Construction method of creative three-dimensional voxel model modeling system based on deep learning

Abstract

The invention relates to the field of modeling of three-dimensional voxel models, discloses a construction method of a creative three-dimensional voxel model modeling system based on deep learning. The method constructs a modeling system capable of automatically generating a creative three-dimensional voxel model and having an interactive editing function. The method comprises: A, manufacturing avoxel data set of a three-dimensional model and a semantic component data set forming the three-dimensional model; B, building a generation model of a three-dimensional model and a generation model ofa three-dimensional model composition part, and respectively training by adopting a voxel data set and a semantic part data set; C, constructing a semantic structure model based on an encoder in thegeneration model of the trained three-dimensional model and an encoder in the generation model of the trained three-dimensional model component, and performing training; and D, integrating the trainedsemantic structure model into a system to serve as a modeling algorithm, and meanwhile, providing an interactive interface and a controllable editing interface for the generated three-dimensional model component for a user.

Description

technical field [0001] The invention relates to the field of modeling of three-dimensional voxel models, in particular to a construction method of a deep learning-based creative three-dimensional voxel model modeling system. Background technique [0002] With the change of people's entertainment methods, the demand for special effects in film and television, animation creation, game production and many other digital media fields has expanded rapidly. In these digital media fields, the modeling of 3D objects is an important part of the work, such as the modeling of environmental scenes, object modeling and character modeling. In addition, with the gradual maturity of 3D printing technology, the demand for 3D models is gradually increasing. [0003] The methods of 3D modeling in traditional technology usually have the following types: [0004] 1. Fully automatic real-time positioning and map construction method: [0005] This method uses a laser sensor or radar to model a t...

AI Technical Summary

Problems solved by technology

[0012]The disadvantage of this method is that the design cycle is long, the labor cost is high, and it is difficult to meet the demand for 3D models in the future

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