Computer vision and artificial intelligence applications in basketball
Various applications of computer vision and artificial intelligence to basketball practice and game situations are described.
1. A method of determining whether a basketball shot was made or missed, the method comprising:
receiving a frame of video that depicts a basketball hoop and a net attached to the basketball hoop;
determining a reference frame based on the received frame;
receiving shot attempt video;
identifying a make area and at least one attempt area in the shot attempt video; and
determining whether the shot attempt video depicts a make or a miss, wherein determining whether the shot attempt video depicts a make or a miss Is based on detection of entry and exit of a basketball into and out of at least one of the attempt areas of the shot attempt video without entry of the basketball into the make area of the shot attempt video,
wherein determining whether the shot attempt video depicts a make or a miss is based on vertical coordinates of the basketball in the shot attempt video becoming lower than that of the make area of the shot attempt video after previously being higher than that of the make area of the shot attempt video.
2. An apparatus comprising:
a camera configured to:
receive a first frame of video that depicts a basketball hoop and a net attached to the basketball hoop;
receive one or more second frames of video corresponding to a shot attempt; and a processor configured to: determine a reference frame based 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 shot attempt is a make or a miss based on detection of entry and exit of a basketball into and out of at least one of the attempt areas of the shot attempt video without entry of the basketball into the make area of the shot attempt video, wherein the processor is further configured to determine whether the shot attempt is a make or a miss based on vertical coordinates of the basketball in the shot attempt video becoming lower than that of the make area of the shot attempt video after previously being higher than that of the make area of the shot attempt video.
3. A non-transitory computer-readable storage device storing instructions that, when executed, cause a processor to perform operations comprising: receiving a frame of video that depicts a basketball hoop and a net attached to the basketball hoop; determining a reference frame based on the received frame; receiving shot attempt video; identifying a make area and at least one attempt area in the shot attempt video; and determining whether the shot attempt video depicts a make or a miss,
wherein determining whether the shot attempt video depicts a make or a miss Is based on detection of entry and exit of a basketball into and out of at least one of the attempt areas of the shot attempt video without entry of the basketball into the make area of the shot attempt video, wherein determining whether the shot attempt video depicts a make or a miss is based on vertical coordinates of the basketball in the shot attempt video becoming lower than that of the make area of the shot attempt video after previously being higher than that of the make area of the shot attempt video.
4. The method of claim 1 wherein determining whether the shot attempt video depicts a make or a miss is based on an increase in basketball-colored pixels in the make area of the shot attempt video relative to the reference frame.
5. The method of claim 1 wherein determining whether the shot attempt video depicts a make or a miss is based on basketball-colored pixels in the make area being interspersed with net-colored pixels in the make area of the shot attempt video.
6. The method of claim 1 wherein determining whether the shot attempt video depicts a make or a miss Is based on a lack of interspersion of net-colored pixels with basketball-colored pixels in the make area of the shot attempt video.
7. The apparatus of claim 2 wherein the processor is configured to determine whether the shot attempt is a make or a miss based on an increase in basketball-colored pixels in the make area of the shot attempt video relative to the reference frame.
8. The apparatus of claim 2 wherein the processor is configured to determine whether the shot attempt is a make or a miss based on basketball-colored pixels in the make area being interspersed with net-colored pixels in the make area of the shot attempt video.
9. The apparatus of claim 2 wherein the processor is configured to determine whether the shot attempt is a make or a miss based on a lack of interspersion of net-colored pixels with basketball-colored pixels in the make area of the shot attempt video.
10. The apparatus of claim 2 wherein the processor is configured to determine whether the shot attempt is a make or a miss based on a variation in a shape of the net in the make area of the shot attempt video.
11. The computer-readable storage device of claim 3 wherein determining whether the shot attempt video depicts a make or a miss is based on an increase in basketball-colored pixels in the make area of the shot attempt video relative to the reference frame.
12. The computer-readable storage device of claim 3 wherein determining whether the shot attempt video depicts a make or a miss is based on basketball-colored pixels in the make area being interspersed with net-colored pixels in the make area of the shot attempt video.
13. The computer-readable storage device of claim 3 wherein determining whether the shot attempt video depicts a make or a miss is based on a lack of interspersion of net-colored pixels with basketball-colored pixels in the make area of the shot attempt video.
14. The method of claim 1 wherein determining whether the shot attempt video depicts a make or a miss is based on a variation in a shape of the net in the make area of the shot attempt video.
15. The apparatus of claim 2 wherein the processor is configured to determine whether the shot attempt is a make or a miss based on a variation in a shape of the net in the make area of the shot attempt video.
16. The computer-readable storage device of claim 3 wherein determining whether the shot attempt video depicts a make or a miss is based on a variation in a shape of the net in the make area of the shot attempt video.