3D Shape Generation

43 papers with code • 0 benchmarks • 1 datasets

Image: Mo et al

3DQD: Generalized Deep 3D Shape Prior via Part-Discretized Diffusion Process

colorful-liyu/3dqd 18 Mar 2023

We develop a generalized 3D shape generation prior model, tailored for multiple 3D tasks including unconditional shape generation, point cloud completion, and cross-modality shape generation, etc.

69
18 Mar 2023

3D Shape Temporal Aggregation for Video-Based Clothing-Change Person Re-Identication

dustin-nguyen-qil/Videobased-ClothChanging-ReID-Baseline Asian Conference on Computer Vision 2023

However, existing Re-ID methods usually generate 3D body shapes without considering identity modeling, which severely weakens the discriminability of 3D human shapes.

19
09 Mar 2023

Generalized Deep 3D Shape Prior via Part-Discretized Diffusion Process

colorful-liyu/3dqd CVPR 2023

We develop a generalized 3D shape generation prior model, tailored for multiple 3D tasks including unconditional shape generation, point cloud completion, and cross-modality shape generation, etc.

69
01 Jan 2023

Adaptive Spiral Layers for Efficient 3D Representation Learning on Meshes

fb2221/dfc ICCV 2023

The success of deep learning models on structured data has generated significant interest in extending their application to non-Euclidean domains.

1
01 Jan 2023

SDFusion: Multimodal 3D Shape Completion, Reconstruction, and Generation

yccyenchicheng/SDFusion CVPR 2023

To enable interactive generation, our method supports a variety of input modalities that can be easily provided by a human, including images, text, partially observed shapes and combinations of these, further allowing to adjust the strength of each input.

365
08 Dec 2022

TetraDiffusion: Tetrahedral Diffusion Models for 3D Shape Generation

PeterTor/TetraDiffusion 23 Nov 2022

Probabilistic denoising diffusion models (DDMs) have set a new standard for 2D image generation.

58
23 Nov 2022

Deep Generative Models on 3D Representations: A Survey

justimyhxu/awesome-3d-generation 27 Oct 2022

In this survey, we thoroughly review the ongoing developments of 3D generative models, including methods that employ 2D and 3D supervision.

965
27 Oct 2022

LION: Latent Point Diffusion Models for 3D Shape Generation

nv-tlabs/LION 12 Oct 2022

To advance 3D DDMs and make them useful for digital artists, we require (i) high generation quality, (ii) flexibility for manipulation and applications such as conditional synthesis and shape interpolation, and (iii) the ability to output smooth surfaces or meshes.

705
12 Oct 2022

Neural Wavelet-domain Diffusion for 3D Shape Generation

edward1997104/Wavelet-Generation 19 Sep 2022

This paper presents a new approach for 3D shape generation, enabling direct generative modeling on a continuous implicit representation in wavelet domain.

67
19 Sep 2022

ISS: Image as Stepping Stone for Text-Guided 3D Shape Generation

liuzhengzhe/dreamstone-iss 9 Sep 2022

Text-guided 3D shape generation remains challenging due to the absence of large paired text-shape data, the substantial semantic gap between these two modalities, and the structural complexity of 3D shapes.

40
09 Sep 2022