Vehicle control system, apparatus for classifying markings, and method thereof
Disclosed are a vehicle control system, a marking classifying device, and a marking classifying method. Specifically, a vehicle control system according to the present disclosure may include: a camera mounted to a vehicle so as to have a field of view inside or outside the vehicle and configured to capture image data; a communication module configured to receive GPS signals from GPS satellites; a marking classifying device configured to classify and store types of markings provided on a road based on the image data and the GPS signals; and a control device configured to detect a marking on a road on which the vehicle is travelling based on the image data, identify a type of the detected marking based on the type of marking stored in the marking classifying device, and generate and output a control signal for controlling the driving of the vehicle based on the identified type of the marking.
1. A marking classifying device comprising:
a road detector configured to receive image data to detect a road;
a classifier selector configured to receive GPS signals to extract country information or region information and configured to select a classifier corresponding to the country information or the region information from among a plurality of classifiers; and
a marking classifier configured to recognize a marking provided on the detected road and configured to classify a type of the recognized marking using the selected classifier.
2. The marking classifying device of claim 1 , wherein the road detector adjusts a contrast of the image data by performing a contrast-stretching process on the received image data.
3. The marking classifying device of claim 1 , wherein the road detector processes the received image data to detect a state of the road and outputs state information about the state of the road.
4. The marking classifying device of claim 3 , wherein the marking classifier performs operations of identifying the state of the road indicated by the state information and, if the state of the road corresponds to a predetermined reference detection state, recognizing the marking.
5. The marking classifying device of claim 1 , wherein if the recognized marking is a lane marking, the marking classifier further identifies a color of the lane marking and classifies a type of the lane marking by reflecting color information on the identified color.
6. A marking classifying method comprising:
a road detection step of receiving image data to detect a road;
a classifier selection step of receiving GPS signals to extract country information or region information and selecting a classifier corresponding to the country information or the region information from among a plurality of classifiers; and
a marking classification step of recognizing a marking provided on the detected road and classifying a type of the recognized marking using the selected classifier.
7. The method of claim 6 , wherein the road detection step comprises adjusting a contrast of the image data by performing a contrast-stretching process on the received image data.
8. The method of claim 6 , wherein the road detection step comprises processing the received image data to detect a state of the road and outputting state information about the detected state of the road.
9. The method of claim 8 , wherein the marking classification step comprises identifying the state of the road indicated by the state information and, if the state of the road corresponds to a predetermined reference detection state, recognizing the marking.
10. The method of claim 6 , wherein the marking classification step comprises, if the recognized marking is a lane marking, further identifying a color of the lane marking and classifying a type of the lane marking by reflecting color information on the identified color.
11. A vehicle control system comprising:
an image sensor mounted to a vehicle so as to have a field of view outside the vehicle and configured to capture image data;
a communication module configured to receive GPS signals from GPS satellites;
a marking classifying device configured to classify and store types of markings provided on a road based on the image data and the GPS signals; and
a control device configured to detect a marking on a road on which the vehicle is travelling based on the image data, identify a type of the detected marking based on the type of marking stored in the marking classifying device, generate a control signal for controlling the driving of the vehicle based on the identified type of the marking, and output the control signal to an actuator,
wherein the marking classifying device is configured to:
receive the image data to detect the road;
receive the GPS signals to extract country information or region information;
select a classifier corresponding to the country information or the region information from among a plurality of classifiers;
recognize the marking provided on the detected road; and
classify the type of the recognized marking using the selected classifier.