| CPC G06T 9/40 (2013.01) [G06T 17/005 (2013.01); G06T 2210/56 (2013.01)] | 17 Claims |

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1. A method comprising:
receiving, by a computer system, a plurality of points that represent a point cloud in three-dimensional space;
representing, by the computer system for each point, a position of the point in each dimension of the three-dimensional space as a sequence of bits, wherein the position of the point is represented according to a tree data structure, wherein the tree data structure is an octree;
partitioning, by the computer system, at least one of the sequences of bits into a first portion of bits and a second portion of bits;
quantizing, by the computer system, each of the second portions of bits according to a quantization step size, wherein the quantization step size is determined according to an exponential function having a quantization parameter value as an input and the quantization step size as an output;
generating, by the computer system, a data structure representing the point cloud in the three-dimensional space, the data structure including the quantized second portions of bits; and
at least one of transmitting or storing the data structure by the computer system.
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