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--- |
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language: |
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- en |
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pretty_name: HSSD |
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tags: |
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- 3D scenes |
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- Embodied AI |
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license: cc-by-nc-4.0 |
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--- |
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HSSD: Habitat Synthetic Scenes Dataset |
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================================== |
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The [Habitat Synthetic Scenes Dataset (HSSD)](https://3dlg-hcvc.github.io/hssd/) is a human-authored 3D scene dataset that more closely mirrors real scenes than prior datasets. |
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Our dataset represents real interiors and contains a diverse set of 211 scenes and more than 18000 models of real-world objects. |
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<img src="https://i.imgur.com/XEkLxNs.png" width=50%> |
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This repository provides a Habitat consumption-ready compressed version of HSSD. |
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See [this repository](https://huggingface.co/datasets/hssd/hssd-models) for corresponding uncompressed assets. |
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## Dataset Structure |
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``` |
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├── objects |
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│ ├── */*.glb |
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│ ├── */*.object_config.json |
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├── stages |
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│ ├── *.glb |
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│ ├── *.stage_config.json |
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├── scenes |
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│ ├── *.scene_instance.json |
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└── hssd.scene_dataset_config.json |
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``` |
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- `hssd.scene_dataset_config.json`: This SceneDataset config file aggregates the assets and metadata necessary to fully describe the set of stages, objects, and scenes constituting the dataset |
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- `objects`: 3D models representing distinct objects that are used to compose scenes |
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- `stages`: A stage in Habitat is the set of static mesh components which make up the backdrop of a scene (e.g. floor, walls, stairs, etc.) |
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- `scenes`: A scene is a single 3D world composed of a static stage and a variable number of objects |
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## Getting Started |
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To load HSSD scenes into the Habitat simulator, you can start by installing [habitat-sim](https://github.com/facebookresearch/habitat-sim) using instructions specified [here](https://github.com/facebookresearch/habitat-sim#installation). |
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Once installed, you can run the interactive Habitat viewer to load a scene: |
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``` |
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habitat-viewer --dataset /path/to/hssd/hssd.scene_dataset_config.json -- 102344280 |
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# or ./build/viewer if compiling from source |
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``` |
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You can find more information about using the interactive viewer [here](https://github.com/facebookresearch/habitat-sim#testing:~:text=path/to/data/-,Interactive%20testing,-%3A%20Use%20the%20interactive). |
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Habitat-Sim is typically used with [Habitat-Lab](https://github.com/facebookresearch/habitat-lab), a modular high-level library for end-to-end experiments in embodied AI. |
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To define embodied AI tasks (e.g. navigation, instruction following, question answering), train agents, and benchmark their performance using standard metrics, you can download habitat-lab using the instructions provided [here](https://github.com/facebookresearch/habitat-lab#installation). |
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