# 3D-FRONT: 3D Furnished Rooms with layOuts and semaNTics

**Authors:** Huan Fu, Bowen Cai, Lin Gao, Lingxiao Zhang, Jiaming Wang Cao Li, Zengqi Xun, Chengyue Sun, Rongfei Jia, Binqiang Zhao, Hao Zhang  
**arXiv:** [2011.09127](https://arxiv.org/abs/2011.09127)  
**Date:** 2020-11-18  
**Summary page:** https://www.summarizepaper.com/en/paper/2011.09127v2/

## Key points

- 3D-FRONT is a comprehensive repository of synthetic indoor scenes
- It contains professionally designed layouts and a large number of rooms populated by high-quality textured 3D models
- The dataset includes 18,968 rooms and 13,151 furniture objects with high-quality textures
- Attention is given to floorplans, layout designs, furniture styles, color schemes, and textures
- Trescope is a lightweight rendering tool released to support benchmark rendering of images and annotations from the dataset
- Two specific applications demonstrated in the accompanying paper are interior scene synthesis and texture synthesis
- Researchers can use this resource to generate realistic indoor scenes or synthesize textures that align seamlessly with existing designs
- 3D-FRONT contributes significantly to computer vision and design research
- It is available as an open-access resource for academics and professionals in various domains such as virtual reality, augmented reality, gaming environments, architectural visualization, etc.

## Summary

3D-FRONT is a groundbreaking project that introduces a new and comprehensive repository of synthetic indoor scenes. It features professionally designed layouts and a vast number of rooms populated by high-quality textured 3D models with style compatibility. The dataset currently contains an impressive collection of 18,968 rooms and 13,151 furniture objects equipped with high-quality textures. What sets 3D-FRONT apart is the meticulous attention given to floorplans and layout designs sourced from professional creations as well as the interior designs in terms of furniture styles, color schemes, and textures. To support benchmark rendering of 2D images and annotations from the 3D-FRONT dataset, the project team has also released Trescope—a lightweight rendering tool. This tool enhances the usability and practicality of the dataset for various applications. The paper accompanying this project demonstrates two specific applications tailored to leverage the strengths of the new dataset: interior scene synthesis and texture synthesis. These applications showcase how researchers can utilize this resource to generate realistic indoor scenes or synthesize textures that align seamlessly with existing designs. Overall, 3D-FRONT represents a significant contribution to the field of computer vision and design research. Its availability as an open-access resource allows academics and professionals alike to explore its potential for advancing various domains such as virtual reality, augmented reality, gaming environments, architectural visualization, and more.