point-e is the official repository for Point-E, a generative model developed by OpenAI that produces 3D point clouds from textual (or image) prompts. Its principal advantage is speed: it can generate 3D assets in just 1–2 minutes on a single GPU, which is significantly faster than many competing text-to-3D models. The model works via a two-stage diffusion approach: first, it uses a text → image diffusion network to produce a synthetic 2D view consistent with the prompt; then a second diffusion model converts that image into a 3D point cloud. While it does not match the fine detail of some slower methods, the tradeoff in speed makes it practical for prototyping and interactive 3D generation. The repository includes inference scripts, utilities for converting point clouds to meshes (e.g. via signed distance function regression), sample notebooks, and weight checkpoints. It also provides documentation on limitations, usage instructions, and example outputs.

Features

  • Text / image → 3D point cloud generation via diffusion
  • Two-stage architecture: text → image, then image → point cloud
  • Utilities to convert point clouds to mesh via implicit function regression
  • Example notebooks and scripts for inference and visualization
  • Pretrained checkpoints for rapid prototyping
  • Documentation of limitations and tradeoffs (e.g. resolution vs speed)

Project Samples

Project Activity

See All Activity >

Categories

Generative AI

License

MIT License

Follow Point-E

Point-E Web Site

You Might Also Like
Gen AI apps are built with MongoDB Atlas Icon
Gen AI apps are built with MongoDB Atlas

Build gen AI apps with an all-in-one modern database: MongoDB Atlas

MongoDB Atlas provides built-in vector search and a flexible document model so developers can build, scale, and run gen AI apps without stitching together multiple databases. From LLM integration to semantic search, Atlas simplifies your AI architecture—and it’s free to get started.
Start Free
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of Point-E!

Additional Project Details

Programming Language

Python

Related Categories

Python Generative AI

Registered

2025-10-02