器的输出确定旋转视觉模块与机身之间的偏航角度差。Optionally, when the yaw angle difference is determined by the Kalman filter, the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity of the rotation vision module to determine the distance between the rotation vision module and the fuselage The yaw angle difference includes: input the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation vision module to the Kalman filter respectively to determine the rotation vision through the output of the Kalman filter The yaw angle difference between the module and the fuselage.
本实施例中,在通过卡尔曼滤波器确定偏航角度差时,是将上述公式(1)中的θ k与ω k+1一起输入卡尔曼滤波器中,卡尔曼滤波器会根据θ k和ω k+1输出一个预测值,这个预测值就是偏航角度差θ k+1。其中,θ k为卡尔曼滤波器在上一时刻输出的偏航角度差,ω k+1可以认为是卡尔曼滤波器的高斯白噪声。将θ k、和ω k+1作为卡尔曼滤波器的输入,卡尔曼滤波器会输出下一时刻的偏航角度差的预测值θ k+1In this embodiment, when the yaw angle difference is determined by the Kalman filter, θ k and ω k+1 in the above formula (1) are input into the Kalman filter together, and the Kalman filter will be based on θ k And ω k+1 output a predicted value, this predicted value is the yaw angle difference θ k+1 . Among them, θ k is the yaw angle difference output by the Kalman filter at the previous moment, and ω k+1 can be regarded as the Gaussian white noise of the Kalman filter. Taking θ k and ω k+1 as the input of the Kalman filter, the Kalman filter will output the predicted value θ k+1 of the yaw angle difference at the next moment.
可选的,基于测量的偏航角度差对确定的偏航角度差进行优化时,可以通过上述实施例得到的偏航角度差的预测值θ k+1,以及将角度测量模块测量得到的角度值或者是IMU测量得到的角速度的积分值作为测量值输入卡尔曼滤波器,使卡尔曼滤波器根据预测值θ k+1和测量值对预测值θ k+1进行更新,将更新后的θ k+1作为偏航角度差,从而对卡尔曼滤波器输出的偏航角度差的预测值θ k+1进行进一步优化,以得到精度更高的偏航角度差。 Optionally, when optimizing the determined yaw angle difference based on the measured yaw angle difference, the predicted value θ k+1 of the yaw angle difference obtained by the foregoing embodiment, and the angle measured by the angle measurement module [theta] values or the IMU is measured as the integrated value of the angular speed measurement value input Kalman filter, the Kalman filter so that a prediction value θ k + 1 is updated in accordance with the predicted value θ k + 1, and the measured values, will be updated k+1 is used as the yaw angle difference, so that the predicted value θ k+1 of the yaw angle difference output by the Kalman filter is further optimized to obtain a more accurate yaw angle difference.
可选的,确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;获取所述旋转视觉模块进行旋转的角速度;获取所述惯性测量单元的偏置量;基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量,确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, determining the yaw angle difference between the rotation vision module and the fuselage includes: acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment; acquiring the rotation vision The angular velocity at which the module rotates; the offset of the inertial measurement unit is obtained; based on the yaw angle difference between the rotating vision module and the fuselage at the current moment, the angular velocity at which the rotating vision module rotates, and the inertia The offset of the measuring unit determines the yaw angle difference between the rotating vision module and the fuselage.
可选的,所述基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:将所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, the determining the deviation between the rotation vision module and the body based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates The heading angle difference includes: inputting the yaw angle difference between the rotating vision module and the fuselage at the current moment, the angular velocity of the rotating vision module and the offset of the inertial measurement unit respectively into Kalman filter The output of the Kalman filter is used to determine the yaw angle difference between the rotating vision module and the fuselage.
在上述实施例的基础上,至少基于旋转视觉模块与机身在当前时刻的偏航角度差和旋转视觉模块进行旋转的角速度,确定旋转视觉模块与机身之间的偏航角度差,可以是按照如下公式(2)确定:On the basis of the foregoing embodiment, the yaw angle difference between the rotating vision module and the fuselage is determined based on at least the yaw angle difference between the rotating vision module and the fuselage at the current moment and the angular velocity of the rotating vision module rotating, which may be Determine according to the following formula (2):
θ k+1=θ k+(ω k+1-b w|k+1)Δt;  (2) θ k+1k +(ω k+1 -b w|k+1 )Δt; (2)
式(2)中,θ k+1是卡尔曼滤波器预测的下一时刻的旋转视觉模块与机身之间的偏航角度差,ω k+1为旋转视觉模块进行旋转的角速度,θ k为卡尔曼滤波器预测的当前时刻的旋转视觉模块与机身之间的偏航角度差,Δt是IMU的更新时间,例如IMU的更新频率为400HZ,那么Δt=1000/400=2.5ms,b w|k+1是IMU的偏置量bias,b w|k+1=b w|kIn formula (2), θ k+1 is the yaw angle difference between the rotating vision module and the fuselage at the next moment predicted by the Kalman filter, ω k+1 is the angular velocity at which the rotating vision module rotates, θ k The yaw angle difference between the rotating vision module and the fuselage at the current moment predicted by the Kalman filter, Δt is the update time of the IMU, for example, the update frequency of the IMU is 400HZ, then Δt=1000/400=2.5ms, b w|k+1 is the bias of the IMU, b w|k+1 = b w|k .
上述公式(2)可以写成如下矩阵形式:The above formula (2) can be written in the following matrix form:
Figure PCTCN2019108862-appb-000001
Figure PCTCN2019108862-appb-000001
式(3)中,θ k和b ω|k为卡尔曼滤波器在上一时刻输出的偏航角度差和偏置量,ω k+1·Δt可以认为是卡尔曼滤波器的高斯白噪声。将θ k、b ω|k和ω k+1·Δt作为卡尔曼滤波器的输入,卡尔曼滤波器会输出下一时刻的偏航角度差和偏置量的预测值,θ k+1和b ω|k+1,b ω是以一个缓慢的速度发生变化,故可以认为是一个恒定值。 In formula (3), θ k and b ω|k are the yaw angle difference and offset output by the Kalman filter at the previous moment, and ω k+1 ·Δt can be regarded as the Gaussian white noise of the Kalman filter . Taking θ k , b ω|k and ω k+1 ·Δt as the input of the Kalman filter, the Kalman filter will output the predicted value of the yaw angle difference and the offset at the next moment, θ k+1 and b ω|k+1 , b ω changes at a slow speed, so it can be regarded as a constant value.
可选的,在通过卡尔曼滤波器得到偏航角度差之后,本实施例的方法还包括包括:获取角度测量模块测量的旋转视觉模块与机身之间的偏航角度差;基于测量的偏航角度差对确定的偏航角度差进行优化。具体的,是通过上述第一种实施方式或第二种实施方式测量得到的偏航角度差作为测量值,对卡尔曼滤波器输出的偏航角度差的预测值进行优化,从而得到更为精确的偏航角度差。例如,将通过上述实施例得到的偏航角度差的预测值θ k+1,以及将角度测量模块测量得到的角度值或者是IMU测量得到的角速度的积分值作为测量值输入卡尔曼滤波器,使卡尔曼滤波器根据预测值θ k+1和测量值对预测值θ k+1进行更新,将更新后的θ k+1作为偏航角度差,从而对卡尔曼滤波器输出的偏航角度差的预测值θ k+1进行进一步优化,以得到精度更高的偏航角度差。 Optionally, after obtaining the yaw angle difference through the Kalman filter, the method of this embodiment further includes: obtaining the yaw angle difference between the rotating vision module and the fuselage measured by the angle measurement module; The heading angle difference optimizes the determined yaw angle difference. Specifically, the yaw angle difference measured by the above-mentioned first embodiment or the second embodiment is used as the measured value, and the predicted value of the yaw angle difference output by the Kalman filter is optimized to obtain more accurate The yaw angle is poor. For example, the predicted value θ k+1 of the yaw angle difference obtained through the above embodiment, and the angle value measured by the angle measurement module or the integral value of the angular velocity measured by the IMU are input as the measured value to the Kalman filter, that the Kalman filter prediction value θ k + 1 is updated in accordance with the predicted value θ k + 1, and the measured value, the updated θ k + 1 as the yaw angle difference, so that the output of the yaw angle of the Kalman filter The predicted value of the difference θ k+1 is further optimized to obtain a more accurate yaw angle difference.
在上述实施例的基础上,基于偏航角度差,确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,包括:确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的目标平移关系;确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的目标旋转关系;基于目标旋转关系和目标平移关系确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系。On the basis of the foregoing embodiment, based on the yaw angle difference, determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the reference coordinate system of the rotating vision module and the fixed vision module The target translation relationship between the reference coordinate systems; determine the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module; determine the reference coordinate system of the rotation vision module based on the target rotation relationship and the target translation relationship The conversion relationship with the reference coordinate system of the fixed vision module.
可选的,确定旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系,包括:确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系;确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系;确定所述旋转视觉 模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系;基于所述第一旋转关系、所述第二旋转关系和所述第三旋转关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系。Optionally, determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module The first rotation relationship; determine the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; determine the third rotation relationship between the rotation vision module coordinate system and the fixed vision module coordinate system Rotation relationship; determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the first rotation relationship, the second rotation relationship, and the third rotation relationship .
可选的,所述第三旋转关系是基于所述旋转视觉模块与所述机身之间的偏航角度差确定。Optionally, the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
本实施例中,如图3所示,假设固定视觉模块的坐标系为VIO 1坐标系,VIO 1坐标系的基准坐标系为NEG 1坐标系;旋转视觉模块的坐标系为VIO 2坐标系,VIO 2坐标系的基准坐标系为NEG 2坐标系,对于NEG 1坐标系和NEG 2坐标系的确定方式在前述实施例中已做介绍,此处不再赘述。 In this embodiment, as shown in Figure 3, it is assumed that the coordinate system of the fixed vision module is the VIO 1 coordinate system, the reference coordinate system of the VIO 1 coordinate system is the NEG 1 coordinate system; the coordinate system of the rotating vision module is the VIO 2 coordinate system, The reference coordinate system of the VIO 2 coordinate system is the NEG 2 coordinate system. The method for determining the NEG 1 coordinate system and the NEG 2 coordinate system has been introduced in the foregoing embodiment, and will not be repeated here.
可选的,旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系
Figure PCTCN2019108862-appb-000002
可以通过如下公式(4)来确定:
Optionally, the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module
Figure PCTCN2019108862-appb-000002
It can be determined by the following formula (4):
Figure PCTCN2019108862-appb-000003
Figure PCTCN2019108862-appb-000003
式(4)中,
Figure PCTCN2019108862-appb-000004
为VIO 1坐标系到NEG 1坐标系的旋转关系,可以基于固定视觉模块的VIO算法得到,其中VIO算法可以参见现有技术的介绍,本申请在此不做详细介绍;
Figure PCTCN2019108862-appb-000005
为VIO 2坐标系到NEG 2坐标系的旋转关系,可以基于旋转视觉模块和旋转机械结构上的IMU,并通过VIO算法计算得到,其中VIO算法可以参见现有技术的介绍,本申请在此不做详细介绍;
Figure PCTCN2019108862-appb-000006
为VIO 2坐标系到VIO 1坐标系的旋转关系,VIO 2坐标系到VIO 1坐标系的旋转关系
Figure PCTCN2019108862-appb-000007
是基于上述实施例确定的旋转视觉模块与机身之间的偏航角度差来确定的。具体的,
Figure PCTCN2019108862-appb-000008
是通过如下公式(5)确定的:
In formula (4),
Figure PCTCN2019108862-appb-000004
The rotation relationship between the VIO 1 coordinate system and the NEG 1 coordinate system can be obtained based on the VIO algorithm of the fixed vision module, where the VIO algorithm can be referred to the introduction of the prior art, which is not described in detail in this application;
Figure PCTCN2019108862-appb-000005
The rotation relationship between the VIO 2 coordinate system and the NEG 2 coordinate system can be calculated based on the IMU on the rotating vision module and the rotating mechanical structure and calculated by the VIO algorithm. The VIO algorithm can be referred to the introduction of the prior art. Make a detailed introduction;
Figure PCTCN2019108862-appb-000006
It is the rotation relationship from the VIO 2 coordinate system to the VIO 1 coordinate system, and the rotation relationship from the VIO 2 coordinate system to the VIO 1 coordinate system
Figure PCTCN2019108862-appb-000007
It is determined based on the yaw angle difference between the rotating vision module and the fuselage determined in the foregoing embodiment. specific,
Figure PCTCN2019108862-appb-000008
It is determined by the following formula (5):
Figure PCTCN2019108862-appb-000009
Figure PCTCN2019108862-appb-000009
式(5)中,θ z是旋转视觉模块与机身之间的偏航角度差,也就是通过上述三种实施方式确定的偏航角度差。也就是说,此处的偏航角度差可以是通过获取角度测量模块测量的旋转视觉模块与机身之间的偏航角度的差值得到的,也可以是通过获取惯性测量单元IMU测量的旋转视觉模块进行旋转的角速度以及对角速度进行积分得到的,还可以是通过卡尔曼滤波器确定的偏航角度差。可选的,偏航角度差是通过卡尔曼滤波器确定的偏航角度差时,可以是卡尔曼滤波器输出的预测值,还可以是卡尔曼滤波器输出的对预测值进行优化后的更新值。 In formula (5), θ z is the yaw angle difference between the rotating vision module and the fuselage, that is, the yaw angle difference determined by the above three implementations. In other words, the yaw angle difference here can be obtained by obtaining the difference between the yaw angle between the rotation vision module and the fuselage measured by the angle measurement module, or by obtaining the rotation measured by the inertial measurement unit IMU The angular velocity of the rotation of the vision module and the integration of the angular velocity can also be the yaw angle difference determined by the Kalman filter. Optionally, when the yaw angle difference is the yaw angle difference determined by the Kalman filter, it can be the predicted value output by the Kalman filter, or it can be an optimized update of the predicted value output by the Kalman filter. value.
可选的,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系,包括:确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系和第一平移关系;确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系和第二平移关系;确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系和第三平移关系;基于第一旋转关系、第一平移关系、第二旋转关系、第二平移关系、第三旋转关系和第三平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系。Optionally, determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module includes: determining the difference between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module Determine the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; determine the rotation vision module coordinate system and The third rotation relationship and the third translation relationship between the fixed vision module coordinate systems; based on the first rotation relationship, the first translation relationship, the second rotation relationship, the second translation relationship, the third rotation relationship, and the third translation relationship Determine the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
本实施例中,旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系 G1t G2可以通过如下公式(6)来确定: In this embodiment, the target translation relationship G1 t G2 between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module can be determined by the following formula (6):
Figure PCTCN2019108862-appb-000010
Figure PCTCN2019108862-appb-000010
式(6)中, V1t V2是VIO 2坐标系到VIO 1坐标系的平移关系,固定视觉模块和旋转视觉模块的旋转机械结构均是固定在机身上的,因此,VIO 2坐标系到VIO 1坐标系的平移关系可以根据固定视觉模块和旋转视觉模块的旋转机械结构的位置关系来确定,例如,若可移动平台是无人机,则可以通过无人机的设计图得到; G1t V1是VIO 1坐标系到NEG 1坐标系的平移关系,可以选取可移动平台的重心点为NEG 1坐标系的原点,视觉传感器的中心位置为VIO 1坐标系的原点,而无人机的重心点和视觉传感器的中心位置均为固定的,因此,可移动平台的重心点和视觉传感器的中心位置之间的位置关系也是固定的,若可移动平台是无人机,则可以通过无人机的设计图得到,或者通过VIO算法对通过无人机的设计图得到的 G1t V1进行进一步优化,以得到精确度更高的 G1t V1G2t V2是VIO 2坐标系到NEG 2坐标系的平移关系,可以通过选取旋转视觉模块的旋转中心点作为NEG 2坐标系的原点,而VIO 2坐标系原点在视觉传感器中心,旋转视觉模块的旋转中心点与视觉传感器中心之间的位置关系也是固定的,因此,可以通过可移动平台的设计图得到。 In formula (6), V1 t V2 is the translational relationship from the VIO 2 coordinate system to the VIO 1 coordinate system. The rotating mechanical structure of the fixed vision module and the rotating vision module are both fixed on the fuselage. Therefore, the VIO 2 coordinate system is The translational relationship of the VIO 1 coordinate system can be determined according to the positional relationship of the rotating mechanical structure of the fixed vision module and the rotating vision module. For example, if the movable platform is a drone, it can be obtained from the design drawing of the drone; G1 t V1 is the translational relationship from the VIO 1 coordinate system to the NEG 1 coordinate system. The center of gravity of the movable platform can be selected as the origin of the NEG 1 coordinate system, the center position of the vision sensor is the origin of the VIO 1 coordinate system, and the center of gravity of the drone The center position of the point and the vision sensor are fixed. Therefore, the positional relationship between the center of gravity of the movable platform and the center position of the vision sensor is also fixed. If the movable platform is a drone, it can be passed through the drone. G1 t V1 obtained from the UAV’s design drawing can be further optimized through the VIO algorithm to obtain a more accurate G1 t V1 ; G2 t V2 is the VIO 2 coordinate system to the NEG 2 coordinate system The translation relationship of the rotation vision module can be selected as the origin of the NEG 2 coordinate system, and the origin of the VIO 2 coordinate system is at the center of the vision sensor. The position relationship between the rotation center point of the rotation vision module and the center of the vision sensor is also Fixed, therefore, can be obtained from the design drawings of the movable platform.
可选的,基于转换关系,将旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系,包括:获取旋转视觉模块采集的机身的运动信息;将机身的运动信息输入卡尔曼滤波器,以通过卡尔曼滤 波器的输出确定机身的目标运动信息;基于转换关系,将所述机身的目标运动信息转换至所述固定视觉模块的基准坐标系。例如,固定视觉模块采集到机身的位置信息、姿态信息以及速度信息,则可以直接发送给无人机的飞行控制设备,而旋转视觉模块采集到的机身的位置信息、姿态信息以及速度信息是在NEG 2坐标系下的,需要先转换到NEG 1坐标系下,再发送给无人机的飞行控制设备。具体的,将旋转视觉模块采集到的NEG 2坐标系下的机身的位置信息、姿态信息以及速度信息转换到NEG 1坐标系下,可以通过如下公式(7)来实现: Optionally, based on the conversion relationship, converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module includes: acquiring the motion information of the fuselage collected by the rotating vision module; The movement information of is input into the Kalman filter to determine the target movement information of the fuselage through the output of the Kalman filter; based on the conversion relationship, the target movement information of the fuselage is converted to the reference coordinate system of the fixed vision module. For example, the position information, attitude information and speed information of the fuselage collected by the fixed vision module can be directly sent to the flight control equipment of the drone, while the position information, attitude information and speed information of the fuselage collected by the rotating vision module It is in the NEG 2 coordinate system and needs to be converted to the NEG 1 coordinate system before sending it to the flight control equipment of the UAV. Specifically, converting the position information, posture information, and speed information of the fuselage in the NEG 2 coordinate system collected by the rotating vision module to the NEG 1 coordinate system can be achieved by the following formula (7):
Figure PCTCN2019108862-appb-000011
Figure PCTCN2019108862-appb-000011
Figure PCTCN2019108862-appb-000012
Figure PCTCN2019108862-appb-000012
Figure PCTCN2019108862-appb-000013
Figure PCTCN2019108862-appb-000013
式(7)中,Δp 1代表在NEG 1坐标系下的位置信息变化量;Δp 2代表在NEG 2坐标系下的位置信息变化量;v 1代表在NEG 1坐标系下的速度;v 2代表在NEG 2坐标系下的速度;
Figure PCTCN2019108862-appb-000014
代表把旋转矩阵R的
Figure PCTCN2019108862-appb-000015
转换为四元数q,
Figure PCTCN2019108862-appb-000016
是四元数乘法符号,q 1代表在NEG 1坐标系下的姿态信息,q 2代表在NEG 2坐标系下的姿态信息。
In formula (7), Δp 1 represents the change of position information in the NEG 1 coordinate system; Δp 2 represents the change of position information in the NEG 2 coordinate system; v 1 represents the speed in the NEG 1 coordinate system; v 2 Represents the speed in the NEG 2 coordinate system;
Figure PCTCN2019108862-appb-000014
Represents the rotation matrix R
Figure PCTCN2019108862-appb-000015
Converted to a quaternion q,
Figure PCTCN2019108862-appb-000016
Is a quaternion multiplication symbol, q 1 represents the posture information in the NEG 1 coordinate system, and q 2 represents the posture information in the NEG 2 coordinate system.
可选的,在上述公式(7)中,还可以将NEG 2坐标系下的位置信息、姿态信息和速度信息分别输入卡尔曼滤波器,以得到更为精确的位置信息、姿态信息和速度信息,再通过上述公式(7)转换至NEG 1坐标系下。 Optionally, in the above formula (7), the position information, attitude information, and speed information in the NEG 2 coordinate system can also be input into the Kalman filter to obtain more accurate position information, attitude information, and speed information. , And then converted to NEG 1 coordinate system through the above formula (7).
可选的,在上述公式(7)中,还可以先通过上述公式(7)将NEG 2坐标系下的位置信息、姿态信息和速度信息转换至NEG 1坐标系下后,再将转换至NEG 1坐标系下的位置信息、姿态信息和速度信息分别输入卡尔曼滤波器,以得到更为精确的位置信息、姿态信息和速度信息。 Optionally, in the above formula (7), the position information, attitude information, and speed information in the NEG 2 coordinate system can be converted to the NEG 1 coordinate system through the above formula (7), and then converted to NEG 1 The position information, attitude information and speed information in the coordinate system are respectively input to the Kalman filter to obtain more accurate position information, attitude information and speed information.
可选的,基于转换关系,将旋转视觉模块采集的机身的运动信息转换至固定视觉模块的基准坐标系,包括:若旋转视觉模块进行旋转的角速度小于预设角速度,基于转换关系,将旋转视觉模块采集的机身的运动信息转换至固定视觉模块的基准坐标系;若旋转视觉模块进行旋转的角速度大于或等于预设角速度,基于预设算法确定机身的运动信息。具体的,若旋转视觉模块进行旋转的角速度小于预设角速度,例如,旋转视觉模块在进行360度旋转时,旋转的速度较慢(小于预设角速度)或者是朝向固定方 向保持不变的时候,则则采用松耦合策略,即通过上述方法实施例确定的NEG 1和NEG 2之间的坐标系转换关系,将旋转视觉模块采集的机身的运动信息转换至固定视觉模块的基准坐标系NEG 1下,再发送给无人机的飞行控制设备。若旋转视觉模块旋转的角速度较大,比如360度快速扫描(旋转的角速度大于预设角速度),或者是调整朝向的时候,则采用松耦合策略,即旋转视觉模块通过IMU获取旋转关系R,再使用VO算法(例如PNP算法)计算速度位置关系。 Optionally, based on the conversion relationship, converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module includes: if the angular velocity of the rotation of the rotating vision module is less than the preset angular velocity, based on the conversion relationship, rotate The motion information of the fuselage collected by the vision module is converted to the reference coordinate system of the fixed vision module; if the angular velocity of the rotation of the rotating vision module is greater than or equal to the preset angular velocity, the motion information of the fuselage is determined based on the preset algorithm. Specifically, if the rotational angular velocity of the rotation vision module is less than the preset angular velocity, for example, when the rotational vision module rotates 360 degrees, the rotation speed is slower (less than the preset angular velocity) or the orientation remains unchanged in a fixed direction. Then, the loose coupling strategy is adopted, that is , the coordinate system conversion relationship between NEG 1 and NEG 2 determined by the above method embodiment, and the motion information of the fuselage collected by the rotating vision module is converted to the reference coordinate system NEG 1 of the fixed vision module. And then send it to the flight control equipment of the UAV. If the rotational angular velocity of the rotation vision module is large, such as 360-degree rapid scanning (the angular velocity of rotation is greater than the preset angular velocity), or when the orientation is adjusted, the loose coupling strategy is adopted, that is, the rotation vision module obtains the rotation relationship R through the IMU, and then Use VO algorithm (such as PNP algorithm) to calculate the velocity position relationship.
本实施例能够根据旋转视觉模块的运动状态自适应调整不同的算法策略,整个的算法更加稳定鲁棒。In this embodiment, different algorithm strategies can be adaptively adjusted according to the motion state of the rotation vision module, and the entire algorithm is more stable and robust.
本申请实施例提供一种可移动平台的定位装置。图4为本申请实施例提供的可移动平台的定位装置的结构图,如图4所示,可移动平台的定位装置40包括:存储器41和处理器42;所述存储器41用于存储程序代码;所述处理器42,调用所述程序代码,当程序代码被执行时,用于执行以下操作:确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,所述旋转视觉模块的基准坐标系是根据所述旋转视觉模块在初始化时刻下的姿态确定的,所述固定视觉模块的基准坐标系是所述机身的坐标系;基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系。对于可移动平台的结构可参见前述实施例的介绍,本实施例在此不做赘述。The embodiment of the present application provides a positioning device for a movable platform. FIG. 4 is a structural diagram of a positioning device for a movable platform provided by an embodiment of the application. As shown in FIG. 4, the positioning device 40 for a movable platform includes a memory 41 and a processor 42; the memory 41 is used to store program codes The processor 42, calls the program code, when the program code is executed, is used to perform the following operations: determine the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, the The reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization, the reference coordinate system of the fixed vision module is the coordinate system of the fuselage; based on the conversion relationship, the The motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module. For the structure of the movable platform, reference may be made to the introduction of the foregoing embodiment, and this embodiment will not be repeated here.
可选的,处理器42在确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系时,具体用于:确定所述旋转视觉模块与所述机身之间的偏航角度差;基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。Optionally, when the processor 42 determines the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the rotation vision module and the body Based on the yaw angle difference, determine the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
可选的,所述处理器42在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;获取所述旋转视觉模块进行旋转的角速度;至少基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋转视觉模块进行旋转的角速度,确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, when the processor 42 determines the yaw angle difference between the rotation vision module and the fuselage, it is specifically configured to: obtain the deviation between the rotation vision module and the fuselage at the current moment. Heading angle difference; acquiring the angular velocity of the rotation of the rotation vision module; determining the rotation based at least on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module The yaw angle difference between the vision module and the fuselage.
可选的,所述处理器42在基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:将所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋转视觉模块进行旋转的角速度分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, the processor 42 determines the rotation vision module and the body based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates. When the yaw angle difference between, it is specifically used to: input the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation vision module to the Kalman filter respectively to The yaw angle difference between the rotating vision module and the fuselage is determined by the output of the Kalman filter.
可选的,所述机身上设置有惯性测量单元;所述处理器在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;获取所述旋转视觉模块进行旋转的角速度;获取所述惯性测量单元的偏置量;基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量,确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, an inertial measurement unit is provided on the fuselage; when determining the yaw angle difference between the rotation vision module and the fuselage, the processor is specifically configured to: obtain the rotation vision module The yaw angle difference with the fuselage at the current time; obtain the angular velocity at which the rotation vision module rotates; obtain the offset of the inertial measurement unit; based on the rotation vision module and the fuselage at the current time The yaw angle difference between the rotating vision module, the angular velocity at which the rotating vision module rotates, and the offset of the inertial measurement unit determine the yaw angle difference between the rotating vision module and the fuselage.
可选的,所述处理器42在基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:将所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。Optionally, the processor 42 determines the rotation vision module and the body based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates. When the yaw angle difference between, it is specifically used to: compare the yaw angle difference between the rotation vision module and the fuselage at the current moment, the angular velocity at which the rotation vision module rotates and the yaw angle of the inertial measurement unit The settings are respectively input to the Kalman filter, so as to determine the yaw angle difference between the rotating vision module and the fuselage through the output of the Kalman filter.
可选的,所述机身上还设置有角度测量模块;所述处理器42还用于:获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度差;基于测量的偏航角度差对确定的偏航角度差进行优化。Optionally, an angle measurement module is further provided on the fuselage; the processor 42 is further configured to obtain the yaw angle difference between the rotation vision module and the fuselage measured by the angle measurement module ; Optimize the determined yaw angle difference based on the measured yaw angle difference.
可选的,所述处理器42在基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系时,具体用于:确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系;确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系;基于所述目标旋转关系和所述目标平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。Optionally, when the processor 42 determines the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the yaw angle difference, it is specifically configured to: determine The target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module; determining the target between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module Rotation relationship; determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the target rotation relationship and the target translation relationship.
可选的,所述处理器42在确定所述旋转视觉模块的基准坐标系与所 述固定视觉模块的基准坐标系之间的目标旋转关系时,具体用于:确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系;确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系;确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系;基于所述第一旋转关系、所述第二旋转关系和所述第三旋转关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系。Optionally, when the processor 42 determines the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the fixed vision module coordinate system and the fixed vision module coordinate system. The first rotation relationship between the reference coordinate system of the fixed vision module; the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; the determination of the rotation vision module coordinate system and the reference coordinate system The third rotation relationship between the fixed vision module coordinate systems; the reference coordinate system of the rotation vision module and the fixed vision are determined based on the first rotation relationship, the second rotation relationship, and the third rotation relationship The target rotation relationship between the reference coordinate systems of the module.
可选的,所述处理器42在确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系时,具体用于:确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系和第一平移关系;确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系和第二平移关系;确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系和第三平移关系;基于第一旋转关系、第一平移关系、第二旋转关系、第二平移关系、第三旋转关系和第三平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系。Optionally, when the processor 42 determines the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module, it is specifically configured to: determine the fixed vision module coordinate system and the fixed vision module coordinate system. The first rotation relationship and the first translation relationship between the reference coordinate system of the fixed vision module; determining the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module; Determine the third rotation relationship and the third translation relationship between the rotating vision module coordinate system and the fixed vision module coordinate system; based on the first rotation relationship, the first translation relationship, the second rotation relationship, and the second translation relationship, The third rotation relationship and the third translation relationship determine the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module.
可选的,所述第三旋转关系是基于所述旋转视觉模块与所述机身之间的偏航角度差确定。Optionally, the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
可选的,所述处理器42在基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系时,具体用于:获取所述旋转视觉模块采集的所述机身的运动信息;将所述机身的运动信息输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述机身的目标运动信息;Optionally, when the processor 42 converts the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship, it is specifically configured to: The motion information of the fuselage collected by the rotating vision module; input the motion information of the fuselage into a Kalman filter to determine the target motion information of the fuselage through the output of the Kalman filter;
基于所述转换关系,将所述机身的目标运动信息转换至所述固定视觉模块的基准坐标系。Based on the conversion relationship, the target motion information of the fuselage is converted to the reference coordinate system of the fixed vision module.
可选的,所述处理器42在基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系时,具体用于:若所述旋转视觉模块进行旋转的角速度小于预设角速度,基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系;若所述旋转视觉模块进行旋转的角速度大于 或等于预设角速度,基于预设算法确定所述机身的运动信息。Optionally, when the processor 42 converts the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship, it is specifically configured to: The angular velocity of the rotation of the rotating vision module is less than the preset angular velocity, and based on the conversion relationship, the movement information of the fuselage collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module; The angular velocity at which the vision module rotates is greater than or equal to the preset angular velocity, and the motion information of the fuselage is determined based on the preset algorithm.
可选的,所述机身上还设置有惯性测量单元;所述处理器在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:获取所述惯性测量单元测量的所述旋转视觉模块进行旋转的角速度;基于所述角速度进行积分得到所述偏航角度差。Optionally, an inertial measurement unit is further provided on the fuselage; when the processor determines the yaw angle difference between the rotating vision module and the fuselage, it is specifically configured to: obtain the inertial measurement The angular velocity of the rotation of the rotation vision module measured by the unit; the yaw angle difference is obtained by integrating based on the angular velocity.
可选的,所述机身上还设置有角度测量模块;所述处理器42在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度的差值;将所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度的差值,作为所述偏航角度差。Optionally, an angle measurement module is further provided on the fuselage; when the processor 42 determines the yaw angle difference between the rotation vision module and the fuselage, it is specifically configured to: obtain the angle The difference in the yaw angle between the rotating vision module and the fuselage measured by the measuring module; the difference in the yaw angle between the rotating vision module and the fuselage measured by the angle measuring module Value as the yaw angle difference.
可选的,所述处理器42在基于所述旋转视觉模块的坐标系与世界坐标系之间的转换关系,将所述旋转视觉模块采集的所述机身的运动信息进行转换之后,还用于:基于转换后的所述机身的运动信息对所述机身进行定位。Optionally, after the processor 42 converts the motion information of the fuselage collected by the rotation vision module based on the conversion relationship between the coordinate system of the rotation vision module and the world coordinate system, it also uses Yu: positioning the fuselage based on the converted motion information of the fuselage.
可选的,所述运动信息至少包括:机身的位移信息、姿态信息和速度信息中的至少一项。Optionally, the motion information at least includes: at least one of displacement information, attitude information, and speed information of the fuselage.
可选的,本实施例还可以包括通讯接口43,用于实现处理器42与外部设备之间的通讯,例如,用于实现处理器42与旋转视觉模块之间的数据传输。Optionally, this embodiment may further include a communication interface 43 for implementing communication between the processor 42 and an external device, for example, for implementing data transmission between the processor 42 and the rotation vision module.
本申请实施例提供的可移动平台的定位装置的具体原理和实现方式均与上述实施例类似,此处不再赘述。The specific principles and implementation manners of the positioning device for the movable platform provided in the embodiments of the present application are similar to the foregoing embodiments, and will not be repeated here.
本实施例通过旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,旋转视觉模块的基准坐标系是根据旋转视觉模块在初始化时刻下的姿态确定的,固定视觉模块的基准坐标系是机身的坐标系;基于转换关系,将旋转视觉模块采集的运动信息转换至固定视觉模块的基准坐标系。通过利用机身上已有的旋转视觉模块和固定视觉模块,确定机身的坐标系和旋转视觉模块的基准坐标系之间的坐标系的转换关系,进而再将旋转视觉模块采集到的可移动平台的运动信息转换至机身的坐标系下,从而实现对可移动平台的定位。This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization. The reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module. By using the existing rotating vision module and fixed vision module on the fuselage, the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module The movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
本申请实施例还提供一种可移动平台,包括:机身;动力系统,安装在所述机身,用于提供运动动力;The embodiment of the present application also provides a movable platform, including: a fuselage; a power system, installed on the fuselage, for providing motion power;
旋转视觉模块、固定视觉模块,用于采集所述机身的运动信息;以及如上述实施例介绍的定位装置。可选的,所述可移动平台是拍摄设备、无人机、无人驾驶车辆、AR眼镜、VR眼镜、智能终端、机器人中的任一项。The rotating vision module and the fixed vision module are used to collect the motion information of the body; and the positioning device described in the above embodiment. Optionally, the movable platform is any one of photographing equipment, drones, unmanned vehicles, AR glasses, VR glasses, smart terminals, and robots.
本实施例的可移动平台可以是上述实施例介绍的可移动平台,可移动平台的定位装置可以是如图4介绍的定位装置,该定位装置可用于执行上述方法实施例的技术方案,其实现原理和技术效果类似,此处不再赘述。The movable platform of this embodiment may be the movable platform described in the above embodiment, and the positioning device of the movable platform may be the positioning device described in FIG. 4, and the positioning device may be used to implement the technical solutions of the above method embodiments. The principle and technical effect are similar, so I won't repeat them here.
本实施例通过旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,旋转视觉模块的基准坐标系是根据旋转视觉模块在初始化时刻下的姿态确定的,固定视觉模块的基准坐标系是机身的坐标系;基于转换关系,将旋转视觉模块采集的运动信息转换至固定视觉模块的基准坐标系。通过利用机身上已有的旋转视觉模块和固定视觉模块,确定机身的坐标系和旋转视觉模块的基准坐标系之间的坐标系的转换关系,进而再将旋转视觉模块采集到的可移动平台的运动信息转换至机身的坐标系下,从而实现对可移动平台的定位。This embodiment uses the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotating vision module is determined according to the posture of the rotating vision module at the time of initialization. The reference coordinate system is the coordinate system of the fuselage; based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module. By using the existing rotating vision module and fixed vision module on the fuselage, the coordinate system conversion relationship between the coordinate system of the fuselage and the reference coordinate system of the rotating vision module is determined, and then the movable vision module collected by the rotating vision module The movement information of the platform is converted to the coordinate system of the fuselage, so as to realize the positioning of the movable platform.
另外,本实施例还提供一种计算机可读存储介质,其上存储有计算机程序,所述计算机程序被处理器执行以实现上述实施例所述的可移动平台的定位方法。In addition, this embodiment also provides a computer-readable storage medium on which a computer program is stored, and the computer program is executed by a processor to implement the positioning method of the movable platform described in the foregoing embodiment.
在本申请所提供的几个实施例中,应该理解到,所揭露的装置和方法,可以通过其它的方式实现。例如,以上所描述的装置实施例仅仅是示意性的,例如,所述单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通信连接可以是通过一些接口,装置或单元的间接耦合或通信连接,可以是电性,机械或其它的形式。In the several embodiments provided in this application, it should be understood that the disclosed device and method can be implemented in other ways. For example, the device embodiments described above are merely illustrative, for example, the division of the units is only a logical function division, and there may be other divisions in actual implementation, for example, multiple units or components may be combined or It can be integrated into another system, or some features can be ignored or not implemented. In addition, the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的 部分或者全部单元来实现本实施例方案的目的。The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units can be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
另外,在本申请各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用硬件加软件功能单元的形式实现。In addition, the functional units in the various embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware, or may be implemented in the form of hardware plus software functional units.
上述以软件功能单元的形式实现的集成的单元,可以存储在一个计算机可读取存储介质中。上述软件功能单元存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)或处理器(processor)执行本申请各个实施例所述方法的部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(Read-Only Memory,ROM)、随机存取存储器(Random Access Memory,RAM)、磁碟或者光盘等各种可以存储程序代码的介质。The above-mentioned integrated unit implemented in the form of a software functional unit may be stored in a computer readable storage medium. The above-mentioned software functional unit is stored in a storage medium, and includes several instructions to make a computer device (which can be a personal computer, a server, or a network device, etc.) or a processor to execute the method described in each embodiment of the present application. Part of the steps. The aforementioned storage media include: U disk, mobile hard disk, read-only memory (Read-Only Memory, ROM), random access memory (Random Access Memory, RAM), magnetic disk or optical disk and other media that can store program code .
本领域技术人员可以清楚地了解到,为描述的方便和简洁,仅以上述各功能模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能模块完成,即将装置的内部结构划分成不同的功能模块,以完成以上描述的全部或者部分功能。上述描述的装置的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that for the convenience and conciseness of the description, only the division of the above-mentioned functional modules is used as an example for illustration. In practical applications, the above-mentioned functions can be allocated by different functional modules as required, namely, the device The internal structure is divided into different functional modules to complete all or part of the functions described above. For the specific working process of the device described above, reference may be made to the corresponding process in the foregoing method embodiment, which will not be repeated here.
最后应说明的是:以上各实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述各实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分或者全部技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the application, not to limit them; although the application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: It is still possible to modify the technical solutions described in the foregoing embodiments, or equivalently replace some or all of the technical features; and these modifications or replacements do not make the essence of the corresponding technical solutions deviate from the technical solutions of the embodiments of the present application. range.

Claims (41)

  1. 一种可移动平台的定位方法,其特征在于,所述可移动平台包括旋转视觉模块、固定视觉模块和机身;A positioning method for a movable platform, wherein the movable platform includes a rotating vision module, a fixed vision module, and a body;
    所述方法包括:The method includes:
    确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系,所述旋转视觉模块的基准坐标系是根据所述旋转视觉模块在初始化时刻下的姿态确定的,所述固定视觉模块的基准坐标系是所述机身的坐标系;Determine the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module, the reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization , The reference coordinate system of the fixed vision module is the coordinate system of the fuselage;
    基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系。Based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  2. 根据权利要求1所述的方法,其特征在于,所述旋转视觉模块和所述固定视觉模块均安装在所述机身上;The method according to claim 1, wherein the rotating vision module and the fixed vision module are both installed on the body;
    所述旋转视觉模块围绕所述机身的Z轴旋转。The rotating vision module rotates around the Z axis of the fuselage.
  3. 根据权利要求2所述的方法,其特征在于,所述确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系,包括:The method according to claim 2, wherein the determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module comprises:
    确定所述旋转视觉模块与所述机身之间的偏航角度差;Determining the yaw angle difference between the rotating vision module and the fuselage;
    基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。Based on the yaw angle difference, a conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined.
  4. 根据权利要求3所述的方法,其特征在于,所述确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The method according to claim 3, wherein the determining the yaw angle difference between the rotating vision module and the fuselage comprises:
    获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment;
    获取所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotation vision module;
    至少基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋转视觉模块进行旋转的角速度,确定所述旋转视觉模块与所述机身之间的偏航角度差。Determine the yaw angle difference between the rotation vision module and the fuselage based at least on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity at which the rotation vision module rotates.
  5. 根据权利要求4所述的方法,其特征在于,所述基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The method according to claim 4, wherein the rotation vision module is determined based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates The yaw angle difference with the fuselage includes:
    将所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋 转视觉模块进行旋转的角速度分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。The yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module are respectively input to the Kalman filter to determine the rotation through the output of the Kalman filter The yaw angle difference between the vision module and the fuselage.
  6. 根据权利要求5所述的方法,其特征在于,所述机身上设置有惯性测量单元;The method according to claim 5, wherein an inertial measurement unit is provided on the fuselage;
    所述确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The determining the yaw angle difference between the rotating vision module and the fuselage includes:
    获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment;
    获取所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotation vision module;
    获取所述惯性测量单元的偏置量;Obtaining the offset of the inertial measurement unit;
    基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量,确定所述旋转视觉模块与所述机身之间的偏航角度差。Based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, the angular velocity at which the rotation vision module rotates, and the offset of the inertial measurement unit, the rotation vision module and the aircraft are determined The yaw angle difference between the bodies.
  7. 根据权利要求6所述的方法,其特征在于,所述基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The method according to claim 6, wherein the rotation vision module is determined based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates The yaw angle difference with the fuselage includes:
    将所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。The yaw angle difference between the rotating vision module and the fuselage at the current moment, the angular velocity at which the rotating vision module rotates, and the offset of the inertial measurement unit are respectively input to the Kalman filter to pass the The output of the Kalman filter determines the yaw angle difference between the rotating vision module and the fuselage.
  8. 根据权利要求5或7所述的方法,其特征在于,所述机身上还设置有角度测量模块;The method according to claim 5 or 7, characterized in that an angle measurement module is further provided on the fuselage;
    所述方法还包括:The method also includes:
    获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage measured by the angle measurement module;
    基于测量的偏航角度差对确定的偏航角度差进行优化。The determined yaw angle difference is optimized based on the measured yaw angle difference.
  9. 根据权利要求7所述的方法,其特征在于,所述方法还包括:The method according to claim 7, wherein the method further comprises:
    获取所述惯性测量单元测量的所述旋转视觉模块与所述机身之间的偏航角度差;Acquiring the yaw angle difference between the rotating vision module and the fuselage measured by the inertial measurement unit;
    基于测量的偏航角度差对确定的偏航角度差进行优化。The determined yaw angle difference is optimized based on the measured yaw angle difference.
  10. 根据权利要求3-7任一项所述的方法,其特征在于,所述基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块 的基准坐标系之间的转换关系,包括:The method according to any one of claims 3-7, wherein the determination is based on the yaw angle difference between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module. The conversion relationship includes:
    确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系;Determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module;
    确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系;Determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module;
    基于所述目标旋转关系和所述目标平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。A conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined based on the target rotation relationship and the target translation relationship.
  11. 根据权利要求10所述的方法,其特征在于,所述确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系,包括:The method according to claim 10, wherein the determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module comprises:
    确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系;Determining the first rotational relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module;
    确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系;Determining the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module;
    确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系;Determining a third rotational relationship between the rotating vision module coordinate system and the fixed vision module coordinate system;
    基于所述第一旋转关系、所述第二旋转关系和所述第三旋转关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系。The target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined based on the first rotation relationship, the second rotation relationship, and the third rotation relationship.
  12. 根据权利要求10所述的方法,其特征在于,所述确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系,包括:The method according to claim 10, wherein the determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module comprises:
    确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系和第一平移关系;Determining the first rotation relationship and the first translation relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module;
    确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系和第二平移关系;Determining the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module;
    确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系和第三平移关系;Determining a third rotation relationship and a third translation relationship between the rotating vision module coordinate system and the fixed vision module coordinate system;
    基于第一旋转关系、第一平移关系、第二旋转关系、第二平移关系、第三旋转关系和第三平移关系确定所述旋转视觉模块的基准坐标系与所 述固定视觉模块的基准坐标系之间的目标平移关系。Determine the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the first rotation relationship, the first translation relationship, the second rotation relationship, the second translation relationship, the third rotation relationship, and the third translation relationship The target translation relationship between.
  13. 根据权利要求11或12所述的方法,其特征在于,所述第三旋转关系是基于所述旋转视觉模块与所述机身之间的偏航角度差确定。The method according to claim 11 or 12, wherein the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
  14. 根据权利要求1所述的方法,其特征在于,所述基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系,包括:The method according to claim 1, wherein the converting the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship comprises:
    获取所述旋转视觉模块采集的所述机身的运动信息;Acquiring the motion information of the fuselage collected by the rotation vision module;
    将所述机身的运动信息输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述机身的目标运动信息;Inputting the motion information of the fuselage into a Kalman filter, so as to determine the target motion information of the fuselage through the output of the Kalman filter;
    基于所述转换关系,将所述机身的目标运动信息转换至所述固定视觉模块的基准坐标系。Based on the conversion relationship, the target motion information of the fuselage is converted to the reference coordinate system of the fixed vision module.
  15. 根据权利要求1所述的方法,其特征在于,所述基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系,包括:The method according to claim 1, wherein the converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship comprises:
    若所述旋转视觉模块进行旋转的角速度小于预设角速度,基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系;If the angular velocity of the rotation of the rotating vision module is less than the preset angular velocity, based on the conversion relationship, converting the motion information of the fuselage collected by the rotating vision module to the reference coordinate system of the fixed vision module;
    若所述旋转视觉模块进行旋转的角速度大于或等于预设角速度,基于预设算法确定所述机身的运动信息。If the rotational angular velocity of the rotation vision module is greater than or equal to the preset angular velocity, the motion information of the fuselage is determined based on the preset algorithm.
  16. 根据权利要求3所述的方法,其特征在于,所述机身上还设置有惯性测量单元;The method according to claim 3, wherein an inertial measurement unit is further provided on the fuselage;
    所述确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The determining the yaw angle difference between the rotating vision module and the fuselage includes:
    获取所述惯性测量单元测量的所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotating vision module measured by the inertial measurement unit;
    基于所述角速度进行积分得到所述偏航角度差。The yaw angle difference is obtained by integrating based on the angular velocity.
  17. 根据权利要求3所述的方法,其特征在于,所述机身上还设置有角度测量模块;The method according to claim 3, wherein an angle measurement module is further provided on the fuselage;
    所述确定所述旋转视觉模块与所述机身之间的偏航角度差,包括:The determining the yaw angle difference between the rotating vision module and the fuselage includes:
    获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度的差值;Acquiring the difference in the yaw angle between the rotation vision module and the fuselage measured by the angle measurement module;
    将所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏 航角度的差值,作为所述偏航角度差。The difference in the yaw angle between the rotating vision module and the fuselage measured by the angle measurement module is taken as the yaw angle difference.
  18. 根据权利要求1所述的方法,其特征在于,所述基于所述旋转视觉模块的坐标系与世界坐标系之间的转换关系,将所述旋转视觉模块采集的所述机身的运动信息进行转换之后,所述方法还包括:The method according to claim 1, characterized in that, based on the conversion relationship between the coordinate system of the rotation vision module and the world coordinate system, the movement information of the body collected by the rotation vision module is processed After the conversion, the method further includes:
    基于转换后的所述机身的运动信息对所述机身进行定位。Positioning the fuselage based on the converted motion information of the fuselage.
  19. 根据权利要求1、14、15或18所述的方法,其特征在于,所述运动信息至少包括:机身的位移信息、姿态信息和速度信息中的至少一项。The method according to claim 1, 14, 15 or 18, wherein the motion information includes at least one of: displacement information, attitude information, and speed information of the fuselage.
  20. 一种可移动平台的定位装置,其特征在于,所述可移动平台包括旋转视觉模块、固定视觉模块和机身;A positioning device for a movable platform, characterized in that the movable platform includes a rotating vision module, a fixed vision module and a body;
    所述定位装置包括:The positioning device includes:
    存储器和处理器;Memory and processor;
    所述存储器用于存储程序代码;The memory is used to store program codes;
    所述处理器,调用所述程序代码,当程序代码被执行时,用于执行以下操作:The processor calls the program code, and when the program code is executed, is used to perform the following operations:
    确定旋转视觉模块的基准坐标系与固定视觉模块的基准坐标系之间的转换关系,所述旋转视觉模块的基准坐标系是根据所述旋转视觉模块在初始化时刻下的姿态确定的,所述固定视觉模块的基准坐标系是所述机身的坐标系;Determine the conversion relationship between the reference coordinate system of the rotation vision module and the reference coordinate system of the fixed vision module. The reference coordinate system of the rotation vision module is determined according to the posture of the rotation vision module at the time of initialization. The reference coordinate system of the vision module is the coordinate system of the fuselage;
    基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系。Based on the conversion relationship, the motion information collected by the rotating vision module is converted to the reference coordinate system of the fixed vision module.
  21. 根据权利要求20所述的装置,其特征在于,所述旋转视觉模块和所述固定视觉模块均安装在所述机身上;The device according to claim 20, wherein the rotating vision module and the fixed vision module are both installed on the body;
    所述旋转视觉模块围绕所述机身的Z轴旋转。The rotating vision module rotates around the Z axis of the fuselage.
  22. 根据权利要求21所述的装置,其特征在于,所述处理器在确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系时,具体用于:The device according to claim 21, wherein the processor is specifically configured to: when determining the conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module:
    确定所述旋转视觉模块与所述机身之间的偏航角度差;Determining the yaw angle difference between the rotating vision module and the fuselage;
    基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。Based on the yaw angle difference, a conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined.
  23. 根据权利要求22所述的装置,其特征在于,所述处理器在确定 所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:The device according to claim 22, wherein the processor is specifically configured to: when determining the yaw angle difference between the rotating vision module and the fuselage:
    获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment;
    获取所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotation vision module;
    至少基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋转视觉模块进行旋转的角速度,确定所述旋转视觉模块与所述机身之间的偏航角度差。Determine the yaw angle difference between the rotation vision module and the fuselage based at least on the yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity at which the rotation vision module rotates.
  24. 根据权利要求23所述的装置,其特征在于,所述处理器在基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:23. The device according to claim 23, wherein the processor determines the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates. When rotating the yaw angle difference between the vision module and the fuselage, it is specifically used for:
    将所述旋转视觉模块与所述机身在当前时刻的偏航角度差和所述旋转视觉模块进行旋转的角速度分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述机身之间的偏航角度差。The yaw angle difference between the rotation vision module and the fuselage at the current moment and the angular velocity of the rotation of the rotation vision module are respectively input to the Kalman filter, so as to determine the rotation through the output of the Kalman filter The yaw angle difference between the vision module and the fuselage.
  25. 根据权利要求24所述的装置,其特征在于,所述机身上设置有惯性测量单元;The device according to claim 24, wherein an inertial measurement unit is provided on the body;
    所述处理器在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:When determining the yaw angle difference between the rotating vision module and the fuselage, the processor is specifically configured to:
    获取所述旋转视觉模块与所述机身在当前时刻的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage at the current moment;
    获取所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotation vision module;
    获取所述惯性测量单元的偏置量;Obtaining the offset of the inertial measurement unit;
    基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量,确定所述旋转视觉模块与所述机身之间的偏航角度差。Based on the yaw angle difference between the rotation vision module and the fuselage at the current moment, the angular velocity at which the rotation vision module rotates, and the offset of the inertial measurement unit, the rotation vision module and the aircraft are determined The yaw angle difference between the bodies.
  26. 根据权利要求25所述的装置,其特征在于,所述处理器在基于所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:The device according to claim 25, wherein the processor determines the yaw angle difference between the rotation vision module and the fuselage at the current moment, and the angular velocity at which the rotation vision module rotates. When rotating the yaw angle difference between the vision module and the fuselage, it is specifically used for:
    将所述旋转视觉模块与所述机身在当前时刻的偏航角度差、所述旋转视觉模块进行旋转的角速度和所述惯性测量单元的偏置量分别输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述旋转视觉模块与所述 机身之间的偏航角度差。The yaw angle difference between the rotation vision module and the fuselage at the current moment, the angular velocity at which the rotation vision module rotates, and the offset of the inertial measurement unit are respectively input to the Kalman filter to pass the The output of the Kalman filter determines the yaw angle difference between the rotating vision module and the fuselage.
  27. 根据权利要求24或26所述的装置,其特征在于,所述机身上还设置有角度测量模块;The device according to claim 24 or 26, wherein an angle measurement module is further provided on the fuselage;
    所述处理器还用于:The processor is also used for:
    获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度差;Acquiring the yaw angle difference between the rotation vision module and the fuselage measured by the angle measurement module;
    基于测量的偏航角度差对确定的偏航角度差进行优化。The determined yaw angle difference is optimized based on the measured yaw angle difference.
  28. 根据权利要求26所述的装置,其特征在于,所述处理器还用于:The device according to claim 26, wherein the processor is further configured to:
    获取所述惯性测量单元测量的所述旋转视觉模块与所述机身之间的偏航角度差;Acquiring the yaw angle difference between the rotating vision module and the fuselage measured by the inertial measurement unit;
    基于测量的偏航角度差对确定的偏航角度差进行优化。The determined yaw angle difference is optimized based on the measured yaw angle difference.
  29. 根据权利要求22-26任一项所述的装置,其特征在于,所述处理器在基于所述偏航角度差,确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系时,具体用于:The device according to any one of claims 22-26, wherein the processor is determining the reference coordinate system of the rotating vision module and the reference coordinate of the fixed vision module based on the yaw angle difference When converting the relationship between departments, it is specifically used for:
    确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系;Determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module;
    确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系;Determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module;
    基于所述目标旋转关系和所述目标平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的转换关系。A conversion relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined based on the target rotation relationship and the target translation relationship.
  30. 根据权利要求29所述的装置,其特征在于,所述处理器在确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系时,具体用于:The device according to claim 29, wherein the processor is specifically configured to: when determining the target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module:
    确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系;Determining the first rotational relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module;
    确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系;Determining the second rotation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module;
    确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系;Determining a third rotational relationship between the rotating vision module coordinate system and the fixed vision module coordinate system;
    基于所述第一旋转关系、所述第二旋转关系和所述第三旋转关系确定 所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标旋转关系。The target rotation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module is determined based on the first rotation relationship, the second rotation relationship, and the third rotation relationship.
  31. 根据权利要求29所述的装置,其特征在于,所述处理器在确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系时,具体用于:The device according to claim 29, wherein the processor is specifically configured to: when determining the target translation relationship between the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module:
    确定固定视觉模块坐标系与所述固定视觉模块的基准坐标系之间的第一旋转关系和第一平移关系;Determining the first rotation relationship and the first translation relationship between the fixed vision module coordinate system and the reference coordinate system of the fixed vision module;
    确定旋转视觉模块坐标系与所述旋转视觉模块的基准坐标系之间的第二旋转关系和第二平移关系;Determining the second rotation relationship and the second translation relationship between the rotation vision module coordinate system and the reference coordinate system of the rotation vision module;
    确定所述旋转视觉模块坐标系与所述固定视觉模块坐标系之间的第三旋转关系和第三平移关系;Determining a third rotation relationship and a third translation relationship between the rotating vision module coordinate system and the fixed vision module coordinate system;
    基于第一旋转关系、第一平移关系、第二旋转关系、第二平移关系、第三旋转关系和第三平移关系确定所述旋转视觉模块的基准坐标系与所述固定视觉模块的基准坐标系之间的目标平移关系。Determine the reference coordinate system of the rotating vision module and the reference coordinate system of the fixed vision module based on the first rotation relationship, the first translation relationship, the second rotation relationship, the second translation relationship, the third rotation relationship, and the third translation relationship The target translation relationship between.
  32. 根据权利要求30或31所述的装置,其特征在于,所述第三旋转关系是基于所述旋转视觉模块与所述机身之间的偏航角度差确定。The device according to claim 30 or 31, wherein the third rotation relationship is determined based on the yaw angle difference between the rotation vision module and the fuselage.
  33. 根据权利要求22所述的装置,其特征在于,所述处理器在基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系时,具体用于:The device according to claim 22, wherein the processor is specifically configured to convert the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship :
    获取所述旋转视觉模块采集的所述机身的运动信息;Acquiring the motion information of the fuselage collected by the rotation vision module;
    将所述机身的运动信息输入卡尔曼滤波器,以通过所述卡尔曼滤波器的输出确定所述机身的目标运动信息;Inputting the motion information of the fuselage into a Kalman filter, so as to determine the target motion information of the fuselage through the output of the Kalman filter;
    基于所述转换关系,将所述机身的目标运动信息转换至所述固定视觉模块的基准坐标系。Based on the conversion relationship, the target motion information of the fuselage is converted to the reference coordinate system of the fixed vision module.
  34. 根据权利要求22所述的装置,其特征在于,所述处理器在基于所述转换关系,将所述旋转视觉模块采集的运动信息转换至所述固定视觉模块的基准坐标系时,具体用于:The device according to claim 22, wherein the processor is specifically configured to convert the motion information collected by the rotating vision module to the reference coordinate system of the fixed vision module based on the conversion relationship :
    若所述旋转视觉模块进行旋转的角速度小于预设角速度,基于所述转换关系,将所述旋转视觉模块采集的所述机身的运动信息转换至所述固定视觉模块的基准坐标系;If the rotational angular velocity of the rotation vision module is less than the preset angular velocity, based on the conversion relationship, convert the motion information of the body collected by the rotation vision module to the reference coordinate system of the fixed vision module;
    若所述旋转视觉模块进行旋转的角速度大于或等于预设角速度,基于预设算法确定所述机身的运动信息。If the rotational angular velocity of the rotation vision module is greater than or equal to the preset angular velocity, the motion information of the fuselage is determined based on the preset algorithm.
  35. 根据权利要求23所述的装置,其特征在于,所述机身上还设置有惯性测量单元;The device according to claim 23, wherein an inertial measurement unit is further provided on the body;
    所述处理器在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:When determining the yaw angle difference between the rotating vision module and the fuselage, the processor is specifically configured to:
    获取所述惯性测量单元测量的所述旋转视觉模块进行旋转的角速度;Acquiring the angular velocity of the rotation of the rotating vision module measured by the inertial measurement unit;
    基于所述角速度进行积分得到所述偏航角度差。The yaw angle difference is obtained by integrating based on the angular velocity.
  36. 根据权利要求23所述的装置,其特征在于,所述机身上还设置有角度测量模块;The device according to claim 23, wherein an angle measurement module is further provided on the body;
    所述处理器在确定所述旋转视觉模块与所述机身之间的偏航角度差时,具体用于:When determining the yaw angle difference between the rotating vision module and the fuselage, the processor is specifically configured to:
    获取所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度的差值;Acquiring the difference in the yaw angle between the rotation vision module and the fuselage measured by the angle measurement module;
    将所述角度测量模块测量的所述旋转视觉模块与所述机身之间的偏航角度的差值,作为所述偏航角度差。The difference in the yaw angle between the rotating vision module and the fuselage measured by the angle measurement module is taken as the yaw angle difference.
  37. 根据权利要求22所述的装置,其特征在于,所述处理器在基于所述旋转视觉模块的坐标系与世界坐标系之间的转换关系,将所述旋转视觉模块采集的所述机身的运动信息进行转换之后,还用于:The device according to claim 22, wherein the processor converts the coordinates of the fuselage collected by the rotation vision module based on the conversion relationship between the coordinate system of the rotation vision module and the world coordinate system. After the movement information is converted, it is also used to:
    基于转换后的所述机身的运动信息对所述机身进行定位。Positioning the fuselage based on the converted motion information of the fuselage.
  38. 根据权利要求20、33、34或37所述的装置,其特征在于,所述运动信息至少包括:机身的位移信息、姿态信息和速度信息中的至少一项。The device according to claim 20, 33, 34 or 37, wherein the motion information includes at least one of: displacement information, attitude information, and speed information of the fuselage.
  39. 一种可移动平台,其特征在于,包括:A movable platform, characterized in that it comprises:
    机身;body;
    动力系统,安装在所述机身,用于提供运动动力;The power system is installed on the fuselage to provide movement power;
    旋转视觉模块、固定视觉模块,用于采集所述机身的运动信息;以及如权利要求20-38任一项所述的定位装置。The rotating vision module and the fixed vision module are used to collect movement information of the body; and the positioning device according to any one of claims 20-38.
  40. 根据权利要求39所述的可移动平台,其特征在于,所述可移动平台是拍摄设备、无人机、无人驾驶车辆、AR眼镜、VR眼镜、智能终端、机器人中的任一项。The movable platform according to claim 39, wherein the movable platform is any one of photographing equipment, drones, unmanned vehicles, AR glasses, VR glasses, smart terminals, and robots.
  41. 一种计算机可读存储介质,其特征在于,其上存储有计算机程序,所述计算机程序被处理器执行以实现如权利要求1-19任一项所述的方法。A computer-readable storage medium, characterized in that a computer program is stored thereon, and the computer program is executed by a processor to implement the method according to any one of claims 1-19.
PCT/CN2019/108862 2019-09-29 2019-09-29 Positioning method and apparatus for movable platform, movable platform, and storage medium WO2021056503A1 (en)

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