Datasets:
ArXiv:
License:
| license: cc-by-nc-4.0 | |
| # Ctrl-Room dataset introduced in "Ctrl-Room: Controllable Text-to-3D Room Meshes Generation with Layout Constraints" | |
| [paper](https://arxiv.org/abs/2310.03602) | [project page](https://fangchuan.github.io/ctrl-room.github.io/) | [code](https://github.com/fangchuan/Ctrl-Room) | |
| This repository hosts the Ctrl-Room dataset, a collection of semantically annotated 3D scenes derived from the [Structured3D dataset](https://structured3d-dataset.org/). It contains 11,986 filtered rooms, including 4,961 bedrooms, 3,039 living rooms, 1,848 kitchens, 1,500 bathrooms, and 638 studies. | |
| Additionally, we also provide the scene descriptions following the format in [SceneFormer](https://arxiv.org/abs/2012.09793) for each room, which can be used for training text-to-3D generative models. | |
| ## Dataset Structure | |
| Outlines of the dataset files: | |
| ``` | |
| Ctrl-Room-Dataset/ | |
| ├── train/ # train split | |
| │ ├── bedroom/ # bedroom scenes | |
| | | ├── bbox_3d/ # 3D bounding box annotations (.json files) | |
| | | ├── cam_pos/ # camera positions | |
| | | ├── depth/ # panoramic depth maps | |
| | | ├── img/ # panoramic RGB images | |
| | | ├── label_cor/ # 2D room_layout annotations for each panoramic RGB image | |
| | | ├── quad_walls/ # 3D room_layout annotations (.json files) | |
| | | ├── room_type/ # room types | |
| | | ├── sem_layout_img/ # semantic layout panorama images | |
| | | ├── text_desc/ # text prompt for each room | |
| | | ├── text_desc_emb/ # pre-computed text embeddings using CLIP | |
| │ | └── train_dataset_stats.json # dataset statistic information | |
| │ ├── living_room/ # living room scenes | |
| │ ├── kitchen/ # kitchen scenes | |
| │ ├── study/ # study scenes | |
| │ └── bathroom/ # bathroom scenes | |
| ├── test/ # test split | |
| │ ├── bedroom/ # bedroom scenes | |
| │ ├── living_room/ # living room scenes | |
| │ ├── kitchen/ # kitchen scenes | |
| │ ├── study/ # study scenes | |
| │ └── bathroom/ # bathroom scenes | |
| ├── bedroom_splits.json # split file for bedroom | |
| ├── livingroom_splits.json # split file for living room | |
| ├── kitchen_splits.json # split file for kitchen | |
| └── study_splits.json # split file for study | |
| ``` | |
| ## Citation | |
| If you can make use of it in your own research, please be so kind to cite us. | |
| ``` | |
| @article{Ctrl-Room, | |
| title = {Ctrl-room: Controllable text-to-3d room meshes generation with layout constraints}, | |
| author = {Chuan Fang, Yuan Dong, Kunming Luo, Xiaotao Hu, Rakesh Shrestha, Ping Tan}, | |
| journal = {2025 International Conference on 3D Vision (3DV).}, | |
| year = {2025}, | |
| eprint = {2025: 692-701.}, | |
| archivePrefix = {IEEE}, | |
| primaryClass = {cs.CV} | |
| } | |
| ``` |