Text-to-3D

YouDream can generate high-quality 3D animals from a single image and a text prompt. The method is able to preserve anatomic consistency and is capable of generating and combining commonly found animals.

Tactile DreamFusion can improve 3D asset generation by combining high-resolution tactile sensing with diffusion-based image priors. Supports both text-to-3D and image-to-3D generation.

Trellis 3D generates high-quality 3D assets in formats like Radiance Fields, 3D Gaussians, and meshes. It supports text and image conditioning, offering flexible output format selection and local 3D editing capabilities.

GarmentDreamer can generate wearable, simulation-ready 3D garment meshes from text prompts. The method is able to generate diverse geometric and texture details, making it possible to create a wide range of different clothing items.

HeadStudio is another text-to-3D avatar model that can generate animatable head avatars. The method is able to produce high-fidelity avatars with smooth expression deformation and real-time rendering.

DreamWaltz-G can generate high-quality 3D avatars from text and animate them using SMPL-X motion sequences. It improves avatar consistency with Skeleton-guided Score Distillation and is useful for human video reenactment and creating scenes with multiple subjects.

AvatarGO can generate 4D human-object interaction scenes from text. It uses LLM-guided contact retargeting for accurate spatial relations and ensures smooth animations with correspondence-aware motion optimization.

3DTopia-XL can generate high-quality 3D PBR assets from text or image inputs in just 5 seconds.

Disentangled Clothed Avatar Generation from Text Descriptions can create high-quality 3D avatars by separately modeling human bodies and clothing. This method improves texture and geometry quality and aligns well with text prompts, enhancing virtual try-on and character animation.

DreamHOI can generate realistic 3D human-object interactions (HOIs) by posing a skinned human model to interact with objects based on text descriptions. It uses text-to-image diffusion models to create diverse interactions without needing large datasets.

And talking about Splats, Feature Splatting can manipulate both the appearance and the physical properties of objects in a 3D scene using text prompts.

Tailor3D can create customized 3D assets from text or single and dual-side images. The method also supports adding changes to the inputs through additional text prompts.

DIRECTOR can generate complex camera trajectories from text that describe the relation and synchronization between the camera and characters.

Director3D can generate real-world 3D scenes and adaptive camera trajectories from text prompts. The method is able to generate pixel-aligned 3D Gaussians as an immediate 3D scene representation for consistent denoising.

GradeADreamer is yet another text-to-3D method. This one is capable of producing high-quality assets with a total generation time of under 30 minutes using only a single RTX 3090 GPU.

Dual3D is yet another text-to-3D method that can generate high-quality 3D assets from text prompts in only 1 minute.

X-Oscar can generate high-quality 3D avatars from text prompts. It uses a step-by-step process for geometry, texture, and animation, while addressing issues like low quality and oversaturation through advanced techniques.

GaussianCube is a image-to-3D model that is able to generate high-quality 3D objects from multi-view images. This one also uses 3D Gaussian Splatting, converts the unstructured representation into a structured voxel grid, and then trains a 3D diffusion model to generate new objects.

Garment3DGen can stylize the geometry and textures from 2D image and 3D mesh garments! These can be fitted on top of parametric bodies and simulated. Could be used for hand-garment interaction in VR or to turn sketches into 3D garments.

TexDreamer can generate high-quality 3D human textures from text and images. It uses a smart fine-tuning method and a unique translator module to create realistic textures quickly while keeping important details intact.