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@@ -24,9 +24,44 @@ Each sub-dataset (scene) contains:
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  - `images/`: Rendered images under different camera views and backgrounds.
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  - `tabular.csv`: Instance-level annotations including object attributes in causal graph.
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- 📷 **Example image** from the dataset:
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- ![Sample: Spring Scene](/preview/00001.png)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <!-- - `causal_graph.json`: Ground-truth causal structure (as adjacency matrix or graph).
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  - `view_info.json`: Camera/viewpoint metadata.
 
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  - `images/`: Rendered images under different camera views and backgrounds.
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  - `tabular.csv`: Instance-level annotations including object attributes in causal graph.
 
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+
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+ ## 🖼️ Visual Previews
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+
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+ Below are example images from different Causal3D scenes:
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+
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+ <table>
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+ <tr>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/parabola.png" width="250"/><br/>parabola
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+ </td>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/convex.png" width="250"/><br/>convex
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+ </td>
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+ </tr>
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+ <tr>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/magnetic.png" width="200"/><br/>magnetic
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+ </td>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/pendulum.png" width="200"/><br/>pendulum
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+ </td>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/reflection.png" width="200"/><br/>reflection
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+ </td>
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+ </tr>
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+ <tr>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/seesaw.png" width="200"/><br/>seesaw
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+ </td>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/spring.png" width="200"/><br/>spring
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+ </td>
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+ <td align="center">
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+ <img src="https://huggingface.co/datasets/LLDDSS/Causal3D/resolve/main/preview/water_flow.png" width="200"/><br/>water_flow
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+ </td>
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+ </tr>
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+ </table>
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  <!-- - `causal_graph.json`: Ground-truth causal structure (as adjacency matrix or graph).
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  - `view_info.json`: Camera/viewpoint metadata.