---
title: DIRECT 3D-Aware Object Insertion
emoji: 🪑
colorFrom: gray
colorTo: red
sdk: gradio
sdk_version: 5.50.0
app_file: app.py
short_description: 3D-aware object insertion with the DIRECT model (ICML 2026)
python_version: "3.10"
startup_duration_timeout: 1h
pinned: false
---

# DIRECT: Direct 3D-Aware Object Insertion via Decomposed Visual Proxies

Insert a reference object into a background scene with realistic, harmonized
results using the [DIRECT](https://huggingface.co/superGong/DIRECT) model
(ICML 2026), a FLUX.1-Fill-dev network guided by a decomposed visual proxy.

Upload a background image and an object image (its background is removed
automatically), choose where and how large to place the object, then click
**Insert**.

## Note on scope

The full paper uses an interactive 3D viewer (TRELLIS + Viser) so users can pose
a reconstructed 3D proxy of the object. That live 3D websocket viewer cannot run
inside a single-port Hugging Face Space, so this demo drives the same DIRECT
model with a simpler **2D placement** (position + scale) as its geometric
guidance. The insertion / harmonization is performed by the real DIRECT weights.

## Links

- Paper: https://arxiv.org/abs/2606.06601
- Project page: https://gong1130.github.io/DIRECT/
- Code: https://github.com/Gong1130/DIRECT
- Model weights: https://huggingface.co/superGong/DIRECT