Optimizing images for three-dimensional model construction
Methods, systems, and computer readable media related to generating a three-dimensional model of a target object. A first source image, of a plurality of source images of a target object, is analyzed to identify a first region of the first image, the first region having attributes meeting one or more pre-defined criteria. The first region is marked for exclusion from use in generating a three-dimensional model of the target object. The three-dimensional model of the target object is generated using the plurality of source images. The marked first region is excluded in the generation of the three-dimensional model.
1. A method of generating a three-dimensional model of a target object, comprising:
analyzing a first source image, of a plurality of source images of a target object, to identify a first region of the first source image, the first region having attributes meeting one or more pre-defined criteria;
marking the first region for exclusion from use in generating a three-dimensional point cloud for the target object and inclusion in generating one or more textures relating to the target object; and
generating a three-dimensional model of the target object using the plurality of source images, comprising:
generating the three-dimensional point cloud for the target object while excluding the first region; and
generating the one or more textures relating to the target object using the first region.
2. The method of claim 1 , wherein the one or more pre-defined criteria comprise a rule associated with excluding image regions from use in generating the three-dimensional point cloud, the method further comprising:
analyzing the first source image using the rule to identify the first region for exclusion.
3. The method of claim 2 , wherein the rule relates to a first color of a first pixel in the first region and one or more colors of one or more pixels surrounding the first pixel.
4. The method of claim 2 , wherein the rule relates to comparing pixels in the first source image with pixels in a second source image, of the plurality of source images.
5. The method of claim 1 , wherein generating the three-dimensional model of the target object using the plurality of source images further comprises:
applying the one or more textures to the three-dimensional point cloud.
6. The method of claim 1 , wherein marking the first region for exclusion from use in generating the three-dimensional point cloud for the target object comprises:
identifying a lookup table associated with the first source image; and
modifying a cell in the lookup table corresponding to the first region to signify that the first region is marked for exclusion.
7. The method of claim 6 , wherein generating the three-dimensional model of the target object using the plurality of source images comprises analyzing the identified lookup table.
8. The method of claim 6 , wherein the lookup table comprises a two-dimensional array with dimensions related to a size of the first source image.
9. A computer program product for generating a three-dimensional model of a target object, the computer program product comprising:
a non-transitory computer-readable storage medium having computer-readable program code embodied therewith, wherein the program code, when executed by a processor, performs an operation, the operation comprising:
analyzing a first source image, of a plurality of source images of a target object, to identify a first region of the first source image, the first region having attributes meeting one or more pre-defined criteria;
marking the first region for exclusion from use in generating a three-dimensional point cloud for the target object and inclusion in generating one or more textures relating to the target object; and
generating a three-dimensional model of the target object using the plurality of source images, comprising:
generating the three-dimensional point cloud for the target object while excluding the first region; and
generating the one or more textures relating to the target object using the first region.
10. The computer program product of claim 9 , wherein the one or more pre-defined criteria comprise a rule associated with excluding image regions from use in generating the three-dimensional point cloud, the operation further comprising:
analyzing the first source image using the rule to identify the first region for exclusion.
11. The computer program product of claim 10 , wherein the rule relates to a first color of a first pixel in the first region and one or more colors of one or more pixels surrounding the first pixel.
12. The computer program product of claim 10 , wherein the rule relates to comparing pixels in the first source image with pixels in a second source image, of the plurality of source images.
13. The computer program product of claim 9 , wherein generating the three-dimensional model of the target object using the plurality of source images further comprises:
applying the one or more textures to the three-dimensional point cloud.
14. The computer program product of claim 9 , wherein marking the first region for exclusion from use in generating the three-dimensional point cloud for the target object comprises:
identifying a lookup table associated with the first source image; and
modifying a cell in the lookup table corresponding to the first region to signify that the first region is marked for exclusion, wherein generating the three-dimensional model of the target object using the plurality of source images comprises analyzing the identified lookup table.
15. A system, comprising:
a processor; and
a memory storing a program, which, when executed on the processor, performs an operation, the operation comprising:
analyzing a first source image, of a plurality of source images of a target object, to identify a first region of the first source image, the first region having attributes meeting one or more pre-defined criteria;
marking the first region for exclusion from use in generating a three-dimensional point cloud for the target object and inclusion in generating one or more textures relating to the target object; and
generating a three-dimensional model of the target object using the plurality of source images, comprising:
generating the three-dimensional point cloud for the target object while excluding the first region; and
generating the one or more textures relating to the target object using the first region.
16. The system of claim 15 , wherein the one or more pre-defined criteria comprise a rule associated with excluding image regions from use in generating the three-dimensional point cloud, the operation further comprising:
analyzing the first source image using the rule to identify the first region for exclusion.
17. The system of claim 16 , wherein the rule relates to a first color of a first pixel in the first region and one more colors of one or more pixels surrounding the first pixel.
18. The system of claim 15 , wherein generating the three-dimensional model of the target object using the plurality of source images further comprises:
applying the one or more textures to the three-dimensional point cloud.
19. The system of claim 15 , wherein marking the first region for exclusion from use in generating a three-dimensional point cloud for the target object comprises:
identifying a lookup table associated with the first source image; and
modifying a cell in the lookup table corresponding to the first region to signify that the first region is marked for exclusion, wherein generating the three-dimensional model of the target object using the plurality of source images comprises analyzing the identified lookup table.