Computer vision and artificial intelligence applications for performance evaluation and/or skills development
Example methods, apparatuses, and/or articles of manufacture are disclosed herein that may be utilized, in whole or in part, to facilitate and/or support one or more operations and/or techniques for computer vision and artificial intelligence applications, such as implemented, in whole or in part, for performance evaluation and/or skills development.
1. A method of determining whether a scoreable task was performed or not performed, the method comprising: receiving a frame of video depicting digital content captured within a field of view of a camera; determining a reference frame based, at least in part, on the received frame; receiving a scoreable task attempt video; identifying a make area and at least one attempt area in the scoreable task attempt video; and determining whether the scoreable task attempt video depicts a make or a miss based, at least in part, on a detection of entry and exit of a scoreable task object into and out of the at least one attempt area of the scoreable task attempt video without entry of the scoreable task object into the make area of the scoreable task attempt video; and
wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on a relative change in pixels and/or pixel coordinates of the scoreable task object within the at least one attempt area in the scoreable task attempt video relative to that of the make area of the scoreable task attempt video.
2. The method of claim 1 , wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on at least one of the following: pixel coordinates of the scoreable task object in the scoreable task attempt video becoming lower or higher than that of the make area of the scoreable task attempt video after previously being respectively higher or lower than that of the make area of the scoreable task attempt video; or the pixel coordinates of the scoreable task object in the scoreable task attempt video becoming laterally displaced to the left or to the right of that of the make area of the scoreable task attempt video after previously being respectively to the right or to the left of that of the make area of the scoreable task attempt video; or any combination thereof.
3. The method of claim 1 , wherein the scoreable task object comprises a particular game object for use in a particular sport of a variety of different sports, or a non-game object for use outside of the particular sport of the variety of different sports.
4. The method of claim 3 , wherein the variety of different sports comprises one or more of the following: a ball sport; a net sport; a team sport; or a non-team sport; or any combination thereof.
5. The method of claim 1 , wherein the digital content comprises at least one of the following: a landmark; a player; a person; a game flow event; a user; a goal area; a scoreable zone; or any combination thereof.
6. The method of claim 1 , wherein the digital content comprises one or more keypoints/features.
7. The method of claim 1 , wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on an increase in scoreable task object-colored pixels in the make area of the scoreable task attempt video relative to the reference frame.
8. The method of claim 1 , wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on scoreable task object-colored pixels in the make area being interspersed with non-scoreable task object-colored pixels in the make area of the scoreable task attempt video.
9. The method of claim 1 , wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on a lack of interspersion of scoreable task object-colored pixels with non-scoreable task object-colored pixels in the make area of the scoreable task attempt video.
10. The method of claim 1 , wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on a variation in a shape of a goal area in the make area of the scoreable task attempt video.
11. An apparatus comprising:
a camera communicatively coupled to at least a processor, the camera to:
receive a first frame of video that depicts digital content captured within a field of view of the camera;
and receive one or more second frames of video that correspond to a scoreable task attempt; and
the processor communicatively coupled to at least one memory, the processor to:
determine a reference frame based, at least in part, on the first frame; identify a make area and at least one attempt area in the one or more second frames; and determine whether the scoreable task attempt is a make or a miss based, at least in part, on detection of entry and exit of a scoreable task object into and out of the at least one attempt area of the one or more second frames without entry of the scoreable task object into the make area of the one or more second frames; and
wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on a relative change in pixels and/or pixel coordinates of the scoreable task object within the at least one attempt area in the scoreable task attempt video relative to that of the make area of the scoreable task attempt video.
12. The apparatus of claim 11 , wherein the processor is further to determine whether the scoreable task attempt is the make or the miss based, at least in part, on at least one of the following: the pixel coordinates of the scoreable task object in the one or more second frames to become lower or higher than that of the make area of the one or more second frames after previously having been respectively higher or lower than that of the make area of the one or more second frames; or the pixel coordinates of the scoreable task object in the one or more second frames to become laterally displaced to the left or to the right of that of the make area of the one or more second frames after previously having been respectively to the right or to the left of that of the make area of the one or more second frames; or any combination thereof.
13. The apparatus of claim 11 , wherein the scoreable task object comprises a particular game object for use in a particular sport of a variety of different sports, or a non-game object for use outside of the particular sport of the variety of different sports, and wherein the variety of different sports comprises one or more of the following: a ball sport; a net sport; a team sport; or a non-team sport; or any combination thereof.
14. The apparatus of claim 11 , wherein the digital content comprises one or more keypoints/features, and further comprises at least one of the following: a landmark; a player; a person; a game flow event; a user; a goal area; a scoreable zone; or any combination thereof.
15. A non-transitory computer-readable storage device storing instructions thereon executable by a processor to:
receive a frame of video that depicts a digital content to be captured within a field of view of a camera;
determine a reference frame based, at least in part, on the received frame;
receive a scoreable task attempt video;
identify a make area and at least one attempt area in the scoreable task attempt video; and determine
whether the scoreable task attempt video depicts a make or a miss based, at least in part, on a detection of entry and exit of a scoreable task object into and out of the at least one attempt area of the scoreable task attempt video without entry of the scoreable task object into the make area of the scoreable task attempt video; and
wherein the determining whether the scoreable task attempt video depicts the make or the miss is based, at least in part, on a relative change in pixels and/or pixel coordinates of the scoreable task object within the at least one attempt area in the scoreable task attempt video relative to that of the make area of the scoreable task attempt video.
16. The non-transitory computer-readable storage device of claim 15 , wherein the instructions further to determine whether the scoreable task attempt is the make or the miss based, at least in part, on at least one of the following: the pixel coordinates of the scoreable task object in the one or more second frames to become lower or higher than that of the make area of the one or more second frames after previously having been respectively higher or lower than that of the make area of the one or more second frames; or the pixel coordinates of the scoreable task object in the one or more second frames to become laterally displaced to the left or to the right of that of the make area of the one or more second frames after previously having been respectively to the right or to the left of that of the make area of the one or more second frames; or any combination thereof.
17. The non-transitory computer-readable storage device of claim 15 , wherein the scoreable task object comprises a particular game object for use in a particular sport of a variety of different sports, or a non-game object for use outside of the particular sport of the variety of different sports, and wherein the variety of different sports comprises one or more of the following: a ball sport; a net sport; a team sport; or a non-team sport; or any combination thereof.