WO2023066080A1 - Forward target determination method and apparatus, electronic device and storage medium - Google Patents

Forward target determination method and apparatus, electronic device and storage medium Download PDF

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Publication number
WO2023066080A1
WO2023066080A1 PCT/CN2022/124551 CN2022124551W WO2023066080A1 WO 2023066080 A1 WO2023066080 A1 WO 2023066080A1 CN 2022124551 W CN2022124551 W CN 2022124551W WO 2023066080 A1 WO2023066080 A1 WO 2023066080A1
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WIPO (PCT)
Prior art keywords
target
potential
forward target
potential target
moment
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PCT/CN2022/124551
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French (fr)
Chinese (zh)
Inventor
杨航
祁旭
曲白雪
祝铭含
白天晟
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中国第一汽车股份有限公司
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Publication of WO2023066080A1 publication Critical patent/WO2023066080A1/en

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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W60/00Drive control systems specially adapted for autonomous road vehicles
    • B60W60/001Planning or execution of driving tasks
    • B60W60/0015Planning or execution of driving tasks specially adapted for safety
    • B60W60/0017Planning or execution of driving tasks specially adapted for safety of other traffic participants
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • B60W2050/0001Details of the control system
    • B60W2050/0043Signal treatments, identification of variables or parameters, parameter estimation or state estimation

Definitions

  • the embodiments of the present application relate to the technical field of intelligent driving, for example, to a method, device, electronic device, and storage medium for determining a forward target.
  • the usual method for determining forward targets is as follows: for each potential target that may become a forward target, a forward target determination algorithm needs to be used to track on conditions such as lateral distance, longitudinal distance, lateral speed, and longitudinal speed.
  • a forward target determination algorithm needs to be used to track on conditions such as lateral distance, longitudinal distance, lateral speed, and longitudinal speed.
  • Embodiments of the present application provide a forward target determination method, device, electronic equipment, and storage medium, which can reduce algorithm complexity and memory usage, and can also ensure the stability of forward target output.
  • the embodiment of the present application provides a method for determining a forward target, the method includes:
  • the embodiment of the present application provides a device for determining a forward target, which includes:
  • a target determination module configured to determine a potential target of the vehicle, where the potential target refers to an object on the current road that affects the driving state of the vehicle;
  • the status judging module is configured to judge whether the potential target is in a sudden change according to the forward target of the vehicle at the last moment;
  • the first determining module is configured to use the forward target at the previous moment as the forward target at the current moment in response to the potential target not being a sudden change;
  • the second determining module is configured to, in response to the potential target being a sudden change, determine the number of times of the sudden change within a preset time period, and determine whether to use the potential target as the forward direction of the current moment according to the number of sudden changes Target.
  • an electronic device which includes:
  • a storage device configured to store at least one program
  • the at least one processor When the at least one program is executed by the at least one processor, the at least one processor is made to implement the method for determining the forward goal described in any embodiment of the present application.
  • an embodiment of the present application provides a computer-readable storage medium, on which a computer program is stored, and when the computer program is executed by a processor, the method for determining the forward goal described in any embodiment of the present application is implemented.
  • FIG. 1 is a first schematic flowchart of a method for determining a forward target provided in an embodiment of the present application
  • Fig. 2 is a schematic diagram of the forward target of the vehicle provided by the embodiment of the present application.
  • FIG. 3 is a second schematic flowchart of a method for determining a forward target provided in an embodiment of the present application
  • FIG. 4 is a schematic diagram of another forward target of the vehicle provided by the embodiment of the present application.
  • FIG. 5 is a schematic structural diagram of a device for determining a forward target provided by an embodiment of the present application
  • Fig. 6 is a block diagram of an electronic device used to implement a method for determining a forward goal according to an embodiment of the present application.
  • Fig. 1 is a schematic flow chart of a first method for determining a forward target provided by the embodiment of the present application
  • Fig. 2 is a schematic diagram of the forward target of the vehicle provided by the embodiment of the present application; this embodiment can be applied to the potential target of the vehicle Filtering is performed to determine whether the potential target can be used as a forward target at the current moment.
  • a method for determining a forward target provided in this embodiment can be performed by the device for determining a forward target provided in an embodiment of the present application.
  • the device can be implemented in the form of software and/or hardware, and integrated into the electronic device that executes the method. in the device.
  • the electronic device in this embodiment of the present application may be a self-driving vehicle. Vehicles in this application refer to autonomous vehicles.
  • the method of the present embodiment includes but not limited to the following steps:
  • the potential target refers to the object on the current road that affects the driving state of the self-driving vehicle, which can be a vehicle or a disturbance on the road (such as a manhole cover, a metal object).
  • a forward target is a vehicle that is in front of the autonomous vehicle on the current road.
  • the self-driving vehicle under the condition of congestion or high speed, the self-driving vehicle (hereinafter referred to as "vehicle”) needs to identify at least one object in front that affects the driving state of the vehicle, determine an object as a potential target, and judge the potential Whether the target is a forward target so that the vehicle adjusts its velocity and acceleration based on the forward target's position, velocity, and acceleration.
  • FIG. 2 it is a schematic diagram of the vehicle taking the vehicle in front closest to the vehicle as the forward target while driving in the lane.
  • the process of determining the potential target of the vehicle is: respectively identifying objects in front of the vehicle through at least two sensors, and using the object closest to the vehicle as a potential target; wherein the at least two sensors include a visual sensor and a radar sensor.
  • the potential target of the vehicle is one and the closest object to the vehicle.
  • the method of the related art increases the complexity of the algorithm and the occupation of the memory. Compared with related technologies, the present application can reduce algorithm complexity and reduce memory usage.
  • step S130 According to the attribute data of the forward target of the vehicle at the last moment, it can be judged whether the potential target is a sudden change. If it is not a sudden change, execute step S130; if it is a sudden change, execute step S140.
  • the attribute data of the forward target includes at least: identification, speed, position information, type; the identification refers to the identity identification number (Identity Document, ID) of the forward target; the position information refers to the longitudinal distance and distance between the forward target and the vehicle. Lateral distance; type refers to the acquisition method of the forward target, and the type includes fusion target, single radar target or single vision target. For example: if the forward target is fused after being collected by the vision sensor and the radar sensor, the type is a fusion target; if the forward target is collected by the radar sensor, the type is a single radar target; if the forward target is collected by the vision sensor If it is collected by a sensor, the type is a single vision target.
  • the process of determining the position information of the two is: first predict the position information of the forward target at the current time at the previous time according to the position information of the forward target at the previous time; obtain the attribute data of the potential target at the current time, and Calculate the position information of the potential target at the current moment according to the attribute data.
  • the attribute data of the potential target is the same as that contained in the attribute data of the forward target.
  • the judging condition for judging whether a potential target is a sudden change according to the forward target at the previous moment includes at least one of the following: judging whether the identification of the potential target is consistent with the identification of the forward target at the previous moment, and responding to the The identification is inconsistent with the identification of the forward target at the previous moment, and the potential target is a sudden change.
  • This situation can indicate that the potential target and the forward target at the previous moment are not the same object (vehicle), and there are other vehicles that cut into the vehicle from adjacent lanes.
  • Possibility in front of the self-driving vehicle judging whether the type of the potential target is consistent with the type of the forward target at the previous moment, in response to the inconsistency between the type of the potential target and the type of the forward target at the previous moment, the potential target is a sudden change, in this case It can indicate that the potential target is not the same object with a high probability of the forward target at the previous moment, but it is also possible that the visual sensor or radar sensor has lost the target; judging the position information of the potential target at the current moment and the forward target at the previous moment at the current moment Whether the position information difference of the target exceeds the preset distance, in response to the position information difference of the potential target at the current moment and the position information of the forward target at the previous moment at the current moment exceeds the preset distance, and the potential target is a sudden change.
  • This situation can be Indicates that a potential target may be an interfering object (such as a manhole cover).
  • the previous target is used as the forward target at the current moment.
  • S140 In response to the potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether to use the potential target as a forward target at the current moment according to the number of sudden changes.
  • the potential target is a sudden change, which can explain that the potential target and the forward target at the last moment are not the same object.
  • the potential target is other vehicles in the adjacent lane, and other vehicles have the tendency of approaching the lane line or cutting in front of the self-driving vehicle.
  • the potential target is a disturbance on the road (such as a manhole cover). It interferes with the self-driving vehicle's judgment of potential targets. It is necessary to determine the number of sudden changes within the preset time, and then determine whether the potential target is another vehicle in the adjacent lane or an interference object according to the number of sudden changes. If the potential target is other vehicles in the adjacent lane , then the potential target is taken as the forward target at the current moment; if the potential target is a disturbance, the forward target at the previous moment is taken as the forward target at the current moment.
  • This application needs to count the number of occurrences of sudden changes within a preset time, wherein this application does not limit the setting of the preset time.
  • the advantage of this setting is that the potential target can be confirmed multiple times to determine whether to use the potential target as the forward target at the current moment, and it can also avoid the forward error caused by directly using the potential target as the forward target at the current moment. Inaccurate and inconsistent output to target.
  • the setting of the "preset time” is related to the "preset threshold” in the following embodiments, the larger the value of the "preset threshold", the longer the "preset time”.
  • the present application still uses the forward target at the previous moment as the forward target at the current moment.
  • the advantage of this setting is that it can ensure the stability of the forward target output, thereby improving the safety factor of the self-driving vehicle.
  • the technical solution provided by this embodiment determines the potential target of the vehicle; judges whether the potential target is a sudden change according to the forward target of the vehicle at the previous moment; A forward target at a moment; in response to a potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether to use the potential target as the current forward target according to the number of sudden changes.
  • the present application determines the potential target of the vehicle and performs filtering processing on the potential target to determine whether it can be used as a forward target at the current moment, which can solve the problem of performing filtering processing on each potential target that may become a forward target in the related technology.
  • the resulting computational complexity can reduce the complexity of the algorithm and reduce the memory usage; it can also avoid the inaccuracy and instability of the forward target output caused by directly using the potential target as the forward target at the current moment, which can ensure Stability of forward target output.
  • Fig. 3 is a second schematic flow chart of the method for determining a forward target provided by the embodiment of the present application
  • Fig. 4 is a schematic diagram of another forward target of the vehicle provided by the embodiment of the present application.
  • the embodiment of the present application is refined on the basis of the above-mentioned embodiments. This embodiment explains in detail the filtering process of whether to use the potential target as the forward target at the current moment.
  • the method of the present embodiment includes but not limited to the following steps:
  • S210 Respectively identify objects in front of the vehicle through at least two sensors, and use the object closest to the vehicle as a potential target.
  • At least two sensors include a vision sensor and a radar sensor.
  • step S230 it can be judged whether the potential target is a sudden change. If it is not a sudden change, execute step S230; if it is a sudden change, execute step S240.
  • the forward target at the previous moment is used as the forward target at the current moment.
  • the position information of the forward target at the previous moment at the current moment may also be predicted according to the position information of the forward target at the previous moment.
  • the prediction method can be the distance-acceleration formula in the uniform acceleration motion model.
  • the speed information of the forward target at the previous moment at the current moment can also be predicted according to the speed information of the forward target at the previous moment; Adjust the driving parameters of the vehicle according to the speed information of the predicted forward target at the current moment.
  • the calculation method can be the velocity-acceleration formula in the uniform acceleration motion model.
  • S240 In response to the potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether the number of sudden changes is equal to a preset threshold.
  • the counter statistics can be used to preset The number of occurrences of the mutation condition over time. If the number of sudden changes is equal to the preset threshold, execute S250; if the number of sudden changes is smaller than the preset threshold, execute S260.
  • the potential target is other vehicles in the adjacent lane, and other vehicles have the tendency of approaching the lane line or cutting into the front of the self-driving vehicle, then the potential target is taken as The forward target at the current moment, and clear the counter for counting the number of sudden changes, so that the counter can count the sudden change again at the next moment.
  • Figure 4 it is a schematic diagram of taking other vehicles that are approaching the lane line or tend to cut into the front of the autonomous driving vehicle as forward targets.
  • the process of setting the preset threshold includes at least: when the type of the potential target is a fusion target, if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the identification collected by the visual sensor corresponding to the potential target If it is consistent with the mark of the forward target at the previous moment, the preset threshold is set as the first preset threshold.
  • the preset threshold is set to a second preset threshold that is larger than the first preset threshold. The reason is to leave some room for error tolerance for identifier jumps. Wherein, the first preset threshold is smaller than the second preset threshold.
  • the preset threshold is set to the first A preset threshold, because this situation is often the type change caused by the loss of the visual sensor; if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, determine the position of the forward target at the previous moment at the current moment Whether the difference between the information and the position information of the potential target at the current moment exceeds the preset distance, if the difference does not exceed the preset distance, the preset threshold is set to the third preset threshold, because this is likely to be A continuous single radar target appears ahead due to misidentification of disturbances on the road (such as manhole covers, ground metal, etc.).
  • the third preset threshold value is relatively high, because the single radar target is unstable, and its reliability for short-distance targets is not as stable as that of single vision targets and fusion targets, so the number of judgments on it can be correspondingly higher; among them, the first A preset threshold is smaller than a second preset threshold, and the second preset threshold is smaller than a third preset threshold.
  • the first preset threshold may be 1; the second preset threshold may be 3; and the third preset threshold may be 60.
  • the attribute data of the potential target at the current moment can also be obtained, and the speed information of the potential target can be calculated according to the attribute data; according to the speed information of the forward target at the current moment Adjust the driving parameters of the vehicle.
  • the forward target at the previous moment is taken as the forward target at the current moment, and the statistical results of the counter are kept, so that in the next Continue to make statistics on the mutation status for a moment.
  • the counter needs to be cleared; when the number of sudden changes is less than the preset threshold, even if the next sudden change Unlike the current mutation status, the reset operation is not performed, but the statistical results of the counter are retained, and the next mutation status will continue to be counted.
  • the advantage of this setting is that it increases the fault tolerance space and enhances the robustness of the model. In some cases, there are two vehicles in the adjacent lane that continuously cut into the lane where the self-driving vehicle is located, and the closer one cuts halfway and does not cut. Since the counting continues on the basis of the last counter statistics, it can be selected faster. The second vehicle that cuts in.
  • the forward target at the previous moment after taking the forward target at the previous moment as the forward target at the current moment, it also includes: predicting the speed information of the forward target at the current moment according to the speed information of the forward target at the previous moment ; Adjust the driving parameters of the vehicle according to the speed information of the forward target at the current moment.
  • step S220 is used to judge whether the potential target is in a sudden change state. If the potential target is not in a sudden change state, step S230 is executed, that is, the forward target at the previous moment is used as the forward target at the current moment. ; In the case that the potential target is a sudden change, execute steps S240-S260; wherein, step S240 is to determine the number of sudden changes, if the number of sudden changes is equal to the preset threshold, then execute step S250, that is, use the potential target as The forward target at the current moment; if the number of sudden changes is less than the preset threshold, step S260 is performed, that is, the forward target at the previous moment is used as the forward target at the current moment.
  • Step S230 and steps S240-S260 are independent of each other, and this embodiment of the present application does not limit the execution order of these two steps.
  • steps S240-S260, step S250 and step S260 are independent of each other, and this embodiment of the present application does not limit the execution order of these two steps.
  • the system can use the identification, location information and The speed information is packaged and sent to the vehicle controller, so that the vehicle controller can adjust the driving parameters of the vehicle according to the information.
  • the technical solution provided by this embodiment uses at least two sensors to identify the objects in front of the vehicle respectively, and uses the object closest to the vehicle as a potential target; judges whether the potential target is a sudden change according to the forward target of the vehicle at the last moment ; In response to the potential target is not a sudden change, the forward target at the previous moment is used as the forward target at the current moment; in response to the potential target is a sudden change, determine the number of times of the sudden change within the preset time; if the number of times of the sudden change is equal to the predetermined If the threshold is set, the potential target will be used as the forward target at the current moment, and the counter for counting the number of sudden changes will be cleared; if the number of sudden changes is less than the preset threshold, the forward target at the previous moment will be used as the forward target at the current moment.
  • the present application determines the potential target of the vehicle and performs filtering processing on the potential target to determine whether it can be used as a forward target at the current moment, which can solve the problem of performing filtering processing on each potential target that may become a forward target in the related technology.
  • the resulting computational complexity can reduce the complexity of the algorithm and reduce the memory usage; it can also avoid the inaccuracy and instability of the forward target output caused by directly using the potential target as the forward target at the current moment, which can ensure Stability of forward target output.
  • FIG. 5 is a schematic structural diagram of an apparatus for determining a forward target provided in an embodiment of the present application. As shown in FIG. 5, the apparatus 500 may include:
  • the target determination module 510 is configured to determine potential targets of the vehicle, where the potential targets refer to objects on the current road that affect the driving state of the vehicle.
  • the status judging module 520 is configured to judge whether the potential target is in a sudden change according to the forward target of the vehicle at the last moment.
  • the first determination module 530 is configured to use the forward target at the previous moment as the forward target at the current moment in response to the potential target not being in a sudden change.
  • the second determining module 540 is configured to, in response to the potential target being a sudden change, determine the number of times of the sudden change within a preset time period, and determine whether to use the potential target as the current moment according to the number of sudden changes. forward target.
  • the above-mentioned second determination module 540 is set to: if the number of sudden changes is equal to a preset threshold, then use the potential target as the forward target at the current moment, and count the number of sudden changes If the number of times of the sudden change is less than the preset threshold, the forward target at the previous moment is used as the forward target at the current moment, and the statistical result of the counter is retained, In order to continue to make statistics on the mutation status at the next moment.
  • the above-mentioned target determination module 510 is configured to: respectively identify objects in front of the vehicle through at least two sensors, and use the object closest to the vehicle as the potential target; the at least two Sensors include vision sensors and radar sensors.
  • the above-mentioned device for determining a forward target may further include: a location information determining module;
  • the position information determination module is configured to predict the previous time according to the position information of the forward target at the previous time before judging whether the potential target is in a sudden change according to the forward target of the vehicle at the previous time
  • the location information of the forward target at the current moment acquiring the attribute data of the potential target at the current moment, and calculating the location information of the potential target at the current moment according to the attribute data.
  • the setting process of the preset threshold at least includes: when the type of the potential target is a fusion target, if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the The identification collected by the visual sensor corresponding to the potential target is consistent with the identification of the forward target at the previous moment, then the preset threshold is set as the first preset threshold; if the identification of the potential target is the same as the previous time The identification of the forward target is inconsistent, and the identification collected by the visual sensor corresponding to the potential target is inconsistent with the identification of the forward target at the previous moment, then the preset threshold is set as the second preset threshold; when the When the type of the forward target at the previous moment is a fusion target, and the type of the potential target is a single radar target, if the identification of the potential target is consistent with the identification of the forward target at the previous time, the predicted The threshold is set as the first preset threshold; if the identification of the potential target is inconsistent with the identification of the forward target at the previous time, it is determined that
  • the preset threshold is set to be smaller than the second preset threshold, and the second preset threshold is smaller than the third preset threshold.
  • the judging condition for judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment includes at least one of the following: judging the identity of the potential target and the forward target at the last moment Whether the identification is consistent, in response to the fact that the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, the potential target is in a sudden change; judging the type of the potential target and the forward target at the previous time Whether the type is consistent, in response to the type of the potential target being inconsistent with the type of the forward target at the previous time, the potential target is in a sudden change; judging that the position information of the potential target at the current time is consistent with the previous time at the previous time Whether the difference between the location information of the target at the current moment exceeds the preset distance, in response to the difference between the location information of the potential target at the current moment and the location information of the forward target at the current moment at the previous moment Beyond a predetermined distance, the potential target is a mutation condition.
  • the above-mentioned device for determining a forward target may further include: a first speed information determining module;
  • the first speed information determining module is configured to predict the last speed information according to the speed information of the forward goal at the last time after the forward goal at the previous moment is taken as the forward goal at the current moment.
  • the speed information of the forward target at the current moment at the moment ; adjusting the driving parameters of the vehicle according to the predicted speed information of the forward target at the current moment at the previous moment.
  • the above-mentioned device for determining a forward target may further include: a second speed information determining module;
  • the second speed information determination module is configured to obtain attribute data of the potential target at the current moment after the potential target is taken as the forward target at the current moment, and calculate the potential speed information according to the attribute data.
  • the speed information of the target adjusting the driving parameters of the vehicle according to the speed information of the forward target at the current moment.
  • the device for determining a forward target provided in this embodiment can be applied to the method for determining a forward target provided in any of the above embodiments, and has corresponding functions.
  • Fig. 6 is a block diagram of an electronic device used to implement a method for determining a forward goal according to an embodiment of the present application.
  • Fig. 6 shows a block diagram of an exemplary electronic device suitable for implementing the implementation of the embodiment of the present application.
  • the electronic device shown in FIG. 6 is only an example, and should not limit the functions and scope of use of the embodiment of the present application.
  • the electronic device may be a smart phone, a tablet computer, a notebook computer, a vehicle terminal, a wearable device, and the like.
  • the electronic device in this embodiment of the present application may be a self-driving vehicle.
  • electronic device 600 takes the form of a general-purpose computing device.
  • the components of the electronic device 600 may include, but are not limited to: at least one processor or processing unit 616, a memory 628, and a bus 618 connecting different system components (including the memory 628 and the processing unit 616).
  • Bus 618 represents one or more of several types of bus structures, including a memory bus or memory controller, a peripheral bus, an accelerated graphics port, a processor, or a local bus using any of a variety of bus structures.
  • these architectures include but are not limited to Industry Standard Architecture (Industry Standard Architecture, ISA) bus, Micro Channel Architecture (Micro Channel Architecture, MCA) bus, Enhanced ISA bus, Video Electronics Standards Association (Video Electronics Standards Association, VESA) local bus and peripheral component interconnect (Peripheral Component Interconnect, PCI) bus.
  • Electronic device 600 typically includes a variety of computer system readable media. These media can be any available media that can be accessed by electronic device 600 and include both volatile and nonvolatile media, removable and non-removable media.
  • Memory 628 may include computer system readable media in the form of volatile memory, such as random access memory (Random Access Memory, RAM) 630 and/or cache memory 632 .
  • Electronic device 600 may include other removable/non-removable, volatile/nonvolatile computer system storage media.
  • storage system 634 may be used to read and write to non-removable, non-volatile magnetic media (not shown in FIG. 6, commonly referred to as a "hard drive”).
  • a disk drive for reading and writing to a removable non-volatile disk such as a "floppy disk”
  • a removable non-volatile disk such as a Compact Disc Read-Only Disk (CDROM)
  • each drive may be connected to bus 618 through at least one data media interface.
  • the memory 628 may include at least one program product having a set (eg, at least one) of program modules configured to perform the functions of the various embodiments of the present application.
  • the program module 642 generally executes the functions and/or methods described in the embodiments of this application.
  • the electronic device 600 may also communicate with at least one external device 614 (such as a keyboard, a pointing device, a display 624, etc.), communicate with at least one device that enables a user to interact with the electronic device 600, and/or communicate with the electronic device 600 is capable of communicating with any device (eg, network card, modem, etc.) that communicates with at least one other computing device. Such communication may be through an Input/Output (I/O) interface 622 .
  • the electronic device 600 can also communicate with at least one network (such as a local area network (Local Area Network, LAN), a wide area network (Wide Area Network, WAN) and/or a public network, such as the Internet) through the network adapter 620. As shown in FIG.
  • the network adapter 620 communicates with other modules of the electronic device 600 through the bus 618 .
  • other hardware and/or software modules may be used in conjunction with electronic device 600, including but not limited to: microcode, device drivers, redundant processing units, external disk drive arrays, disk arrays (Redundant Arrays of Independent Disks, RAID) systems, tape drives, and data backup storage systems.
  • the processing unit 616 executes various functional applications and data processing by running the programs stored in the memory 628 , for example, realizing the method for determining the forward goal provided by any embodiment of the present application.
  • Embodiment 5 of the present application also provides a computer-readable storage medium on which is stored a computer program (or called computer-executable instructions).
  • a computer program or called computer-executable instructions.
  • the program When the program is executed by a processor, it can be used to execute the Provides a method for determining the forward target.
  • the computer storage medium in the embodiments of the present application may use any combination of at least one computer-readable medium.
  • the computer readable medium may be a computer readable signal medium or a computer readable storage medium.
  • a computer readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination thereof.
  • a computer-readable storage medium may be any tangible medium that contains or stores a program that can be used by or in conjunction with an instruction execution system, apparatus, or device.
  • a computer readable signal medium may include a data signal carrying computer readable program code in baseband or as part of a carrier wave. Such propagated data signals may take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing.
  • a computer-readable signal medium may also be any computer-readable medium other than a computer-readable storage medium, which can send, propagate, or transmit a program for use by or in conjunction with an instruction execution system, apparatus, or device. .
  • Program code embodied on a computer readable medium may be transmitted by any appropriate medium, including but not limited to wireless, wire, optical cable, radio frequency (Radio Frequency, RF), etc., or any suitable combination of the above.
  • any appropriate medium including but not limited to wireless, wire, optical cable, radio frequency (Radio Frequency, RF), etc., or any suitable combination of the above.
  • Computer program codes for performing the operations of the embodiments of the present application may be written in one or more programming languages or combinations thereof, the programming languages including object-oriented programming languages—such as Java, Smalltalk, C++, including A conventional procedural programming language - such as the "C" language or a similar programming language.
  • the program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server.
  • the remote computer can be connected to the user computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (such as through an Internet service provider). Internet connection).
  • LAN local area network
  • WAN wide area network
  • Internet service provider such as AT&T, MCI, Sprint, EarthLink, MSN, GTE, etc.

Abstract

A forward target determination method and apparatus, an electronic device and a storage medium. The forward target determination method comprises: determining a potential target of a vehicle; determining, according to a forward target of the vehicle at a previous moment, whether the potential target is in a sudden change condition; in response to the potential target not being in the sudden change condition, using the forward target at the previous moment as a forward target at a current moment; and in response to the potential target being in the sudden change condition, determining the number of sudden change conditions within a preset time, and determining, according to the number of the sudden change conditions, whether to use the potential target as a forward target at the current moment.

Description

一种前向目标的确定方法、装置、电子设备及存储介质Method, device, electronic equipment and storage medium for determining a forward target
本申请要求在2021年10月21日提交中国专利局、申请号为202111226177.X的中国专利申请的优先权,该申请的全部内容通过引用结合在本申请中。This application claims priority to a Chinese patent application with application number 202111226177.X filed with the China Patent Office on October 21, 2021, the entire contents of which are incorporated herein by reference.
技术领域technical field
本申请实施例涉及智能驾驶技术领域,例如涉及一种前向目标的确定方法、装置、电子设备及存储介质。The embodiments of the present application relate to the technical field of intelligent driving, for example, to a method, device, electronic device, and storage medium for determining a forward target.
背景技术Background technique
随着自动驾驶汽车产业的发展,越来越多的汽车厂开始研发并生产自动驾驶汽车。因而,在行驶过程中自动驾驶汽车对于前向目标选择的准确性直接影响了自动驾驶车辆的安全系数。With the development of the self-driving car industry, more and more car factories have begun to develop and produce self-driving cars. Therefore, the accuracy of the self-driving car's forward target selection directly affects the safety factor of the self-driving car during driving.
相关技术中,确定前向目标的通常做法为:对每一个可能成为前向目标的潜在目标都需要采用前向目标确定算法在横向距离、纵向距离、横向速度和纵向速度等条件上进行追踪。虽然相关技术可以应对前向目标突变带来的影响,但是也增加了算法的复杂度和存储器的占用量,且还会导致前向目标选择不够稳定且误报漏报潜在目标也对车辆安全有一定的影响。In related technologies, the usual method for determining forward targets is as follows: for each potential target that may become a forward target, a forward target determination algorithm needs to be used to track on conditions such as lateral distance, longitudinal distance, lateral speed, and longitudinal speed. Although related technologies can deal with the impact of forward target mutations, they also increase the complexity of the algorithm and the amount of memory occupied, and will also lead to unstable forward target selection and false positives and false negatives of potential targets are also harmful to vehicle safety. certain influence.
发明内容Contents of the invention
本申请实施例提供了一种前向目标的确定方法、装置、电子设备及存储介质,可以降低算法复杂度且降低存储器的占用量,还也可以保证前向目标输出的稳定性。Embodiments of the present application provide a forward target determination method, device, electronic equipment, and storage medium, which can reduce algorithm complexity and memory usage, and can also ensure the stability of forward target output.
第一方面,本申请实施例提供了一种前向目标的确定方法,该方法包括:In the first aspect, the embodiment of the present application provides a method for determining a forward target, the method includes:
确定车辆的潜在目标,所述潜在目标是指当前道路上影响车辆驾驶状态的物体;Determining potential targets of the vehicle, where the potential targets refer to objects on the current road that affect the driving state of the vehicle;
根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况;Judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment;
响应于所述潜在目标不是突变状况,将所述上一时刻的前向目标作为所述当前时刻的前向目标;Responding to the fact that the potential target is not a sudden change, using the forward target at the previous moment as the forward target at the current moment;
响应于所述潜在目标是突变状况,确定预设时间内所述突变状况的次数,并根据所述突变状况的次数确定是否将所述潜在目标作为当前时刻的前向目标。In response to the potential target being a sudden change, determining the number of times of the sudden change within a preset time period, and determining whether to use the potential target as a forward target at the current moment according to the number of sudden changes.
第二方面,本申请实施例提供了一种前向目标的确定装置,该装置包括:In the second aspect, the embodiment of the present application provides a device for determining a forward target, which includes:
目标确定模块,设置为确定车辆的潜在目标,所述潜在目标是指当前道路上影响车辆驾驶状态的物体;A target determination module, configured to determine a potential target of the vehicle, where the potential target refers to an object on the current road that affects the driving state of the vehicle;
状况判断模块,设置为根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况;The status judging module is configured to judge whether the potential target is in a sudden change according to the forward target of the vehicle at the last moment;
第一确定模块,设置为响应于所述潜在目标不是突变状况,将所述上一时刻的前向目标作为所述当前时刻的前向目标;The first determining module is configured to use the forward target at the previous moment as the forward target at the current moment in response to the potential target not being a sudden change;
第二确定模块,设置为响应于所述潜在目标是突变状况,确定预设时间内所述突变状况的次数,并根据所述突变状况的次数确定是否将所述潜在目标作为当前时刻的前向目标。The second determining module is configured to, in response to the potential target being a sudden change, determine the number of times of the sudden change within a preset time period, and determine whether to use the potential target as the forward direction of the current moment according to the number of sudden changes Target.
第三方面,本申请实施例提供了一种电子设备,该电子设备包括:In a third aspect, an embodiment of the present application provides an electronic device, which includes:
至少一个处理器;at least one processor;
存储装置,设置为存储至少一个程序;a storage device configured to store at least one program;
当所述至少一个程序被所述至少一个处理器执行,使得所述至少一个处理器实现本申请任意实施例所述的前向目标的确定方法。When the at least one program is executed by the at least one processor, the at least one processor is made to implement the method for determining the forward goal described in any embodiment of the present application.
第四方面,本申请实施例提供了一种计算机可读存储介质,其上存储有计算机程序,该计算机程序被处理器执行时实现本申请任意实施例所述的前向目标的确定方法。In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium, on which a computer program is stored, and when the computer program is executed by a processor, the method for determining the forward goal described in any embodiment of the present application is implemented.
附图说明Description of drawings
图1为本申请实施例提供的前向目标的确定方法的第一流程示意图;FIG. 1 is a first schematic flowchart of a method for determining a forward target provided in an embodiment of the present application;
图2为本申请实施例提供的车辆的前向目标示意图;Fig. 2 is a schematic diagram of the forward target of the vehicle provided by the embodiment of the present application;
图3为本申请实施例提供的前向目标的确定方法的第二流程示意图;FIG. 3 is a second schematic flowchart of a method for determining a forward target provided in an embodiment of the present application;
图4为本申请实施例提供的车辆的另一前向目标示意图;FIG. 4 is a schematic diagram of another forward target of the vehicle provided by the embodiment of the present application;
图5为本申请实施例提供的一种前向目标的确定装置的结构示意图;FIG. 5 is a schematic structural diagram of a device for determining a forward target provided by an embodiment of the present application;
图6是用来实现本申请实施例的一种前向目标的确定方法的电子设备的框图。Fig. 6 is a block diagram of an electronic device used to implement a method for determining a forward goal according to an embodiment of the present application.
具体实施方式Detailed ways
实施例一Embodiment one
图1为本申请实施例提供的一种前向目标的确定方法的第一流程示意图,图2为本申请实施例提供的车辆的前向目标示意图;本实施例可适用于对车辆的潜在目标进行滤波处理,以确定该潜在目标是否可以作为当前时刻的前向目标的情况。本实施例提供的一种前向目标的确定方法可以由本申请实施例提供的前向目标的确定装置来执行,该装置可以通过软件和/或硬件的方式实现,并集成在执行本方法的电子设备中。可选的,本申请实施例中的电子设备可以是自动驾驶车辆。本申请中的车辆是指自动驾驶车辆。Fig. 1 is a schematic flow chart of a first method for determining a forward target provided by the embodiment of the present application, and Fig. 2 is a schematic diagram of the forward target of the vehicle provided by the embodiment of the present application; this embodiment can be applied to the potential target of the vehicle Filtering is performed to determine whether the potential target can be used as a forward target at the current moment. A method for determining a forward target provided in this embodiment can be performed by the device for determining a forward target provided in an embodiment of the present application. The device can be implemented in the form of software and/or hardware, and integrated into the electronic device that executes the method. in the device. Optionally, the electronic device in this embodiment of the present application may be a self-driving vehicle. Vehicles in this application refer to autonomous vehicles.
参见图1,本实施例的方法包括但不限于如下步骤:Referring to Fig. 1, the method of the present embodiment includes but not limited to the following steps:
S110、确定车辆的潜在目标。S110. Determine potential targets of the vehicle.
其中,潜在目标是指当前道路上影响自动驾驶车辆驾驶状态的物体,可以是车辆,也可以是路面上的干扰物(如井盖、金属物)。前向目标是指当前道路上位于自动驾驶车辆前方的车辆。Among them, the potential target refers to the object on the current road that affects the driving state of the self-driving vehicle, which can be a vehicle or a disturbance on the road (such as a manhole cover, a metal object). A forward target is a vehicle that is in front of the autonomous vehicle on the current road.
在本申请实施例中,在拥堵条件或高速情况下,自动驾驶车辆(以下简称为“车辆”)需要识别前方的至少一个影响车辆驾驶状态的物体,确定出一个物体作为潜在目标,并判断潜在目标是否为前向目标,以便该车辆根据前向目标的位置、速度和加速度调整自身的速度和加速度。如图2所示,为车辆在车道行驶中将与车辆距离最近的前方车辆作为前向目标的示意图。In the embodiment of the present application, under the condition of congestion or high speed, the self-driving vehicle (hereinafter referred to as "vehicle") needs to identify at least one object in front that affects the driving state of the vehicle, determine an object as a potential target, and judge the potential Whether the target is a forward target so that the vehicle adjusts its velocity and acceleration based on the forward target's position, velocity, and acceleration. As shown in FIG. 2 , it is a schematic diagram of the vehicle taking the vehicle in front closest to the vehicle as the forward target while driving in the lane.
示例性的,车辆的潜在目标的确定过程为:通过至少两个传感器分别对车 辆前方的物体进行识别,并将与车辆距离最近的物体作为潜在目标;其中,至少两个传感器包括视觉传感器和雷达传感器。Exemplarily, the process of determining the potential target of the vehicle is: respectively identifying objects in front of the vehicle through at least two sensors, and using the object closest to the vehicle as a potential target; wherein the at least two sensors include a visual sensor and a radar sensor.
在本申请实施例中,车辆的潜在目标是一个且是与车辆距离最近的物体。相关技术中车辆的潜在目标的数量不止一个,需要对每一个可能成为前向目标的潜在目标进行追踪,因而相关技术的方法增加了算法的复杂度和存储器的占用量。与相关技术相比,本申请能够降低算法复杂度且降低存储器的占用量。In the embodiment of the present application, the potential target of the vehicle is one and the closest object to the vehicle. In the related art, there is more than one potential target of the vehicle, and every potential target that may become a forward target needs to be tracked. Therefore, the method of the related art increases the complexity of the algorithm and the occupation of the memory. Compared with related technologies, the present application can reduce algorithm complexity and reduce memory usage.
S120、根据上一时刻车辆的前向目标判断潜在目标是否为突变状况。S120, judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,可以判断潜在目标是否为突变状况。若不是突变状况,则执行步骤S130;若是突变状况,则执行步骤S140。In the embodiment of the present application, according to the attribute data of the forward target of the vehicle at the last moment, it can be judged whether the potential target is a sudden change. If it is not a sudden change, execute step S130; if it is a sudden change, execute step S140.
其中,前向目标的属性数据至少包括:标识、速度、位置信息、类型;标识是指前向目标的身份标识号(Identity Document,ID);位置信息是指前向目标与车辆的纵向距离和横向距离;类型是指前向目标的采集方式,类型包括融合目标、单雷达目标或单视觉目标。例如:若前向目标是通过视觉传感器和雷达传感器采集之后进行融合的,则类型为融合目标;若前向目标是通过雷达传感器采集的,则类型为单雷达目标;若前向目标是通过视觉传感器采集的,则类型为单视觉目标。Wherein, the attribute data of the forward target includes at least: identification, speed, position information, type; the identification refers to the identity identification number (Identity Document, ID) of the forward target; the position information refers to the longitudinal distance and distance between the forward target and the vehicle. Lateral distance; type refers to the acquisition method of the forward target, and the type includes fusion target, single radar target or single vision target. For example: if the forward target is fused after being collected by the vision sensor and the radar sensor, the type is a fusion target; if the forward target is collected by the radar sensor, the type is a single radar target; if the forward target is collected by the vision sensor If it is collected by a sensor, the type is a single vision target.
示例性的,在根据上一时刻的前向目标判断潜在目标是否为突变状况之前,还需要计算上一时刻前向目标在当前时刻的位置信息以及当前时刻潜在目标的位置信息。这样设置的好处在于,可以根据位置信息更好地判断潜在目标是否为突变状况,例如,两者的位置信息的差值很大,那么潜在目标一定为突变状况。示例性的,确定两者的位置信息的过程为:先根据上一时刻前向目标的位置信息预测上一时刻前向目标在当前时刻的位置信息;获取潜在目标在当前时刻的属性数据,并根据属性数据计算当前时刻潜在目标的位置信息。其中,潜在目标的属性数据和前向目标的属性数据中所包含的内容一样。Exemplarily, before judging whether the potential target is a sudden change according to the forward target at the previous time, it is also necessary to calculate the position information of the forward target at the previous time at the current time and the position information of the potential target at the current time. The advantage of this setting is that it can better judge whether the potential target is a sudden change according to the position information. For example, if the difference between the two position information is large, then the potential target must be a sudden change. Exemplarily, the process of determining the position information of the two is: first predict the position information of the forward target at the current time at the previous time according to the position information of the forward target at the previous time; obtain the attribute data of the potential target at the current time, and Calculate the position information of the potential target at the current moment according to the attribute data. Wherein, the attribute data of the potential target is the same as that contained in the attribute data of the forward target.
示例性的,根据上一时刻的前向目标判断潜在目标是否为突变状况的判断 条件包括如下至少一项:判断潜在目标的标识与上一时刻前向目标的标识是否一致,响应于潜在目标的标识与上一时刻前向目标的标识不一致,潜在目标为突变状况,这种情况可以表明潜在目标和上一时刻前向目标不是同一个物体(车辆),存在有其他车辆从相邻车道切入至自动驾驶车辆前面的可能;判断潜在目标的类型与上一时刻前向目标的类型是否一致,响应于潜在目标的类型与上一时刻前向目标的类型不一致,潜在目标为突变状况,这种情况可以表明潜在目标和上一时刻前向目标很大概率不是同一个物体,但也有可能是视觉传感器或雷达传感器丢失了目标;判断当前时刻潜在目标的位置信息与上一时刻前向目标在当前时刻的位置信息差值是否超过预设距离,响应于当前时刻潜在目标的位置信息与上一时刻前向目标在当前时刻的位置信息差值超过预设距离,潜在目标为突变状况,这种情况可以表明潜在目标可能是干扰物(如井盖)。Exemplarily, the judging condition for judging whether a potential target is a sudden change according to the forward target at the previous moment includes at least one of the following: judging whether the identification of the potential target is consistent with the identification of the forward target at the previous moment, and responding to the The identification is inconsistent with the identification of the forward target at the previous moment, and the potential target is a sudden change. This situation can indicate that the potential target and the forward target at the previous moment are not the same object (vehicle), and there are other vehicles that cut into the vehicle from adjacent lanes. Possibility in front of the self-driving vehicle; judging whether the type of the potential target is consistent with the type of the forward target at the previous moment, in response to the inconsistency between the type of the potential target and the type of the forward target at the previous moment, the potential target is a sudden change, in this case It can indicate that the potential target is not the same object with a high probability of the forward target at the previous moment, but it is also possible that the visual sensor or radar sensor has lost the target; judging the position information of the potential target at the current moment and the forward target at the previous moment at the current moment Whether the position information difference of the target exceeds the preset distance, in response to the position information difference of the potential target at the current moment and the position information of the forward target at the previous moment at the current moment exceeds the preset distance, and the potential target is a sudden change. This situation can be Indicates that a potential target may be an interfering object (such as a manhole cover).
S130、响应于潜在目标不是突变状况,将上一时刻的前向目标作为当前时刻的前向目标。S130. In response to the fact that the potential target is not a sudden change, use the forward target at the previous moment as the forward target at the current moment.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,判断出潜在目标不是突变状况,可以说明潜在目标和上一时刻前向目标是同一个物体,那么将上一时刻的前向目标作为当前时刻的前向目标。In the embodiment of the present application, according to the attribute data of the forward target of the vehicle at the previous moment, it is judged that the potential target is not a sudden change, which can explain that the potential target and the forward target at the previous moment are the same object, then the previous target The forward target is used as the forward target at the current moment.
S140、响应于潜在目标是突变状况,确定预设时间内突变状况的次数,并根据突变状况的次数确定是否将潜在目标作为当前时刻的前向目标。S140. In response to the potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether to use the potential target as a forward target at the current moment according to the number of sudden changes.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,判断出潜在目标是突变状况,可以说明潜在目标和上一时刻前向目标不是同一个物体。这种情况有可能潜在目标是相邻车道的其他车辆,其他车辆存在临车道压线或有切入自动驾驶车辆前面的趋势,也有可能潜在目标是路面上的干扰物(如井盖),该干扰物干扰了自动驾驶车辆对潜在目标的判断。究竟是哪种可能还需要先确定在预设时间内突变状况发生的次数,再根据突变状况的次数确定潜在目标是相邻车道的其他车辆还是干扰物,若潜在目标是相邻车道的其他车辆,则将潜在目标作为当前时刻的前向目标;若潜在目标是干扰物,将上一时刻的前 向目标作为当前时刻的前向目标。In the embodiment of the present application, according to the attribute data of the forward target of the vehicle at the last moment, it is judged that the potential target is a sudden change, which can explain that the potential target and the forward target at the last moment are not the same object. In this case, it is possible that the potential target is other vehicles in the adjacent lane, and other vehicles have the tendency of approaching the lane line or cutting in front of the self-driving vehicle. It is also possible that the potential target is a disturbance on the road (such as a manhole cover). It interferes with the self-driving vehicle's judgment of potential targets. It is necessary to determine the number of sudden changes within the preset time, and then determine whether the potential target is another vehicle in the adjacent lane or an interference object according to the number of sudden changes. If the potential target is other vehicles in the adjacent lane , then the potential target is taken as the forward target at the current moment; if the potential target is a disturbance, the forward target at the previous moment is taken as the forward target at the current moment.
本申请需要统计在预设时间内突变状况发生的次数,其中,本申请对预设时间的设置不进行限定,可选的,该“预设时间”与自动驾驶车辆确定潜在目标的“时间间隔”之间是倍数关系,如:“预设时间”=N*“时间间隔”。这样设置的好处在于,可以对潜在目标达到多次确认的目的,以确定是否将潜在目标作为当前时刻的前向目标,也可以避免因直接将潜在目标作为当前时刻的前向目标而造成的前向目标输出的不准确和不稳定。其中,“预设时间”的设置与下述实施例中的“预设阈值”有关,“预设阈值”的数值越大,“预设时间”也就越长。This application needs to count the number of occurrences of sudden changes within a preset time, wherein this application does not limit the setting of the preset time. Optionally, the "time interval" between the "preset time" and the "time interval" between the "preset time" and the automatic driving vehicle to determine the potential target "There is a multiple relationship, such as: "preset time" = N * "time interval". The advantage of this setting is that the potential target can be confirmed multiple times to determine whether to use the potential target as the forward target at the current moment, and it can also avoid the forward error caused by directly using the potential target as the forward target at the current moment. Inaccurate and inconsistent output to target. Wherein, the setting of the "preset time" is related to the "preset threshold" in the following embodiments, the larger the value of the "preset threshold", the longer the "preset time".
需要说明的是,在确定将潜在目标作为当前时刻的前向目标之前,本申请仍然是将上一时刻的前向目标作为当前时刻的前向目标。这样设置的好处在于,可以保证前向目标输出的稳定性,进而提高自动驾驶车辆的安全系数。It should be noted that, before the potential target is determined as the forward target at the current moment, the present application still uses the forward target at the previous moment as the forward target at the current moment. The advantage of this setting is that it can ensure the stability of the forward target output, thereby improving the safety factor of the self-driving vehicle.
本实施例提供的技术方案,通过确定车辆的潜在目标;根据上一时刻车辆的前向目标判断潜在目标是否为突变状况;响应于潜在目标不是突变状况,将上一时刻的前向目标作为当前时刻的前向目标;响应于潜在目标是突变状况,确定预设时间内突变状况的次数,并根据突变状况的次数确定是否将潜在目标作为当前时刻的前向目标。本申请通过确定车辆的潜在目标,并对该潜在目标进行滤波处理以确定是否可以作为当前时刻的前向目标,可以解决相关技术因对每一个可能成为前向目标的潜在目标都进行滤波处理所造成的计算复杂度,可以降低算法复杂度且降低存储器的占用量;还也可以避免因直接将潜在目标作为当前时刻的前向目标而造成的前向目标输出的不准确和不稳定,可以保证前向目标输出的稳定性。The technical solution provided by this embodiment determines the potential target of the vehicle; judges whether the potential target is a sudden change according to the forward target of the vehicle at the previous moment; A forward target at a moment; in response to a potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether to use the potential target as the current forward target according to the number of sudden changes. The present application determines the potential target of the vehicle and performs filtering processing on the potential target to determine whether it can be used as a forward target at the current moment, which can solve the problem of performing filtering processing on each potential target that may become a forward target in the related technology. The resulting computational complexity can reduce the complexity of the algorithm and reduce the memory usage; it can also avoid the inaccuracy and instability of the forward target output caused by directly using the potential target as the forward target at the current moment, which can ensure Stability of forward target output.
实施例二Embodiment two
图3为本申请实施例提供的前向目标的确定方法的第二流程示意图;图4为本申请实施例提供的车辆的另一前向目标示意图。本申请实施例是在上述实 施例的基础上进行细化,本实施例对是否将潜在目标作为当前时刻的前向目标的滤波过程进行详细的解释说明。Fig. 3 is a second schematic flow chart of the method for determining a forward target provided by the embodiment of the present application; Fig. 4 is a schematic diagram of another forward target of the vehicle provided by the embodiment of the present application. The embodiment of the present application is refined on the basis of the above-mentioned embodiments. This embodiment explains in detail the filtering process of whether to use the potential target as the forward target at the current moment.
参见图3,本实施例的方法包括但不限于如下步骤:Referring to Fig. 3, the method of the present embodiment includes but not limited to the following steps:
S210、通过至少两个传感器分别对车辆前方的物体进行识别,并将与车辆距离最近的物体作为潜在目标。S210. Respectively identify objects in front of the vehicle through at least two sensors, and use the object closest to the vehicle as a potential target.
其中,至少两个传感器包括视觉传感器和雷达传感器。Wherein at least two sensors include a vision sensor and a radar sensor.
S220、根据上一时刻车辆的前向目标判断潜在目标是否为突变状况。S220, judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,可以判断潜在目标是否为突变状况。若不是突变状况,则执行步骤S230;若是突变状况,则执行步骤S240。In the embodiment of the present application, according to the attribute data of the forward target of the vehicle at the last moment, it can be judged whether the potential target is a sudden change. If it is not a sudden change, execute step S230; if it is a sudden change, execute step S240.
S230、响应于潜在目标不是突变状况,将上一时刻的前向目标作为当前时刻的前向目标。S230. In response to the fact that the potential target is not a sudden change, use the forward target at the previous moment as the forward target at the current moment.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,判断潜在目标不是突变状况,可以说明潜在目标和上一时刻前向目标是同一个物体,那么将上一时刻的前向目标作为当前时刻的前向目标。In the embodiment of the present application, according to the attribute data of the forward target of the vehicle at the previous moment, it is judged that the potential target is not a sudden change, it can be explained that the potential target and the forward target at the previous moment are the same object, then the forward target at the previous moment is The forward target is used as the forward target at the current moment.
示例性的,在将上一时刻的前向目标作为当前时刻的前向目标之后,还可以根据上一时刻前向目标的位置信息预测上一时刻前向目标在当前时刻的位置信息。例如,预测的方法可以是匀加速运动模型中的距离-加速度公式。Exemplarily, after the forward target at the previous moment is used as the forward target at the current moment, the position information of the forward target at the previous moment at the current moment may also be predicted according to the position information of the forward target at the previous moment. For example, the prediction method can be the distance-acceleration formula in the uniform acceleration motion model.
示例性的,在将上一时刻的前向目标作为当前时刻的前向目标之后,还可以根据上一时刻的前向目标的速度信息预测上一时刻的前向目标在当前时刻的速度信息;根据预测的上一时刻的前向目标在当前时刻的速度信息调整车辆的驾驶参数。例如,计算的方法可以是匀加速运动模型中的速度-加速度公式。Exemplarily, after the forward target at the previous moment is used as the forward target at the current moment, the speed information of the forward target at the previous moment at the current moment can also be predicted according to the speed information of the forward target at the previous moment; Adjust the driving parameters of the vehicle according to the speed information of the predicted forward target at the current moment. For example, the calculation method can be the velocity-acceleration formula in the uniform acceleration motion model.
S240、响应于潜在目标是突变状况,确定预设时间内突变状况的次数,并判断突变状况的次数是否等于预设阈值。S240. In response to the potential target being a sudden change, determine the number of sudden changes within a preset time period, and determine whether the number of sudden changes is equal to a preset threshold.
在本申请实施例中,根据上一时刻车辆的前向目标的属性数据,判断潜在目标是突变状况,可以说明潜在目标和上一时刻前向目标不是同一个物体,那 么可以使用计数器统计预设时间内突变状况发生的次数。若突变状况的次数等于预设阈值,则执行S250;若突变状况的次数小于预设阈值,则执行S260。In the embodiment of this application, according to the attribute data of the forward target of the vehicle at the last moment, it is judged that the potential target is a sudden change, which can explain that the potential target and the forward target at the last moment are not the same object, then the counter statistics can be used to preset The number of occurrences of the mutation condition over time. If the number of sudden changes is equal to the preset threshold, execute S250; if the number of sudden changes is smaller than the preset threshold, execute S260.
S250、若突变状况的次数等于预设阈值,则将潜在目标作为当前时刻的前向目标,并对统计突变状况次数的计数器进行清零。S250. If the number of sudden changes is equal to the preset threshold, set the potential target as the forward target at the current moment, and clear the counter for counting the number of sudden changes.
在本申请实施例中,若突变状况的次数等于预设阈值,表明潜在目标是相邻车道的其他车辆,其他车辆存在临车道压线或有切入自动驾驶车辆前面的趋势,则将潜在目标作为当前时刻的前向目标,并对统计突变状况次数的计数器进行清零,以使计数器在下一时刻重新对突变状况进行计数。如图4所示,是将具有临车道压线或有切入自动驾驶车辆前方的趋势的其他车辆作为前向目标的示意图。In the embodiment of the present application, if the number of sudden changes is equal to the preset threshold value, it indicates that the potential target is other vehicles in the adjacent lane, and other vehicles have the tendency of approaching the lane line or cutting into the front of the self-driving vehicle, then the potential target is taken as The forward target at the current moment, and clear the counter for counting the number of sudden changes, so that the counter can count the sudden change again at the next moment. As shown in Figure 4, it is a schematic diagram of taking other vehicles that are approaching the lane line or tend to cut into the front of the autonomous driving vehicle as forward targets.
示例性的,预设阈值设置的过程至少包括:当潜在目标的类型为融合目标时,若潜在目标的标识与上一时刻的前向目标的标识不一致,且潜在目标对应的视觉传感器采集的标识和上一时刻的前向目标的标识一致,则将预设阈值设置为第一预设阈值,这是因为实车测试经验可知视觉传感器获取标识的稳定性很好,这种标识跳变往往是将视觉传感器和雷达传感器进行融合输出的标识不稳定导致的;若潜在目标的标识与上一时刻的前向目标的标识不一致,且潜在目标对应的视觉传感器采集的标识和上一时刻的前向目标的标识不一致,则将预设阈值设置为比第一预设阈值较大的第二预设阈值,其原因在于想为标识跳变留一些容错空间。其中,第一预设阈值小于第二预设阈值。Exemplarily, the process of setting the preset threshold includes at least: when the type of the potential target is a fusion target, if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the identification collected by the visual sensor corresponding to the potential target If it is consistent with the mark of the forward target at the previous moment, the preset threshold is set as the first preset threshold. This is because the actual vehicle test experience shows that the stability of the visual sensor to obtain the mark is very good, and the jump of this mark is often It is caused by the instability of the identification output by the fusion of the visual sensor and the radar sensor; if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the identification collected by the visual sensor corresponding to the potential target is consistent with the forward target at the previous moment If the identifiers of the targets are inconsistent, the preset threshold is set to a second preset threshold that is larger than the first preset threshold. The reason is to leave some room for error tolerance for identifier jumps. Wherein, the first preset threshold is smaller than the second preset threshold.
当上一时刻的前向目标的类型为融合目标,且潜在目标的类型为单雷达目标时,若潜在目标的标识与上一时刻的前向目标的标识一致,则将预设阈值设置为第一预设阈值,因为这种情况往往是视觉传感器丢失导致的类型改变;若潜在目标的标识与上一时刻的前向目标的标识不一致,则确定上一时刻的前向目标在当前时刻的位置信息与和当前时刻潜在目标的位置信息之间的差值是否超过预设距离,若差值未超过预设距离,则将预设阈值设置为第三预设阈值,因为这种很有可能是路面上的干扰物(如井盖、地面金属等)误识别导致的前 方出现持续的单雷达目标。第三预设阈值数值较高,因为单雷达目标具有不稳定性,对于近距离目标可信度不如单视觉目标和融合目标稳定,所以对它的判断次数可以相对应的高一些;其中,第一预设阈值小于第二预设阈值,第二预设阈值小于第三预设阈值。When the type of the forward target at the previous moment is a fusion target and the type of the potential target is a single radar target, if the identity of the potential target is consistent with the identity of the forward target at the previous moment, the preset threshold is set to the first A preset threshold, because this situation is often the type change caused by the loss of the visual sensor; if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, determine the position of the forward target at the previous moment at the current moment Whether the difference between the information and the position information of the potential target at the current moment exceeds the preset distance, if the difference does not exceed the preset distance, the preset threshold is set to the third preset threshold, because this is likely to be A continuous single radar target appears ahead due to misidentification of disturbances on the road (such as manhole covers, ground metal, etc.). The third preset threshold value is relatively high, because the single radar target is unstable, and its reliability for short-distance targets is not as stable as that of single vision targets and fusion targets, so the number of judgments on it can be correspondingly higher; among them, the first A preset threshold is smaller than a second preset threshold, and the second preset threshold is smaller than a third preset threshold.
可选的,第一预设阈值可以是1;第二预设阈值可以是3;第三预设阈值可以是60。Optionally, the first preset threshold may be 1; the second preset threshold may be 3; and the third preset threshold may be 60.
示例性的,在将潜在目标作为当前时刻的前向目标之后,还可以获取潜在目标在当前时刻的属性数据,并根据属性数据计算潜在目标的速度信息;根据当前时刻的前向目标的速度信息调整车辆的驾驶参数。Exemplarily, after the potential target is used as the forward target at the current moment, the attribute data of the potential target at the current moment can also be obtained, and the speed information of the potential target can be calculated according to the attribute data; according to the speed information of the forward target at the current moment Adjust the driving parameters of the vehicle.
S260、若突变状况的次数小于预设阈值,则将上一时刻的前向目标作为当前时刻的前向目标,并保留计数器的统计结果,以便在下一时刻继续对突变状况进行统计。S260. If the number of sudden changes is less than the preset threshold, take the forward target at the previous moment as the forward target at the current time, and keep the statistical results of the counter, so as to continue to count the sudden change at the next time.
在本申请实施例中,若突变状况的次数小于预设阈值,表明潜在目标是干扰物,则将上一时刻的前向目标作为当前时刻的前向目标,并保留计数器的统计结果,以便在下一时刻继续对突变状况进行统计。In the embodiment of the present application, if the number of sudden changes is less than the preset threshold, it indicates that the potential target is an interferer, then the forward target at the previous moment is taken as the forward target at the current moment, and the statistical results of the counter are kept, so that in the next Continue to make statistics on the mutation status for a moment.
需要说明的是,当突变状况的次数等于预设阈值,或当前时刻的潜在目标不是突变状况时,计数器需要进行清零操作;当突变状况的次数小于预设阈值时,即便下一次的突变状况和当前次的突变状况不一样,也不进行清零操作,而是保留计数器的统计结果,下一次继续对突变状况进行统计;这样设置的好处在于,增加容错空间,增强模型的鲁棒性。有的情况是相邻车道存在两辆车连续切入自动驾驶车辆所在的车道,比较近的一辆切到一半不切了,由于在上一次计数器统计结果的基础上继续计数,因而能够快一点选中第二辆切入的车辆。It should be noted that when the number of sudden changes is equal to the preset threshold, or the potential target at the current moment is not a sudden change, the counter needs to be cleared; when the number of sudden changes is less than the preset threshold, even if the next sudden change Unlike the current mutation status, the reset operation is not performed, but the statistical results of the counter are retained, and the next mutation status will continue to be counted. The advantage of this setting is that it increases the fault tolerance space and enhances the robustness of the model. In some cases, there are two vehicles in the adjacent lane that continuously cut into the lane where the self-driving vehicle is located, and the closer one cuts halfway and does not cut. Since the counting continues on the basis of the last counter statistics, it can be selected faster. The second vehicle that cuts in.
可选的,在将上一时刻的前向目标作为当前时刻的前向目标之后,还包括:根据上一时刻的前向目标的速度信息预测上一时刻的前向目标在当前时刻的速度信息;根据当前时刻的前向目标的速度信息调整车辆的驾驶参数。Optionally, after taking the forward target at the previous moment as the forward target at the current moment, it also includes: predicting the speed information of the forward target at the current moment according to the speed information of the forward target at the previous moment ; Adjust the driving parameters of the vehicle according to the speed information of the forward target at the current moment.
需要说明的是,步骤S220是用于判断潜在目标是否为突变状况,在潜在目标不是突变状况的情况下,执行步骤S230,也就是,将上一时刻的前向目标作为当前时刻的前向目标;在潜在目标是突变状况的情况下,执行步骤S240-S260;其中,步骤S240是确定突变状况的次数,若突变状况的次数等于预设阈值,则执行步骤S250,也就是,将潜在目标作为当前时刻的前向目标;若突变状况的次数小于预设阈值,则执行步骤S260,也就是,将上一时刻的前向目标作为当前时刻的前向目标。步骤S230和步骤S240-S260是相互独立的,本申请实施例不对这两个的执行顺序进行限定。在步骤S240-S260中,步骤S250和步骤S260是相互独立的,本申请实施例也不对这两个的执行顺序进行限定。It should be noted that step S220 is used to judge whether the potential target is in a sudden change state. If the potential target is not in a sudden change state, step S230 is executed, that is, the forward target at the previous moment is used as the forward target at the current moment. ; In the case that the potential target is a sudden change, execute steps S240-S260; wherein, step S240 is to determine the number of sudden changes, if the number of sudden changes is equal to the preset threshold, then execute step S250, that is, use the potential target as The forward target at the current moment; if the number of sudden changes is less than the preset threshold, step S260 is performed, that is, the forward target at the previous moment is used as the forward target at the current moment. Step S230 and steps S240-S260 are independent of each other, and this embodiment of the present application does not limit the execution order of these two steps. In steps S240-S260, step S250 and step S260 are independent of each other, and this embodiment of the present application does not limit the execution order of these two steps.
可选的,系统确定出是将潜在目标作为当前时刻的前向目标还是将上一时刻的前向目标作为当前时刻的前向目标之后,系统可将当前时刻前向目标的标识、位置信息和速度信息打包发送至车辆控制器,以使车辆控制器根据这些信息调整车辆的驾驶参数。Optionally, after the system determines whether to use the potential target as the forward target at the current moment or the forward target at the previous moment as the forward target at the current moment, the system can use the identification, location information and The speed information is packaged and sent to the vehicle controller, so that the vehicle controller can adjust the driving parameters of the vehicle according to the information.
本实施例提供的技术方案,通过至少两个传感器分别对车辆前方的物体进行识别,并将与车辆距离最近的物体作为潜在目标;根据上一时刻车辆的前向目标判断潜在目标是否为突变状况;响应于潜在目标不是突变状况,将上一时刻的前向目标作为当前时刻的前向目标;响应于潜在目标是突变状况,确定预设时间内突变状况的次数;若突变状况的次数等于预设阈值,则将潜在目标作为当前时刻的前向目标,并对统计突变状况次数的计数器进行清零;若突变状况的次数小于预设阈值,则将上一时刻的前向目标作为当前时刻的前向目标,并保留计数器的统计结果,以便在下一时刻继续对突变状况进行统计。本申请通过确定车辆的潜在目标,并对该潜在目标进行滤波处理以确定是否可以作为当前时刻的前向目标,可以解决相关技术因对每一个可能成为前向目标的潜在目标都进行滤波处理所造成的计算复杂度,可以降低算法复杂度且降低存储器的占用量;还也可以避免因直接将潜在目标作为当前时刻的前向目标而造成的前向目标输出的不准确和不稳定,可以保证前向目标输出的稳定性。The technical solution provided by this embodiment uses at least two sensors to identify the objects in front of the vehicle respectively, and uses the object closest to the vehicle as a potential target; judges whether the potential target is a sudden change according to the forward target of the vehicle at the last moment ; In response to the potential target is not a sudden change, the forward target at the previous moment is used as the forward target at the current moment; in response to the potential target is a sudden change, determine the number of times of the sudden change within the preset time; if the number of times of the sudden change is equal to the predetermined If the threshold is set, the potential target will be used as the forward target at the current moment, and the counter for counting the number of sudden changes will be cleared; if the number of sudden changes is less than the preset threshold, the forward target at the previous moment will be used as the forward target at the current moment. Forward the target, and keep the statistical results of the counter, so as to continue to count the mutation status at the next moment. The present application determines the potential target of the vehicle and performs filtering processing on the potential target to determine whether it can be used as a forward target at the current moment, which can solve the problem of performing filtering processing on each potential target that may become a forward target in the related technology. The resulting computational complexity can reduce the complexity of the algorithm and reduce the memory usage; it can also avoid the inaccuracy and instability of the forward target output caused by directly using the potential target as the forward target at the current moment, which can ensure Stability of forward target output.
实施例三Embodiment three
图5为本申请实施例提供的一种前向目标的确定装置的结构示意图,如图5所示,该装置500可以包括:FIG. 5 is a schematic structural diagram of an apparatus for determining a forward target provided in an embodiment of the present application. As shown in FIG. 5, the apparatus 500 may include:
目标确定模块510,设置为确定车辆的潜在目标,所述潜在目标是指当前道路上影响车辆驾驶状态的物体。The target determination module 510 is configured to determine potential targets of the vehicle, where the potential targets refer to objects on the current road that affect the driving state of the vehicle.
状况判断模块520,设置为根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况。The status judging module 520 is configured to judge whether the potential target is in a sudden change according to the forward target of the vehicle at the last moment.
第一确定模块530,设置为响应于所述潜在目标不是突变状况,将所述上一时刻的前向目标作为当前时刻的前向目标。The first determination module 530 is configured to use the forward target at the previous moment as the forward target at the current moment in response to the potential target not being in a sudden change.
第二确定模块540,设置为响应于所述潜在目标是突变状况,确定预设时间内所述突变状况的次数,并根据所述突变状况的次数确定是否将所述潜在目标作为所述当前时刻的前向目标。The second determining module 540 is configured to, in response to the potential target being a sudden change, determine the number of times of the sudden change within a preset time period, and determine whether to use the potential target as the current moment according to the number of sudden changes. forward target.
可选的,上述第二确定模块540,设置为:若所述突变状况的次数等于预设阈值,则将所述潜在目标作为所述当前时刻的前向目标,并对统计所述突变状况次数的计数器进行清零;若所述突变状况的次数小于所述预设阈值,则将所述上一时刻的前向目标作为所述当前时刻的前向目标,并保留所述计数器的统计结果,以便在下一时刻继续对所述突变状况进行统计。Optionally, the above-mentioned second determination module 540 is set to: if the number of sudden changes is equal to a preset threshold, then use the potential target as the forward target at the current moment, and count the number of sudden changes If the number of times of the sudden change is less than the preset threshold, the forward target at the previous moment is used as the forward target at the current moment, and the statistical result of the counter is retained, In order to continue to make statistics on the mutation status at the next moment.
可选的,上述目标确定模块510,设置为:通过至少两个传感器分别对所述车辆前方的物体进行识别,并将与所述车辆距离最近的物体作为所述潜在目标;所述至少两个传感器包括视觉传感器和雷达传感器。Optionally, the above-mentioned target determination module 510 is configured to: respectively identify objects in front of the vehicle through at least two sensors, and use the object closest to the vehicle as the potential target; the at least two Sensors include vision sensors and radar sensors.
可选的,上述前向目标的确定装置,还可以包括:位置信息确定模块;Optionally, the above-mentioned device for determining a forward target may further include: a location information determining module;
所述位置信息确定模块,设置为在根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况之前,根据所述上一时刻前向目标的位置信息预测所述上一时刻前向目标在当前时刻的位置信息;获取所述潜在目标在当前时刻的属性数据,并根据所述属性数据计算当前时刻所述潜在目标的位置信息。The position information determination module is configured to predict the previous time according to the position information of the forward target at the previous time before judging whether the potential target is in a sudden change according to the forward target of the vehicle at the previous time The location information of the forward target at the current moment; acquiring the attribute data of the potential target at the current moment, and calculating the location information of the potential target at the current moment according to the attribute data.
可选的,所述预设阈值的设置过程至少包括:当所述潜在目标的类型为融合目标时,若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,且所述潜在目标对应的视觉传感器采集的标识和所述上一时刻前向目标的标识一致,则将所述预设阈值设置为第一预设阈值;若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,且所述潜在目标对应的视觉传感器采集的标识和所述上一时刻前向目标的标识不一致,则将所述预设阈值设置为第二预设阈值;当所述上一时刻前向目标的类型为融合目标,且所述潜在目标的类型为单雷达目标时,若所述潜在目标的标识与所述上一时刻前向目标的标识一致,则将所述预设阈值设置为第一预设阈值;若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,则确定所述上一时刻前向目标在当前时刻的位置信息与当前时刻所述潜在目标的位置信息之间的差值是否超过预设距离,若所述差值未超过预设距离,则将所述预设阈值设置为第三预设阈值;其中,所述第一预设阈值小于所述第二预设阈值,所述第二预设阈值小于所述第三预设阈值。Optionally, the setting process of the preset threshold at least includes: when the type of the potential target is a fusion target, if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the The identification collected by the visual sensor corresponding to the potential target is consistent with the identification of the forward target at the previous moment, then the preset threshold is set as the first preset threshold; if the identification of the potential target is the same as the previous time The identification of the forward target is inconsistent, and the identification collected by the visual sensor corresponding to the potential target is inconsistent with the identification of the forward target at the previous moment, then the preset threshold is set as the second preset threshold; when the When the type of the forward target at the previous moment is a fusion target, and the type of the potential target is a single radar target, if the identification of the potential target is consistent with the identification of the forward target at the previous time, the predicted The threshold is set as the first preset threshold; if the identification of the potential target is inconsistent with the identification of the forward target at the previous time, it is determined that the position information of the forward target at the current time at the previous time is different from that at the current time. Whether the difference between the position information of the potential target exceeds the preset distance, if the difference does not exceed the preset distance, then set the preset threshold as a third preset threshold; wherein, the first preset The threshold is set to be smaller than the second preset threshold, and the second preset threshold is smaller than the third preset threshold.
可选的,根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况的判断条件包括如下至少一项:判断所述潜在目标的标识与所述上一时刻前向目标的标识是否一致,响应于所述潜在目标的标识与所述上一时刻前向目标的标识不一致,所述潜在目标为突变状况;判断所述潜在目标的类型与所述上一时刻前向目标的类型是否一致,响应于所述潜在目标的类型与所述上一时刻前向目标的类型不一致,所述潜在目标为突变状况;判断当前时刻所述潜在目标的位置信息与所述上一时刻前向目标在当前时刻的位置信息之间的差值是否超过预设距离,响应于当前时刻所述潜在目标的位置信息与所述上一时刻前向目标在当前时刻的位置信息之间的差值超过预设距离,所述潜在目标为突变状况。Optionally, the judging condition for judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment includes at least one of the following: judging the identity of the potential target and the forward target at the last moment Whether the identification is consistent, in response to the fact that the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, the potential target is in a sudden change; judging the type of the potential target and the forward target at the previous time Whether the type is consistent, in response to the type of the potential target being inconsistent with the type of the forward target at the previous time, the potential target is in a sudden change; judging that the position information of the potential target at the current time is consistent with the previous time at the previous time Whether the difference between the location information of the target at the current moment exceeds the preset distance, in response to the difference between the location information of the potential target at the current moment and the location information of the forward target at the current moment at the previous moment Beyond a predetermined distance, the potential target is a mutation condition.
可选的,上述前向目标的确定装置,还可以包括:第一速度信息确定模块;Optionally, the above-mentioned device for determining a forward target may further include: a first speed information determining module;
所述第一速度信息确定模块,设置为在将所述上一时刻的前向目标作为所述当前时刻的前向目标之后,根据所述上一时刻前向目标的速度信息预测所述 上一时刻前向目标在当前时刻的速度信息;根据预测的所述上一时刻的前向目标在当前时刻的速度信息调整车辆的驾驶参数。The first speed information determining module is configured to predict the last speed information according to the speed information of the forward goal at the last time after the forward goal at the previous moment is taken as the forward goal at the current moment. The speed information of the forward target at the current moment at the moment; adjusting the driving parameters of the vehicle according to the predicted speed information of the forward target at the current moment at the previous moment.
可选的,上述前向目标的确定装置,还可以包括:第二速度信息确定模块;Optionally, the above-mentioned device for determining a forward target may further include: a second speed information determining module;
所述第二速度信息确定模块,设置为在将所述潜在目标作为所述当前时刻的前向目标之后,获取所述潜在目标在当前时刻的属性数据,并根据所述属性数据计算所述潜在目标的速度信息;根据所述当前时刻的前向目标的所述速度信息调整车辆的驾驶参数。The second speed information determination module is configured to obtain attribute data of the potential target at the current moment after the potential target is taken as the forward target at the current moment, and calculate the potential speed information according to the attribute data. The speed information of the target; adjusting the driving parameters of the vehicle according to the speed information of the forward target at the current moment.
本实施例提供的前向目标的确定装置可适用于上述任意实施例提供的前向目标的确定方法,具备相应的功能。The device for determining a forward target provided in this embodiment can be applied to the method for determining a forward target provided in any of the above embodiments, and has corresponding functions.
实施例四Embodiment four
图6是用来实现本申请实施例的一种前向目标的确定方法的电子设备的框图,图6示出了适于用来实现本申请实施例实施方式的示例性电子设备的框图。图6显示的电子设备仅仅是一个示例,不应对本申请实施例的功能和使用范围带来任何限制。该电子设备典型可以是智能手机、平板电脑、笔记本电脑、车载终端以及可穿戴设备等。可选的,本申请实施例中的电子设备可以是自动驾驶车辆。Fig. 6 is a block diagram of an electronic device used to implement a method for determining a forward goal according to an embodiment of the present application. Fig. 6 shows a block diagram of an exemplary electronic device suitable for implementing the implementation of the embodiment of the present application. The electronic device shown in FIG. 6 is only an example, and should not limit the functions and scope of use of the embodiment of the present application. Typically, the electronic device may be a smart phone, a tablet computer, a notebook computer, a vehicle terminal, a wearable device, and the like. Optionally, the electronic device in this embodiment of the present application may be a self-driving vehicle.
如图6所示,电子设备600以通用计算设备的形式表现。电子设备600的组件可以包括但不限于:至少一个处理器或者处理单元616,存储器628,连接不同系统组件(包括存储器628和处理单元616)的总线618。As shown in FIG. 6, electronic device 600 takes the form of a general-purpose computing device. The components of the electronic device 600 may include, but are not limited to: at least one processor or processing unit 616, a memory 628, and a bus 618 connecting different system components (including the memory 628 and the processing unit 616).
总线618表示几类总线结构中的一种或多种,包括存储器总线或者存储器控制器,外围总线,图形加速端口,处理器或者使用多种总线结构中的任意总线结构的局域总线。举例来说,这些体系结构包括但不限于工业标准体系结构(Industry Standard Architecture,ISA)总线,微通道体系结构(Micro Channel Architecture,MCA)总线,增强型ISA总线、视频电子标准协会(Video Electronics Standards Association,VESA)局域总线以及外围组件互连(Peripheral Component  Interconnect,PCI)总线。 Bus 618 represents one or more of several types of bus structures, including a memory bus or memory controller, a peripheral bus, an accelerated graphics port, a processor, or a local bus using any of a variety of bus structures. For example, these architectures include but are not limited to Industry Standard Architecture (Industry Standard Architecture, ISA) bus, Micro Channel Architecture (Micro Channel Architecture, MCA) bus, Enhanced ISA bus, Video Electronics Standards Association (Video Electronics Standards Association, VESA) local bus and peripheral component interconnect (Peripheral Component Interconnect, PCI) bus.
电子设备600典型地包括多种计算机系统可读介质。这些介质可以是任何能够被电子设备600访问的可用介质,包括易失性和非易失性介质,可移动的和不可移动的介质。 Electronic device 600 typically includes a variety of computer system readable media. These media can be any available media that can be accessed by electronic device 600 and include both volatile and nonvolatile media, removable and non-removable media.
存储器628可以包括易失性存储器形式的计算机系统可读介质,例如随机存取存储器(Random Access Memory,RAM)630和/或高速缓存存储器632。电子设备600可以包括其它可移动/不可移动的、易失性/非易失性计算机系统存储介质。仅作为举例,存储系统634可以用于读写不可移动的、非易失性磁介质(图6未显示,通常称为“硬盘驱动器”)。尽管图6中未示出,可以提供用于对可移动非易失性磁盘(例如“软盘”)读写的磁盘驱动器,以及对可移动非易失性光盘(例如只读光盘(Compact Disc Read-Only Memory,CD-ROM),高密度数字视频光盘(Digital Video Disc-Read Only Memory,DVD-ROM)或者其它光介质)读写的光盘驱动器。在这些情况下,每个驱动器可以通过至少一个数据介质接口与总线618相连。存储器628可以包括至少一个程序产品,该程序产品具有一组(例如至少一个)程序模块,这些程序模块被配置以执行本申请各实施例的功能。 Memory 628 may include computer system readable media in the form of volatile memory, such as random access memory (Random Access Memory, RAM) 630 and/or cache memory 632 . Electronic device 600 may include other removable/non-removable, volatile/nonvolatile computer system storage media. By way of example only, storage system 634 may be used to read and write to non-removable, non-volatile magnetic media (not shown in FIG. 6, commonly referred to as a "hard drive"). Although not shown in FIG. 6, a disk drive for reading and writing to a removable non-volatile disk (such as a "floppy disk") may be provided, as well as a removable non-volatile disk (such as a Compact Disc Read-Only Disk (CDROM)). -Only Memory, CD-ROM), high-density digital video disc (Digital Video Disc-Read Only Memory, DVD-ROM) or other optical media) CD-ROM drive. In these cases, each drive may be connected to bus 618 through at least one data media interface. The memory 628 may include at least one program product having a set (eg, at least one) of program modules configured to perform the functions of the various embodiments of the present application.
具有一组(至少一个)程序模块642的程序/实用工具640,可以存储在例如存储器628中,这样的程序模块642包括但不限于操作系统、至少一个应用程序、其它程序模块以及程序数据,这些示例中的每一个或某种组合中可能包括网络环境的实现。程序模块642通常执行本申请实施例所描述的功能和/或方法。A program/utility 640 having a set (at least one) of program modules 642, such as but not limited to, an operating system, at least one application program, other program modules, and program data, may be stored, for example, in memory 628. Each or some combination of the examples may include the implementation of a network environment. The program module 642 generally executes the functions and/or methods described in the embodiments of this application.
电子设备600也可以与至少一个外部设备614(例如键盘、指向设备、显示器624等)通信,还可与至少一个使得用户能与该电子设备600交互的设备通信,和/或与使得该电子设备600能与至少一个其它计算设备进行通信的任何设备(例如网卡,调制解调器等等)通信。这种通信可以通过输入/输出(Input/Output,I/O)接口622进行。并且,电子设备600还可以通过网络适配器620与至少一 个网络(例如局域网(Local Area Network,LAN),广域网(Wide Area Network,WAN)和/或公共网络,例如因特网)通信。如图6所示,网络适配器620通过总线618与电子设备600的其它模块通信。应当明白,尽管图6中未示出,可以结合电子设备600使用其它硬件和/或软件模块,包括但不限于:微代码、设备驱动器、冗余处理单元、外部磁盘驱动阵列、磁盘阵列(Redundant Arrays of Independent Disks,RAID)系统、磁带驱动器以及数据备份存储系统等。The electronic device 600 may also communicate with at least one external device 614 (such as a keyboard, a pointing device, a display 624, etc.), communicate with at least one device that enables a user to interact with the electronic device 600, and/or communicate with the electronic device 600 is capable of communicating with any device (eg, network card, modem, etc.) that communicates with at least one other computing device. Such communication may be through an Input/Output (I/O) interface 622 . Moreover, the electronic device 600 can also communicate with at least one network (such as a local area network (Local Area Network, LAN), a wide area network (Wide Area Network, WAN) and/or a public network, such as the Internet) through the network adapter 620. As shown in FIG. 6 , the network adapter 620 communicates with other modules of the electronic device 600 through the bus 618 . It should be appreciated that although not shown in FIG. 6 , other hardware and/or software modules may be used in conjunction with electronic device 600, including but not limited to: microcode, device drivers, redundant processing units, external disk drive arrays, disk arrays (Redundant Arrays of Independent Disks, RAID) systems, tape drives, and data backup storage systems.
处理单元616通过运行存储在存储器628中的程序,从而执行各种功能应用以及数据处理,例如实现本申请任一实施例所提供的前向目标的确定方法。The processing unit 616 executes various functional applications and data processing by running the programs stored in the memory 628 , for example, realizing the method for determining the forward goal provided by any embodiment of the present application.
实施例五Embodiment five
本申请实施例五还提供一种计算机可读存储介质,其上存储有计算机程序(或称为计算机可执行指令),该程序被处理器执行时可以用于执行本申请上述任一实施例所提供的前向目标的确定方法。Embodiment 5 of the present application also provides a computer-readable storage medium on which is stored a computer program (or called computer-executable instructions). When the program is executed by a processor, it can be used to execute the Provides a method for determining the forward target.
本申请实施例的计算机存储介质,可以采用至少一个计算机可读的介质的任意组合。计算机可读介质可以是计算机可读信号介质或者计算机可读存储介质。计算机可读存储介质例如可以是——但不限于——电、磁、光、电磁、红外线、或半导体的系统、装置或器件,或者任意以上的组合。计算机可读存储介质的更具体的例子(非穷举的列表)包括:具有至少一个导线的电连接、便携式计算机磁盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器((Erasable Programmable Read-Only Memory,EPROM)或闪存)、光纤、便携式紧凑磁盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本文件中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。The computer storage medium in the embodiments of the present application may use any combination of at least one computer-readable medium. The computer readable medium may be a computer readable signal medium or a computer readable storage medium. A computer readable storage medium may be, for example, but not limited to, an electrical, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any combination thereof. More specific examples (non-exhaustive list) of computer-readable storage media include: electrical connections having at least one lead, portable computer disks, hard disks, random access memory (RAM), read only memory (ROM), erasable Programmable Read-Only Memory ((Erasable Programmable Read-Only Memory, EPROM) or flash memory), optical fiber, portable compact disk read-only memory (CD-ROM), optical storage device, magnetic storage device, or any suitable combination of the above . In this document, a computer-readable storage medium may be any tangible medium that contains or stores a program that can be used by or in conjunction with an instruction execution system, apparatus, or device.
计算机可读的信号介质可以包括在基带中或者作为载波一部分传播的数据信号,其中承载了计算机可读的程序代码。这种传播的数据信号可以采用多种 形式,包括但不限于电磁信号、光信号或上述的任意合适的组合。计算机可读的信号介质还可以是计算机可读存储介质以外的任何计算机可读介质,该计算机可读介质可以发送、传播或者传输用于由指令执行系统、装置或者器件使用或者与其结合使用的程序。A computer readable signal medium may include a data signal carrying computer readable program code in baseband or as part of a carrier wave. Such propagated data signals may take many forms, including but not limited to electromagnetic signals, optical signals, or any suitable combination of the foregoing. A computer-readable signal medium may also be any computer-readable medium other than a computer-readable storage medium, which can send, propagate, or transmit a program for use by or in conjunction with an instruction execution system, apparatus, or device. .
计算机可读介质上包含的程序代码可以用任何适当的介质传输,包括——但不限于无线、电线、光缆、射频(Radio Frequency,RF)等等,或者上述的任意合适的组合。Program code embodied on a computer readable medium may be transmitted by any appropriate medium, including but not limited to wireless, wire, optical cable, radio frequency (Radio Frequency, RF), etc., or any suitable combination of the above.
可以以一种或多种程序设计语言或其组合来编写用于执行本申请实施例操作的计算机程序代码,所述程序设计语言包括面向对象的程序设计语言—诸如Java、Smalltalk、C++,还包括常规的过程式程序设计语言—诸如“C”语言或类似的程序设计语言。程序代码可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络——包括局域网(LAN)或广域网(WAN)—连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。Computer program codes for performing the operations of the embodiments of the present application may be written in one or more programming languages or combinations thereof, the programming languages including object-oriented programming languages—such as Java, Smalltalk, C++, including A conventional procedural programming language - such as the "C" language or a similar programming language. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In cases involving a remote computer, the remote computer can be connected to the user computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (such as through an Internet service provider). Internet connection).

Claims (11)

  1. 一种前向目标的确定方法,包括:A method for determining a forward goal, comprising:
    确定车辆的潜在目标,所述潜在目标是指当前道路上影响车辆驾驶状态的物体;Determining potential targets of the vehicle, where the potential targets refer to objects on the current road that affect the driving state of the vehicle;
    根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况;Judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment;
    响应于所述潜在目标不是突变状况,将所述上一时刻的前向目标作为当前时刻的前向目标;In response to the potential target not being a sudden change, using the forward target at the previous moment as the forward target at the current moment;
    响应于所述潜在目标是突变状况,确定预设时间内所述突变状况的次数,并根据所述突变状况的次数确定是否将所述潜在目标作为所述当前时刻的前向目标。In response to the potential target being a sudden change, determining the number of times of the sudden change within a preset time period, and determining whether to use the potential target as a forward target at the current moment according to the number of sudden changes.
  2. 根据权利要求1所述的前向目标的确定方法,其中,所述根据所述突变状况的次数确定是否将所述潜在目标作为所述当前时刻的前向目标,包括:The method for determining a forward target according to claim 1, wherein the determining whether to use the potential target as the forward target at the current moment according to the number of times of the sudden change includes:
    响应于所述突变状况的次数等于预设阈值,将所述潜在目标作为所述当前时刻的前向目标,并对统计所述突变状况次数的计数器进行清零;Responding to the number of sudden changes being equal to a preset threshold, using the potential target as a forward target at the current moment, and clearing a counter for counting the number of sudden changes;
    响应于所述突变状况的次数小于所述预设阈值,将所述上一时刻的前向目标作为所述当前时刻的前向目标,并保留所述计数器的统计结果,以便在下一时刻继续对所述突变状况进行统计。In response to the number of sudden changes being less than the preset threshold, the forward target at the previous moment is used as the forward target at the current moment, and the statistical result of the counter is retained, so as to continue to monitor the target at the next moment The mutation status was counted.
  3. 根据权利要求1所述的前向目标的确定方法,其中,所述确定车辆的潜在目标,包括:The method for determining a forward target according to claim 1, wherein said determining the potential target of the vehicle comprises:
    通过至少两个传感器分别对所述车辆前方的物体进行识别,并将与所述车辆距离最近的物体作为所述潜在目标;所述至少两个传感器包括视觉传感器和雷达传感器。Respectively identify objects in front of the vehicle by at least two sensors, and use the object closest to the vehicle as the potential target; the at least two sensors include a visual sensor and a radar sensor.
  4. 根据权利要求2所述的前向目标的确定方法,在根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况之前,还包括:According to the method for determining the forward target according to claim 2, before judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment, it also includes:
    根据上一时刻前向目标的位置信息预测所述上一时刻前向目标在当前时刻的位置信息;Predicting the position information of the forward target at the current time according to the position information of the forward target at the previous time;
    获取所述潜在目标在当前时刻的属性数据,并根据所述属性数据计算当前 时刻所述潜在目标的位置信息。Obtain the attribute data of the potential target at the current moment, and calculate the position information of the potential target at the current moment according to the attribute data.
  5. 根据权利要求4所述的前向目标的确定方法,其中,所述预设阈值的设置过程至少包括:The method for determining a forward target according to claim 4, wherein the setting process of the preset threshold includes at least:
    当所述潜在目标的类型为融合目标时,若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,且所述潜在目标对应的视觉传感器采集的标识和所述上一时刻前向目标的标识一致,则将所述预设阈值设置为第一预设阈值;若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,且所述潜在目标对应的视觉传感器采集的标识和所述上一时刻前向目标的标识不一致,则将所述预设阈值设置为第二预设阈值;When the type of the potential target is a fusion target, if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the identification collected by the visual sensor corresponding to the potential target is consistent with the identification of the previous time If the identification of the forward target is consistent, the preset threshold is set as the first preset threshold; if the identification of the potential target is inconsistent with the identification of the forward target at the previous moment, and the corresponding visual The identification collected by the sensor is inconsistent with the identification of the forward target at the previous moment, and the preset threshold is set as the second preset threshold;
    当所述上一时刻前向目标的类型为融合目标,且所述潜在目标的类型为单雷达目标时,若所述潜在目标的标识与所述上一时刻前向目标的标识一致,则将所述预设阈值设置为第一预设阈值;若所述潜在目标的标识与所述上一时刻前向目标的标识不一致,则确定所述上一时刻前向目标在当前时刻的位置信息与当前时刻所述潜在目标的位置信息之间的差值是否超过预设距离,若所述差值未超过预设距离,则将所述预设阈值设置为第三预设阈值;其中,所述第一预设阈值小于所述第二预设阈值,所述第二预设阈值小于所述第三预设阈值。When the type of the forward target at the last time is a fusion target, and the type of the potential target is a single radar target, if the identification of the potential target is consistent with the identification of the forward target at the previous time, the The preset threshold is set as a first preset threshold; if the identification of the potential target is inconsistent with the identification of the forward target at the previous time, determine that the position information of the forward target at the previous time at the current time is consistent with the Whether the difference between the position information of the potential target at the current moment exceeds a preset distance, if the difference does not exceed the preset distance, then set the preset threshold as a third preset threshold; wherein, the The first preset threshold is smaller than the second preset threshold, and the second preset threshold is smaller than the third preset threshold.
  6. 根据权利要求4所述的前向目标的确定方法,其中,根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况的判断条件包括如下至少一项:The method for determining a forward target according to claim 4, wherein the judging condition for judging whether the potential target is a sudden change according to the forward target of the vehicle at the last moment includes at least one of the following:
    判断所述潜在目标的标识与所述上一时刻前向目标的标识是否一致,响应于所述潜在目标的标识与所述上一时刻前向目标的标识不一致,所述潜在目标为突变状况;Judging whether the identification of the potential target is consistent with the identification of the forward target at the previous time, and in response to the inconsistency between the identification of the potential target and the identification of the forward target at the previous time, the potential target is a sudden change;
    判断所述潜在目标的类型与所述上一时刻前向目标的类型是否一致,响应于所述潜在目标的类型与所述上一时刻前向目标的类型不一致,所述潜在目标为突变状况;judging whether the type of the potential target is consistent with the type of the forward target at the previous moment, and in response to the type of the potential target being inconsistent with the type of the forward target at the previous time, the potential target is in a sudden change;
    判断当前时刻所述潜在目标的位置信息与所述上一时刻前向目标在当前时 刻的位置信息之间的差值是否超过预设距离,响应于当前时刻所述潜在目标的位置信息与所述上一时刻前向目标在当前时刻的位置信息之间的差值超过预设距离,所述潜在目标为突变状况。judging whether the difference between the position information of the potential target at the current time and the position information of the forward target at the current time at the previous time exceeds a preset distance, and in response to the position information of the potential target at the current time and the The difference between the position information of the forward target at the last time and the current time exceeds the preset distance, and the potential target is in a sudden change.
  7. 根据权利要求2所述的前向目标的确定方法,在将所述上一时刻的前向目标作为当前时刻的前向目标之后,还包括:According to the method for determining the forward target according to claim 2, after the forward target at the last moment is used as the forward target at the current moment, it further includes:
    根据所述上一时刻前向目标的速度信息预测所述上一时刻前向目标在当前时刻的速度信息;Predicting the speed information of the forward target at the current time according to the speed information of the forward target at the previous time;
    根据预测的所述上一时刻前向目标在当前时刻的速度信息调整车辆的驾驶参数。Adjusting the driving parameters of the vehicle according to the predicted speed information of the forward target at the previous moment at the current moment.
  8. 根据权利要求2所述的前向目标的确定方法,在将所述潜在目标作为所述当前时刻的前向目标之后,还包括:According to the method for determining a forward target according to claim 2, after using the potential target as the forward target at the current moment, further comprising:
    获取所述潜在目标在当前时刻的属性数据,并根据所述属性数据计算所述潜在目标的速度信息;Acquiring attribute data of the potential target at the current moment, and calculating speed information of the potential target according to the attribute data;
    根据所述当前时刻的前向目标的所述速度信息调整车辆的驾驶参数。Adjusting the driving parameters of the vehicle according to the speed information of the forward target at the current moment.
  9. 一种前向目标的确定装置,包括:A device for determining a forward target, comprising:
    目标确定模块,设置为确定车辆的潜在目标,所述潜在目标是指当前道路上影响车辆驾驶状态的物体;A target determination module, configured to determine a potential target of the vehicle, where the potential target refers to an object on the current road that affects the driving state of the vehicle;
    状况判断模块,设置为根据上一时刻所述车辆的前向目标判断所述潜在目标是否为突变状况;The status judging module is configured to judge whether the potential target is in a sudden change according to the forward target of the vehicle at the last moment;
    第一确定模块,设置为响应于所述潜在目标不是突变状况,将所述上一时刻的前向目标作为当前时刻的前向目标;The first determination module is configured to use the forward target at the previous moment as the forward target at the current moment in response to the potential target not being a sudden change;
    第二确定模块,设置为响应于所述潜在目标是突变状况,确定预设时间内所述突变状况的次数,并根据所述突变状况的次数确定是否将所述潜在目标作为所述当前时刻的前向目标。The second determining module is configured to, in response to the potential target being a sudden change, determine the number of times of the sudden change within a preset time, and determine whether to use the potential target as the current moment according to the number of sudden changes. forward target.
  10. 一种电子设备,包括:An electronic device comprising:
    至少一个处理器;at least one processor;
    存储装置,设置为存储至少一个程序;a storage device configured to store at least one program;
    当所述至少一个程序被所述至少一个处理器执行,使得所述至少一个处理器实现如权利要求1至8中任一所述的前向目标的确定方法。When the at least one program is executed by the at least one processor, the at least one processor is made to implement the method for determining a forward target as described in any one of claims 1-8.
  11. 一种计算机可读存储介质,所述计算机可读存储介质上存储有计算机程序,所述计算机程序被处理器执行时实现如权利要求1至8中任一所述的前向目标的确定方法。A computer-readable storage medium, where a computer program is stored on the computer-readable storage medium, and when the computer program is executed by a processor, the method for determining the forward goal according to any one of claims 1 to 8 is realized.
PCT/CN2022/124551 2021-10-21 2022-10-11 Forward target determination method and apparatus, electronic device and storage medium WO2023066080A1 (en)

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Application Number Priority Date Filing Date Title
CN202111226177.XA CN113895449B (en) 2021-10-21 2021-10-21 Forward target determination method and device and electronic equipment
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