DETECTING TARGET VEHICLES USING NON-STANDARD FEATURES
Examples of the present disclosure relate to a system for detecting target vehicles. The system includes a sensor installed on a vehicle to sense light from outside the vehicle. The system includes a transceiver installed in the vehicle. The transceiver is to receive a detection request and transmit a detection output. The system includes a detection system installed in the vehicle. The detection system includes a processor to receive the detection request from the transceiver. The detection request includes non-standard features. The processor can also receive an image from a sensor. The processor can further execute a search on the image using the non-standard features in response to receiving the detection request. The processor can also send the detection output corresponding to a detected target vehicle to the transceiver.
1 . A system in a vehicle for detecting target vehicles comprising:
a sensor installed on the vehicle to sense light from outside the vehicle;
a transceiver installed in the vehicle, the transceiver to receive a detection request and transmit a detection output; and
a detection system installed in the vehicle, the detection system comprising a processor to:
receive the detection request from the transceiver, wherein the detection request comprises non-standard features;
receive an image from a sensor;
execute a search on the image using the non-standard features in response to receiving the detection request; and
send the detection output corresponding to a detected target vehicle to the transceiver.
2 . The system of claim 1 , wherein the vehicle is to receive the detection request within a geographical area of interest associated with the detection request.
3 . The system of claim 1 , wherein the search comprises an imaging-based search, wherein the processor is to execute the imaging-based search in response to detecting an image in the detection request.
4 . The system of claim 1 , wherein the search comprises a description-based search, wherein the processor is to execute the description-based search in response to detecting a text description in the detection request.
5 . The system of claim 1 , wherein the detection system comprises a plurality of pre-trained machine learning models, wherein each of the machine learning models is trained for a particular input signal modality.
6 . The system of claim 1 , wherein the detection output further comprises support information.
7 . The system of claim 1 , wherein the detection system comprises a neural network trained to detect target vehicles based on non-standard features.
8 . The system of claim 1 , wherein the sensor comprises a camera.
9 . The system of claim 1 , comprising sensor comprises a radio detection and ranging (RADAR) sensor.
10 . The system of claim 1 , wherein the sensor comprises a light detection and ranging (LiDAR) sensor.
11 . A method for detecting target vehicles at a vehicle comprising:
receiving a detection request from a transceiver, wherein the detection request comprises non-standard features;
receiving an image from a sensor;
executing a search on the image using the non-standard features in response to receiving the detection request; and
transmitting a detection output corresponding to a detected target vehicle to the transceiver.
12 . The method of claim 11 , wherein the search is executed locally via a processor of the vehicle.
13 . The method of claim 11 , wherein the image is received at a cloud service and the search is executed via the cloud service.
14 . The method of claim 11 , comprising receiving the detection request within a geographical area of interest associated with the detection request.
15 . The method of claim 11 , comprising executing an imaging-based search via a machine learning model trained for image-based search in response to detecting an image in the detection request.
16 . The method of claim 11 , comprising executing a description-based search via a machine learning model trained for text-based search in response to detecting text in the detection request.
17 . A system for detecting target vehicles comprising:
a processor to:
receive a detection request from a transceiver, wherein the detection request comprises non-standard features;
receive an image from a sensor;
execute a search on the image using the non-standard features in response to receiving the detection request; and
transmit detection output corresponding to a detected target vehicle via the transceiver.
18 . The system of claim 17 , wherein the processor comprises a cloud computing processor.
19 . The system of claim 17 , wherein the processor comprises a processor in a vehicle.
20 . The system of claim 17 , wherein the sensor is installed in a vehicle within a geographical area of interest associated with the detection request.