Vision-based wet road surface detection using texture analysis
A method for determining a wet road surface condition for a vehicle driving on a road. A first image exterior of the vehicle is captured by an image capture device. A second image exterior of the vehicle is captured by the image capture device. A section of the road is identified in the first and second captured images. A texture of the road in the first and second images captured by a processor are compared. A determination is made whether the texture of the road in the first image is different from the texture of the road in the second image. A wet driving surface indicating signal is generated in response to the determination that the texture of the road in the first image is different than the texture of the road in the second image.
1. A method for determining a wet road surface condition for a vehicle driving on a road, the method comprising the steps of:
capturing a first image exterior of the vehicle by an image capture device;
capturing a second image exterior of the vehicle by the image capture device;
identifying a section of the road in the first and second captured images;
comparing a texture of the road in the first and second captured images by a processor;
determining whether the texture of the road in the first image is different from the texture of the road in the second image; and
generating a wet driving surface indicating signal in response to the determination that the texture of the road in the first image is different than the texture of the road in the second image.
2. The method of claim 1 the first image and the second image are captured at different instances of time.
3. The method of claim 2 wherein the first image and the second image are successive captured images.
4. The method of claim 3 further comprising the steps of:
determining that the texture of the road is the same between the first image and the second image:
capturing a next successive image;
comparing the next successive image to a previous image for determining whether the texture in the next successive image is different than the texture from the previous image.
5. The method of claim 1 wherein a comparison of the texture of the road surface is identified using a structured technique.
6. The method of claim 1 wherein a comparison of the texture of the road surface is identified using a statistical technique.
7. The method of claim 6 wherein the statistical technique includes a co-occurrence matrices technique.
8. The method of claim 6 wherein the statistical technique includes a Laws texture energy technique.
9. The method of claim 6 wherein the statistical technique includes a texture segmentation technique.
10. The method of claim 1 further comprising the steps of pre-processing the first and second captured images for removing noise from each of the images prior to performing a comparison of the texture.
11. The method of claim 1 further comprising the steps of:
applying shadow analysis in response to a determination that the texture of the first image and the texture of the second image are different;
detecting an identified shadow from the first and second captured image in response to detecting a respective shadow; and
excluding detected changes in the texture from further analysis that are a result of a detected shadow.
12. The method of claim 1 wherein a respective region of the first image and a respective region of the second image are identified for comparing the texture of the road in the first image and second image.
13. The method of claim 1 wherein determining a difference in the texture of the road between the first image and the second image includes determining a substantial variation in the texture between the first image and the second image.
14. The method of claim 1 wherein the wet driving surface indicating signal is used to warn a driver of water on the road surface.
15. The method of claim 1 wherein the wet driving surface indicating signal alerts a driver of the vehicle against a use of cruise control.
16. The method of claim 1 wherein the wet driving surface indicating signal alerts a driver to reduce a vehicle speed.
17. The method of claim 1 wherein the wet driving surface indicating signal is provided to a vehicle controller for shutting baffles on an air intake scoop of a vehicle for preventing water ingestion.
18. The method of claim 1 wherein the wet driving surface indicating signal is provided to a vehicle controller, the controller autonomously actuating vehicle braking for mitigating condensation build-up on vehicle brakes.
19. The method of claim 1 wherein the wet driving surface indicating signal is provided to a wireless communication system for alerting other vehicles of the wet road surface condition.