Ghost object identification for automobile radar tracking
Ghost Object Identification For Automobile Radar Tracking A method of classifying an object detected by a radar device (R) includes identifying two dynamic objects (O) and one stationary object from sensor data detected by at least one sensor; determining a plurality of confidences based on a comparison of the separation distance between each object and a range of each object to the sensor. The method also determining a highest confidence value among them; comparing the highest confidence to a p re-defined threshold; and increasing a corresponding ghost probability, when the highest confidence value is higher than a predetermined threshold or decreasing the corresponding ghost probability, when the highest confidence value is not higher than the predetermined threshold. The method also includes marking the object as a ghost object when a probability of a less confident object is higher than an upper threshold and setting a ghost probability to zero when the less confident object is lower than a lower threshold.
1. A method classifying an object detected by a radar device, the method comprising:
detecting a ghost object, a real object, and a reflective object from sensor data of the radar device;
determining, from among the ghost object, the real object, and the reflective object, a first colinear object and a second colinear object that are colinear with the radar device based on an azimuth angle of the radar device, the first colinear device being closer in range to the radar device than the second colinear device;
determining, from among the ghost object, the real object, and the reflective object, a non-colinear object that is not colinear with the radar device, the first colinear object, and the second colinear object based on the azimuth angle of the radar device;
determining a first separation distance between the first colinear object to the second colinear object, a first range between the first colinear object and the radar device, and a second range between the second colinear object and the radar device;
determining a second separation distance between the first colinear object and the non-colinear object and a third range between the non-colinear object and the radar device;
determining whether the second separation distance is equal to: (i) the first separation distance, (ii) half the first separation distance, or (iii) twice the second range minus the first range and the third range; and
identifying the ghost object at a location from the radar device based on a result of determining whether the second separation distance is equal to: (i) the first separation distance, (ii) half the first separation distance, or (ii) twice the second range minus the first range and the third range.
2. A radar device comprising:
a hardware processor; and
hardware memory in communication with the hardware processor, the hardware memory storing instructions that when executed on the hardware processor cause the hardware processor to perform operations comprising:
detecting a ghost object, a real object, and a reflective object from sensor data of the radar device;
determining, from among the ghost object, the real object, and the reflective object, a first colinear object and a second colinear object that are colinear with the radar device based on an azimuth angle of the radar device, the first colinear device being closer in range to the radar device than the second colinear device;
determining, from among the ghost object, the real object, and the reflective object, a non-colinear object that is not colinear with the radar device, the first colinear object, and the second colinear object based on the azimuth angle of the radar device;
determining a first separation distance between the first colinear object to the second colinear object, a first range between the first colinear object and the radar device, and a second range between the second colinear object and the radar device;
determining a second separation distance between the first colinear object and the non-colinear object and a third range between the non-colinear object and the radar device;
determining whether the second separation distance is equal to: (i) the first separation distance, (ii) half the first separation distance, or (iii) twice the second range minus the first range and the third range; and
identifying the ghost object at a location from the radar device based on a result of determining whether the second separation distance is equal to: (i) the first separation distance, (ii) half the first separation distance, or (iii) twice the second range minus the first range and the third range.