Information processing device and method
There is provided an information processing device and method capable of suppressing a reduction in encoding efficiency. When performing, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchization of the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point, the reference point is set on the basis of a centroid of points. The present disclosure can be applied to, for example, an information processing device, an image processing device, an encoding device, a decoding device, an electronic device, an information processing method, a program, and the like.
1. An information processing device comprising:
a hierarchization unit configured to, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchize the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point,
wherein the hierarchization unit is further configured to set the reference point on a basis of a centroid of points, and
wherein the hierarchization unit is implemented via at least one processor.
2. The information processing device according to claim 1 ,
wherein the hierarchization unit sets, as the reference point, a point closer to the centroid among candidate points.
3. The information processing device according to claim 1 ,
wherein the hierarchization unit sets the reference point on a basis of a centroid of points located within a predetermined range.
4. The information processing device according to claim 1 ,
wherein the hierarchization unit sets the reference point on a basis of a predetermined search order from among a plurality of candidates under a substantially same condition with respect to the centroid.
5. An information processing method comprising:
when performing, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchization of the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point, setting the reference point on a basis of a centroid of points.
6. An information processing device comprising:
a hierarchization unit configured to, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchize the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point,
wherein the hierarchization unit is further configured to set the reference point on a basis of a distribution mode of points,
wherein the hierarchization unit sets the reference point on a basis of table information designating a point close to a centroid of points for each distribution mode of the points, and
wherein the hierarchization unit is implemented via at least one processor.
7. The information processing device according to claim 1 ,
wherein the hierarchization unit sets the reference point on a basis of table information designating a predetermined point for each distribution mode of the points.
8. The information processing device according to claim 7 , further comprising:
an encoding unit configured to encode information regarding the table information,
wherein the encoding unit is implemented via at least one processor.
9. An information processing method comprising:
when performing, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchization of the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point, setting the reference point on a basis of a distribution mode of points,
wherein the reference point is set on a basis of table information designating a point close to a centroid of points for each distribution mode of the points.
10. An information processing device comprising:
a hierarchization unit configured to, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchize the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point; and
an encoding unit that encodes information regarding setting of the reference point by the hierarchization unit,
wherein the hierarchization unit sets the reference point on a basis of table information designating a point close to a centroid of points for each distribution mode of the points, and
wherein the hierarchization unit and the encoding unit are each implemented via at least one processor.
11. The information processing device according to claim 10 ,
wherein the encoding unit encodes information regarding setting of the reference points for all points.
12. The information processing device according to claim 10 ,
wherein the encoding unit encodes information regarding setting of the reference points for points of a part of hierarchies.
13. The information processing device according to claim 12 ,
wherein the encoding unit further encodes information regarding setting of the reference point for a point that satisfies a predetermined condition.
14. An information processing method comprising:
hierarchizing, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point; and
encoding information regarding setting of the reference point,
wherein the reference point is set on a basis of table information designating a point close to a centroid of points for each distribution mode of the points.
15. An information processing device comprising:
a hierarchization unit configured to, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchize the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point,
wherein the hierarchization unit is further configured to alternately select, as the reference point, a point closer to a center of a bounding box and a point farther from the center of the bounding box among candidates for the reference point for each hierarchy.
16. The information processing device according to claim 15 ,
wherein the hierarchization unit selects the point closer to the center of the bounding box and the point farther from the center of the bounding box among the candidates on a basis of a search order according to a position in the bounding box.
17. The information processing device according to claim 16 ,
wherein the search order is an order of distance from the center of the bounding box.
18. The information processing device according to claim 16 ,
wherein the search order is set for each region obtained by dividing the bounding box into eight regions.
19. An information processing method comprising:
when performing, for attribute information of each point of a point cloud that represents an object having a three-dimensional shape as a set of points, hierarchization of the attribute information by recursively repeating classification of a prediction point for deriving a difference value between the attribute information and a predicted value of the attribute information and a reference point used for deriving the predicted value with respect to the reference point, alternately selecting, as the reference point, a point closer to a center of a bounding box and a point farther from the center of the bounding box among candidates for the reference point for each hierarchy.