Seed3D 1.0 is a next-generation 3D foundation model that combines the precision of physical simulation with the scalability of generative AI. It efficiently creates diverse, high-quality 3D assets that can be directly applied in physics-based simulation environments.

Key Highlights of Seed3D 1.0

Single-Image Input

No need for multi-view capture or complex scanning hardware. Seed3D 1.0 can generate high-quality 3D assets from just one image.

Detailed and Realistic Design

Seed3D 1.0 delivers precise geometric structures, 6K lifelike textures, and physically based rendering (PBR) materials for true visual realism.

Simulation-Ready Assets

Each model from Seed3D 1.0 is built with accurate topology, scale, and PBR materials, ensuring it’s ready for real-world physical simulations.

Scene Scalability

Seed3D 1.0 automatically assemble generated objects into coherent, context-aware 3D scenes, enabling seamless world-building.

Seamless Integration

Compatible with common physics engines(from Omniverse to Unity), making it easy to plug Seed3D 1.0-generated assets directly into simulation or game environments.

Core Technologies of Seed3D 1.0

Reference: Seed3D 1.0 Technical Report

• Seed3D 1.0-VAE: Structural Generation Core

Built on a Variational Autoencoder (VAE) framework, Seed3D 1.0-VAE captures and reconstructs the latent geometric distribution of 3D objects. It efficiently compresses high-dimensional 3D data and decodes it into finely detailed geometry, providing a stable foundation for downstream modules.

• Seed3D 1.0-DiT: Diffusion Transformer Generator

Leveraging a Diffusion Transformer (DiT) architecture, this module integrates diffusion processes with attention mechanisms to achieve high-fidelity 3D content generation. It excels at maintaining semantic consistency across shape, texture, and lighting, ideal for style-driven or concept-oriented 3D creation.

• Seed3D 1.0-MV: Multi-View Consistency Modeling

Ensures geometric and textural consistency across multiple viewpoints. Even with a single-image input, it employs internal view reasoning to synthesize realistic multi-angle appearances, enabling robust 3D reconstruction and rendering.

• Seed3D 1.0-PBR: Physically Based Material Generation

Automatically produces physically accurate PBR (Physically Based Rendering) materials, including metallic, roughness, and normal maps, to deliver true-to-life lighting responses. This makes the generated models ready for rendering and physical simulation out of the box.

• Seed3D 1.0-UV: Intelligent UV Unwrapping and Texture Mapping

Performs automatic UV unwrapping and optimized texture mapping to ensure seamless surface details. Combined with the PBR module, it enables the efficient production of high-quality, simulation-ready 3D assets suitable for real-world pipelines.

Applications of Seed3D 1.0

Robotics and Reinforcement Learning Training

Seed3D 1.0 enables the rapid generation of manipulation benchmarks, training curricula, and datasets to support simulation-to-reality (Sim2Real) transfer. Its physically accurate assets provide a reliable foundation for embodied AI and robotics experiments.

Game Development and XR

Accelerate asset creation for prototypes, background props, or entire scenes. The PBR workflow and high-resolution textures make Seed3D 1.0 particularly valuable for achieving high-fidelity experiences, significantly shortening iteration cycles while maintaining strong visual coherence.

Content Creation Workflow

Designers can iterate from 2D references, such as photos or artwork, to 3D prototypes more efficiently. Seed3D 1.0 supports a human-AI collaborative workflow, where artists can fine-tune AI outputs to match their creative intent.

Research and Multi-modal Learning

Seed3D 1.0 can produce large-scale, diverse 3D datasets for training vision-language-action models and other multi-modal AI systems. It is envisioned as a key enabler for scalable world simulators and embodied intelligence research.

Why Seed3D 1.0 Matters

With its ability to generate accurate, realistic, and simulation-ready 3D assets from a single image, Seed3D 1.0 empowers creators, researchers, and developers to turn imagination into tangible 3D worlds. It represents a new era for 3D generation, where creativity meets physics, and ideas evolve effortlessly from concept to simulation.

Discover more at the future of intelligent 3D creation with Seed3D 1.0.