Taming mode collapse in score distillation for text-to-3d generation

P Wang, D Xu, Z Fan, D Wang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Despite the remarkable performance of score distillation in text-to-3D generation such
techniques notoriously suffer from view inconsistency issues also known as" Janus" artifact …

Text‐to‐3D Shape Generation

H Lee, M Savva, AX Chang - Computer Graphics Forum, 2024 - Wiley Online Library
Recent years have seen an explosion of work and interest in text‐to‐3D shape generation.
Much of the progress is driven by advances in 3D representations, large‐scale pretraining …

Referee Can Play: An Alternative Approach to Conditional Generation via Model Inversion

X Liu, T Hu, W Wang, K Kawaguchi, Y Yao - arXiv preprint arXiv …, 2024 - arxiv.org
As a dominant force in text-to-image generation tasks, Diffusion Probabilistic Models (DPMs)
face a critical challenge in controllability, struggling to adhere strictly to complex, multi …

Envision3D: One Image to 3D with Anchor Views Interpolation

Y Pang, T Jia, Y Shi, Z Tang, J Zhang, X Cheng… - arXiv preprint arXiv …, 2024 - arxiv.org
We present Envision3D, a novel method for efficiently generating high-quality 3D content
from a single image. Recent methods that extract 3D content from multi-view images …

A General Framework to Boost 3D GS Initialization for Text-to-3D Generation by Lexical Richness

L Jiang, H Li, L Wang - arXiv preprint arXiv:2408.01269, 2024 - arxiv.org
Text-to-3D content creation has recently received much attention, especially with the
prevalence of 3D Gaussians Splatting. In general, GS-based methods comprise two key …

AvatarGO: Zero-shot 4D Human-Object Interaction Generation and Animation

Y Cao, L Pan, K Han, KYK Wong, Z Liu - arXiv preprint arXiv:2410.07164, 2024 - arxiv.org
Recent advancements in diffusion models have led to significant improvements in the
generation and animation of 4D full-body human-object interactions (HOI). Nevertheless …

Collaborative Control for Geometry-Conditioned PBR Image Generation

S Vainer, M Boss, M Parger, K Kutsy… - arXiv preprint arXiv …, 2024 - arxiv.org
Current 3D content generation builds on generative models that output RGB images.
Modern graphics pipelines, however, require physically-based rendering (PBR) material …

PlacidDreamer: Advancing Harmony in Text-to-3D Generation

S Huang, S Sun, Z Wang, X Qin, Y Xiong… - arXiv preprint arXiv …, 2024 - arxiv.org
Recently, text-to-3D generation has attracted significant attention, resulting in notable
performance enhancements. Previous methods utilize end-to-end 3D generation models to …

Score Distillation via Reparametrized DDIM

A Lukoianov, HSO Borde, K Greenewald… - arXiv preprint arXiv …, 2024 - arxiv.org
While 2D diffusion models generate realistic, high-detail images, 3D shape generation
methods like Score Distillation Sampling (SDS) built on these 2D diffusion models produce …

A Survey on 3D Human Avatar Modeling--From Reconstruction to Generation

R Wang, Y Cao, K Han, KYK Wong - arXiv preprint arXiv:2406.04253, 2024 - arxiv.org
3D modeling has long been an important area in computer vision and computer graphics.
Recently, thanks to the breakthroughs in neural representations and generative models, we …