Information processing apparatus, information processing method, and program
An information processing apparatus according to an embodiment of the present technology includes: a selection unit. The selection unit selects, on the basis of a difference between first position information detected by a ranging sensor with respect to a target portion included in a body and second position information estimated by machine learning with respect to the target portion, the first position information or the second position information. As a result, it is possible to recognize the target portion with high accuracy.
1. An information processing apparatus, comprising:
a selection unit configured to select, on a basis of a difference between first position information detected by a ranging sensor with respect to a target portion included in a body and second position information estimated by machine learning with respect to the target portion, between the first position information and the second position information; and
an occlusion determination unit configured to determine, on a basis of at least one of the first position information selected on the basis of the difference or the second position information selected on the basis of the difference, presence/absence of occlusion with respect to the target portion, wherein
the selection unit and the occlusion determination unit are each implemented via at least one processor.
2. The information processing apparatus according to claim 1 , wherein
the selection unit is further configured to select the second position information based on the difference between the first position information and the second position information is larger than a predetermined threshold value, and
the occlusion determination unit is further configured to determine, on a basis of the selected second position information when the difference between the first position information and the second position information is larger than the predetermined threshold value, presence/absence of occlusion with respect to the target portion.
3. The information processing apparatus according to claim 1 , wherein
each of the first position information and the second position information includes position information in a direction defined on a basis of a position of the ranging sensor.
4. The information processing apparatus according to claim 1 , wherein
each of the first position information and the second position information includes position information in a measurement direction of the ranging sensor.
5. The information processing apparatus according to claim 1 , wherein
each of the first position information and the second position information includes a coordinate value in a first coordinate axis constituting a three-dimensional coordinate system.
6. The information processing apparatus according to claim 5 , further comprising
an acquisition unit configured to acquire specific information for specifying the target portion acquired from a detection result of a sensor, wherein
the selection unit is further configured to acquire, on a basis of the acquired specific information, at least one of the first position information or the second position information, and
the acquisition unit is implemented via at least one processor.
7. The information processing apparatus according to claim 6 , wherein
the specific information includes a coordinate value of the target portion in each of a second coordinate axis and a third coordinate axis different from the first coordinate axis, the second coordinate axis and the third coordinate axis constituting the three-dimensional coordinate system.
8. The information processing apparatus according to claim 1 , wherein the occlusion determination unit is further configured to determine, on a basis of the first position information and the second position information, the presence/absence of occlusion with respect to the target portion.
9. The information processing apparatus according to claim 8 , wherein
the occlusion determination unit is further configured to determine, on a basis of the difference between the first position information and the second position information, the presence/absence of occlusion.
10. The information processing apparatus according to claim 8 , wherein
the occlusion determination unit is further configured to determine, where the difference between the first position information and the second position information is larger than a predetermined threshold value, that the occlusion has occurred.
11. The information processing apparatus according to claim 8 , wherein
the occlusion determination unit is further configured to determine, where the second position information is larger than the first position information with reference to a position of the ranging sensor, that the occlusion has occurred.
12. The information processing apparatus according to claim 8 , further comprising
a state determination unit configured to determine, on a basis of a determination result of the occlusion determination unit, state information relating to a state of the target portion, wherein
the state determination unit is implemented via at least one processor.
13. The information processing apparatus according to claim 12 , wherein
the state information includes an operation of the target portion and a shape of the target portion.
14. The information processing apparatus according to claim 12 , wherein
the state determination unit is further configured to determine the state information where it is determined that the occlusion has occurred at a predetermined feature point relating to the target portion.
15. The information processing apparatus according to claim 1 , further comprising
a reliability determination unit configured to determine reliability of the first position information detected by the ranging sensor, wherein
the reliability determination unit is implemented via at least one processor.
16. The information processing apparatus according to claim 15 , wherein
the reliability determination unit is further configured to determine, on a basis of the difference between the first position information and the second position information, the reliability of the first position information.
17. The information processing apparatus according to claim 15 , wherein
the selection unit is further configured to select the second position information where the reliability of the first position information is lower than a predetermined threshold value.
18. The information processing apparatus according to claim 1 , wherein
the target portion includes a hand.
19. An information processing method executed by a computer system, comprising:
selecting, on a basis of a difference between first position information detected by a ranging sensor with respect to a target portion included in a body and second position information estimated by machine learning with respect to the target portion, between the first position information and the second position information; and
determining, on a basis of at least one of the first position information selected on the basis of the difference or the second position information selected on the basis of the difference, presence/absence of occlusion with respect to the target portion.
20. A non-transitory computer-readable medium having embodied thereon a program, which when executed by a computer causes the computer to execute an information processing method, the method comprising:
selecting, on a basis of a difference between first position information detected by a ranging sensor with respect to a target portion included in a body and second position information estimated by machine learning with respect to the target portion, between the first position information and the second position information; and
determining, on a basis of at least one of the first position information selected on the basis of the difference or the second position information selected on the basis of the difference, presence/absence of occlusion with respect to the target portion.