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@@ -94,9 +94,10 @@ mask = np.load(f"{local_dir}/obj_png_128_72_6000/anise/anise_001/Scan/000_mask.n
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  ## Source Data and Rendering
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  All raw scans are taken from the official [OmniObject3D](https://omniobject3d.github.io/)
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- website. We include all raw scans provided on the official website, where the number of categories and objects may slightly differ from those reported in the original OmniObject3D paper. The rendering
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- pipeline is adapted from the implementation released with
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- [Objaverse](https://objaverse.allenai.org/) (Deitke et al., 2023).
 
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  ## Code & Reproducibility
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@@ -105,6 +106,42 @@ The rendering pipeline used to generate this dataset is included in this reposit
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  It is adapted from the [Objaverse](https://objaverse.allenai.org/) rendering script
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  (Deitke et al., 2023), with the upstream license header and attribution retained.
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  ## License
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  This dataset is derived from [OmniObject3D](https://omniobject3d.github.io/). Its use is
 
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  ## Source Data and Rendering
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  All raw scans are taken from the official [OmniObject3D](https://omniobject3d.github.io/)
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+ website. We include all raw scans provided on the official website; consequently, the
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+ number of categories and objects may differ slightly from those reported in the original
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+ OmniObject3D paper. The rendering pipeline is adapted from the implementation released
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+ with [Objaverse](https://objaverse.allenai.org/) (Deitke et al., 2023).
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  ## Code & Reproducibility
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  It is adapted from the [Objaverse](https://objaverse.allenai.org/) rendering script
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  (Deitke et al., 2023), with the upstream license header and attribution retained.
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+ ### Setup
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+
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+ Download Blender 3.2.2:
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+
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+ ```bash
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+ wget https://download.blender.org/release/Blender3.2/blender-3.2.2-linux-x64.tar.xz && \
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+ tar -xf blender-3.2.2-linux-x64.tar.xz && \
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+ rm blender-3.2.2-linux-x64.tar.xz
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+ ```
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+
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+ On a headless Linux server, install and start Xorg:
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+
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+ ```bash
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+ sudo apt-get install xserver-xorg -y && \
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+ sudo python3 start_x_server.py start
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+ ```
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+
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+ Install the Python dependencies (Python > 3.8 is required). These are the same
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+ dependencies as the
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+ [objaverse-xl rendering scripts](https://github.com/allenai/objaverse-xl/tree/main/scripts/rendering).
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+
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+ ### Reproduce the Dataset
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+
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+ 1. Download and unzip the OmniObject3D raw scans.
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+ 2. Run the rendering script:
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+
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+ ```bash
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+ blender-3.2.2-linux-x64/blender --background --python rendering/blender_script.py -- \
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+ --object_path <path/to/unzipped/OmniObject3D> \
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+ --output_dir <path/to/output> \
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+ --num_renders 72 \
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+ --engine CYCLES \
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+ --save_image True \
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+ --save_mask True
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+ ```
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+
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  ## License
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  This dataset is derived from [OmniObject3D](https://omniobject3d.github.io/). Its use is