System and method for detecting features from images of vehicles
View Patent ↗A method of detecting a feature of a vehicle in an image of a vehicle includes providing a digitized image of a vehicle, providing a first filter mask over a first subdomain of the image, where the filter mask is placed to detect a feature in the image, calculating a function of a gradient of the image inside the first masked subdomain, and detecting the presence or absence of a vehicle feature within the first masked subdomain based on the value of the gradient function.
1. A method of detecting a feature of a vehicle in an image of said vehicle, said method comprising using a processor to perform the steps of:
providing a digitized image of said vehicle, said image comprising a plurality of intensities corresponding to a domain of points on an 2-dimensional grid;
providing a first filter mask over a first subdomain of said image, wherein said first filter mask is placed to detect the feature in said image;
calculating a function of a gradient of said image inside said first masked subdomain, wherein said function is a sum of an absolute value of a log gradient over all pixels in said first masked subdomain; and
detecting the presence or absence of a vehicle feature within said first masked subdomain based on the value of said gradient function.
2. The method of claim 1 , wherein said vehicle is an automobile.
3. The method of claim 1 , wherein said vehicle is a truck.
4. The method of claim 1 , further comprising varying the size and position of said first filter mask to obtain a set of features.
5. The method of claim 1 , further comprising providing a second filter mask over a second subdomain of said image, wherein said function is a sum of an absolute value of the log gradient over all pixels in said second masked subdomain.
6. The method of claim 5 , wherein said feature is detected by analyzing a difference between a sum of a component of said gradient function over said first subdomain and a sum of a same component of said gradient function over said second subdomain.
7. The method of claim 5 , wherein said feature is detected by analyzing a ratio of a sum of a component of said gradient function over said first subdomain and a sum of a same component of said gradient function over said second subdomain.
8. The method of claim 5 , wherein said feature is detected by analyzing a comparison of a sum of a component of said gradient function over said first subdomain with a sum of a same component of said gradient function over said second subdomain.
9. The method of claim 1 , wherein said feature is detected by analyzing a sum of different components of said gradient function over said first subdomain.
10. The method of claim 1 , wherein said feature is detected by analyzing a ratio of different components of said gradient function over said first subdomain.
11. The method of claim 5 , wherein the size and position of said second filter mask are varied to obtain a set of said features.
12. A method of detecting a feature of a vehicle in an image of said vehicle, said method comprising using a processor to perform the steps of:
providing a digitized image of said vehicle, said image comprising a plurality of intensities corresponding to a domain of points on an 2-dimensional grid;
providing at least one filter mask over a subdomain of said image, wherein said filter mask is placed to detect the feature in said image, wherein the size and position of said at least one filter mask are varied to obtain a set of features; and
calculating a sum of an absolute value of a log gradient over all pixels in said masked subdomain.
13. The method of claim 12 , further comprising detecting the presence or absence of a vehicle feature within said masked subdomain based on the value of said sum of said absolute value of said log gradient.
14. Computer readable storage device storing a computer program to perform the method steps for detecting a feature of a vehicle in an image of said vehicle, said method comprising the steps of:
providing a digitized image of said vehicle, said image comprising a plurality of intensities corresponding to a domain of points on an 2-dimensional grid;
providing a first filter mask over a first subdomain of said image, wherein said first filter mask is placed to detect a feature in said image;
calculating a function of a gradient of said image inside said first masked subdomain, wherein said function is a sum of an absolute value of a log gradient over all pixels in said first masked subdomain: and
detecting the presence or absence of a vehicle feature within said first masked subdomain based on the value of said gradient function.
15. The computer readable program storage device of claim 14 , wherein said vehicle is an automobile.
16. The computer readable program storage device of claim 14 , wherein said vehicle is a truck.
17. The computer readable program storage device of claim 14 , the method further comprising varying the size and position of said first filter mask to obtain a set of features.
18. The computer readable program storage device of claim 14 , the method further comprising providing a second filter mask over a second subdomain of said image, wherein said function is a sum of an absolute value of the log gradient over all pixels in said second masked subdomain.
19. The computer readable program storage device of claim 18 , wherein said feature is detected by analyzing a difference between a sum of a component of said gradient function over said first subdomain and a sum of a same component of said gradient function over said second subdomain.
20. The computer readable program storage device of claim 18 , wherein said feature is detected by analyzing a ratio of a sum of a component of said gradient function over said first subdomain and a sum of a same component of said gradient function over said second subdomain.
21. The computer readable program storage device of claim 18 , wherein said feature is detected by analyzing a comparison of a sum of a component of said gradient function over said first subdomain with a sum of a same component of said gradient function over said second subdomain.
22. The computer readable program storage device of claim 14 , wherein said feature is detected by analyzing a sum of different components of said gradient function over said first subdomain.
23. The computer readable program storage device of claim 14 , wherein said feature is detected by analyzing a ratio of different components of said gradient function over said first subdomain.
24. The computer readable program storage device of claim 18 , wherein the size and position of said second filter mask are varied to obtain a set of said features.