Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Text to Mesh Without 3D Supervision Using Limit Subdivision   We present a technique for zero-shot generation of a 3D model using only a
target text prompt. Without a generative model or any 3D supervision our method
deforms a control shape of a limit subdivided surface along with a texture map
and normal map to obtain a 3D model asset that matches the input text prompt
and can be deployed into games or modeling applications. We rely only on a
pre-trained CLIP model that compares the input text prompt with differentiably
rendered images of our 3D model. While previous works have focused on
stylization or required training of generative models we perform optimization
on mesh parameters directly to generate shape and texture. To improve the
quality of results we also introduce a set of techniques such as render
augmentations, primitive selection, prompt augmentation that guide the mesh
towards a suitable result.

7
The categories of this paper are: hep-th
16
The categories of this paper are: stat
11
The categories of this paper are: hep-lat
22
The categories of this paper are: chao-dyn
32
The categories of this paper are: atom-ph
35
The categories of this paper are: mtrl-th
34
The categories of this paper are: chem-ph
19
The categories of this paper are: eess
33
The categories of this paper are: plasm-ph
23
The categories of this paper are: solv-int
18
The categories of this paper are: econ
4
The categories of this paper are: cond-mat
25
The categories of this paper are: patt-sol
0
The categories of this paper are: hep-ph
27
The categories of this paper are: comp-gas
8
The categories of this paper are: hep-ex