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  # 🧁 MNIST Bakery Dataset
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  A procedurally synthesized variant of the classic MNIST dataset, created using **SideFX Houdini** and designed for experimentation in **data augmentation**, **synthetic data generation**, and **model robustness research**.
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  ## 🎯 Purpose
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  - Scene renders are executed via **Mantra** or **Karma**.
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  - Output format: **grayscale 224×224 px** sprite sheets (`.exr` or `.jpg`).
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  ### 4. Compositing & Cropping
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  - A **COP2 network** slices the sprite sheet into **28×28** digit tiles.
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  - Each tile is labeled by its original digit and saved to:
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  ```
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  ### 🧾 Dataset Structure
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  ```bash
 
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  # 🧁 MNIST Bakery Dataset
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+ ![digits samples](https://i.imgur.com/kcKvfR7.png)
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  A procedurally synthesized variant of the classic MNIST dataset, created using **SideFX Houdini** and designed for experimentation in **data augmentation**, **synthetic data generation**, and **model robustness research**.
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+ ![houdini viewport](https://i.imgur.com/LZqdiKN.png)
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  ---
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  ## 🎯 Purpose
 
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  - Scene renders are executed via **Mantra** or **Karma**.
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  - Output format: **grayscale 224×224 px** sprite sheets (`.exr` or `.jpg`).
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+ ![stage/](https://i.imgur.com/LqPks5t.png)
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  ### 4. Compositing & Cropping
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  - A **COP2 network** slices the sprite sheet into **28×28** digit tiles.
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  - Each tile is labeled by its original digit and saved to:
 
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  ```
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+ ![compositing](https://i.imgur.com/mAnMQuB.png)
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  ### 🧾 Dataset Structure
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  ```bash