Method and apparatus for comparing two maps with landmarks deposited therein
A method for comparing two maps with landmarks stored therein. The method includes comparing at least one portion of the first map with a corresponding portion in the second map, wherein a similarity between the portion of the first map and the corresponding portion in the second map is determined based on a correspondence between the landmarks respectively stored in the two portions, and wherein the similarity of the compared portion is expressed as a similarity value derived therefrom. Also disclosed is an associated apparatus, an associated computer program including program code, and an associated computer program product including program code.
1. A method for comparing two maps with landmarks stored therein, the method comprising:
comparing at least one portion of a first map with a corresponding portion in a second map;
determining a similarity between the at least one portion of the first map and the corresponding portion in the second map based on a correspondence between the landmarks respectively stored in the two portions, wherein the similarity is calculated based on an F 1 characteristic defined by a precision function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the first map and a recall function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the second map; and
expressing the similarity as a similarity value derived from the determined similarity for conducting an operation of an autonomous vehicle.
2. The method of claim 1 , wherein a further similarity value is determined for at least one further portion in the first map and a corresponding further portion in the second map.
3. The method of claim 2 , wherein the at least one portion and the at least one further portion form points on a continuous trajectory in the first map.
4. The method of claim 2 , wherein the at least one portion and the at least one further portion overlap.
5. The method of claim 4 , further comprising decomposing an overlap region of the first map and of the second map into other portions, wherein another similarity value is in each case determined for each of the other portions.
6. The method of claim 5 , wherein the another similarity values determined for the decomposed other portions of the overlap region are stored in a map at positions corresponding to the respective other portions.
7. The method of claim 2 , wherein the at least one corresponding portion and the at least one corresponding further portion form points on a continuous trajectory in the second map.
8. An apparatus for comparing two maps with landmarks stored therein, the apparatus comprising:
a comparison device including a processor that compares at least one portion of a first map with a corresponding portion in a second map and determines a similarity between the portion of the first map and the corresponding portion in the second map based on a correspondence between landmarks respectively stored in the two portions, wherein the similarity is calculated based on an F 1 characteristic defined by a precision function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the first map and a recall function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the second map, and
wherein the comparison device further expresses the determined similarity of the compared portion as a similarity value derived from the determined similarity for conducting an operation of an autonomous vehicle.
9. A non-transitory computer readable medium storing thereon a computer program comprising program code for carrying out a method for comparing two maps with landmarks stored therein, when the program is executed on a computer, the method comprising:
comparing at least one portion of a first map with a corresponding portion in a second map;
determining a similarity between the at least one portion of the first map and the corresponding portion in the second map based on a correspondence between the landmarks respectively stored in the two portions, wherein the similarity is calculated based on an F 1 characteristic defined by a precision function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the first map and a recall function comprising calculation of the number of landmarks of the second map corresponding with landmarks of the first map relative to the total landmarks of the second map; and
expressing the similarity as a similarity value derived from the determined similarity for conducting an operation of an autonomous vehicle.
10. The non-transitory computer readable medium of claim 9 , wherein the method further comprises selecting a predetermined trajectory for a test route for comparing the at least one portion of the first map with the corresponding portion in the second map.
11. The non-transitory computer readable medium of claim 10 , wherein selecting the predetermined trajectory includes determining a representative density of landmarks along the predetermined trajectory.