Multi-directional structured image array capture on a 2D graph
This present disclosure relates to systems and processes for capturing an unstructured light field in a plurality of images. In particular embodiments, a plurality of keypoints are identified on a first keyframe in a plurality of captured images. A first convex hull is computed from all keypoints in the first keyframe and merged with previous convex hulls corresponding to previous keyframes to form a convex hull union. Each keypoint is tracked from the first keyframe to a second image. The second image is adjusted to compensate for camera rotation during capture, and a second convex hull is computed from all keypoints in the second image. If the overlapping region between the second convex hull and the convex hull union is equal to, or less than, a predetermined size, the second image is designated as a new keyframe, and the convex hull union is augmented with the second convex hull.
1. A method for capturing an unstructured light field in a plurality of images, the method including:
receiving a plurality of captured images;
computing a first convex hull corresponding to a first subset of the plurality of captured images;
computing the convex hull of an image in a second subset of the plurality of captured images to form a second convex hull;
if the overlapping region between the second convex hull and the first convex hull is equal to, or less than, half of the size of the second convex hull, designating the image as a new keyframe; and
if the second image is designated as a new keyframe, merging the first convex hull with the second convex hull.
2. The method of claim 1 , wherein the first convex hull corresponds to at least one key frame in the first subset of the plurality of captured images.
3. The method of claim 1 , wherein convex hulls are calculated using key points in images.
4. The method of claim 1 , further comprising adjusting the image to compensate for camera rotation using internal measurement unit (IMU) data associated with the image.
5. The method of claim 1 , wherein designating the image as a new keyframe occurs in real-time during capture of the image.
6. The method of claim 1 , further comprising repeating the steps until a predetermined threshold number of keyframes has been designated for the light field.
7. The method of claim 6 , further comprising representing the number of keyframes as nodes on a 2D graph.
8. A system for capturing an unstructured light field in a plurality of images, the system including:
a camera for capturing the plurality of images;
a processor, and memory storing one or more instructions to execute a method, the method comprising:
receiving a plurality of captured images;
computing a first convex hull corresponding to a first subset of the plurality of captured images;
computing the convex hull of an image in a second subset of the plurality of captured images to form a second convex hull;
if the overlapping region between the second convex hull and the first convex hull is equal to, or less than, half of the size of the second convex hull, designating the image as a new keyframe; and
if the second image is designated as a new keyframe, merging the first convex hull with the second convex hull.
9. The system of claim 8 , wherein the first convex hull corresponds to at least one key frame in the first subset of the plurality of captured images.
10. The system of claim 8 , wherein convex hulls are calculated using key points in images.
11. The system of claim 8 , wherein the method further comprises adjusting the image to compensate for camera rotation using internal measurement unit (IMU) data associated with the image.
12. The system of claim 8 , wherein designating the image as a new keyframe occurs in real-time during capture of the image.
13. The system of claim 8 , wherein the method further comprises repeating the steps until a predetermined threshold number of keyframes has been designated for the light field.
14. The system of claim 13 , further comprising representing the number of keyframes as nodes on a 2D graph.
15. A non-transitory computer readable medium storing one or more programs configured for execution by a computer, the one or more programs comprising instructions to execute a method, the method comprising:
receiving a plurality of captured images;
computing a first convex hull corresponding to a first subset of the plurality of captured images;
computing the convex hull of an image in a second subset of the plurality of captured images to form a second convex hull;
if the overlapping region between the second convex hull and the first convex hull is equal to, or less than, half of the size of the second convex hull, designating the image as a new keyframe; and
if the second image is designated as a new keyframe, merging the first convex hull with the second convex hull.
16. The non-transitory computer readable medium of claim 15 , wherein the first convex hull corresponds to at least one key frame in the first subset of the plurality of captured images.
17. The non-transitory computer readable medium of claim 15 , wherein convex hulls are calculated using key points in images.
18. The non-transitory computer readable medium of claim 15 , wherein the method further comprises adjusting the image to compensate for camera rotation using internal measurement unit (IMU) data associated with the image.
19. The non-transitory computer readable medium of claim 15 , wherein designating the image as a new keyframe occurs in real-time during capture of the image.
20. The non-transitory computer readable medium of claim 15 , wherein the method further comprises repeating the steps until a predetermined threshold number of keyframes has been designated for the light field.