Objaverse-Rand6View: 1024px Multi-View Renders with Depth and Normal Maps

Objaverse-Rand6View provides 1024x1024 multi-view renders including RGB, depth, and normal maps derived from a high-quality subset of the Objaverse repository. Created by huanngzh and released in late 2024, the collection features randomized orthographic and perspective views designed for 3D generative modeling.

Use Cases

• Training image-to-3d models using the Depth and Normal maps for geometry supervision
• Fine-tuning text-to-image models for multi-view consistency using the RGB renders
• Camera pose estimation tasks using the provided Camera metadata

Strengths

• 1024x1024 high-resolution renders
• Multi-modal outputs including Depth and Normal maps
• Includes camera parameters for spatial alignment

Limitations

• Limited to a subset of the original Objaverse collection rather than the full million-object set
• Randomized mixing of orthographic and perspective views may require specific handling during model training

Provenance

Source

Derived from Objaverse; associated with Arxiv paper 2412.03632

Collection Method

Synthetic rendering of 3D meshes using random camera projections

Freshness

Last updated April 2025.