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---
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# For reference on dataset card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/datasetcard.md?plain=1
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# Doc / guide: https://huggingface.co/docs/hub/datasets-cards
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{}
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---
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# Dataset Card for dSprites
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<!-- Provide a quick summary of the dataset. -->
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## Dataset Details
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### Dataset Description
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<!-- Provide a longer summary of what this dataset is. -->
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dSprites is a dataset of 2D shapes procedurally generated from 6 ground truth independent latent factors. These factors are color, shape, scale, rotation, x-position, and y-position of a sprite. All possible combinations of these latents are present exactly once, generating 737,280 total images. The dataset is widely used for studying disentangled representations in machine learning.
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### Dataset Sources
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<!-- Provide the basic links for the dataset. -->
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- **Homepage:** https://github.com/google-deepmind/dsprites-dataset
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- **Paper:** Matthey, L., Higgins, I., Hassabis, D., & Lerchner, A. (2017, May). dsprites: Disentanglement testing sprites dataset.
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## Dataset Structure
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<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
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Each sample in the dataset contains:
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- **image:** A 64×64 grayscale image
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- **orientation:** A float representing the rotation angle of the shape
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- **shape:** A categorical label representing the shape type (square, ellipse, heart)
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- **scale:** A float representing the size of the shape
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- **color:** A categorical label representing the color (only 'white' in this dataset)
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- **position_x:** A float representing the x-position of the shape
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- **position_y:** A float representing the y-position of the shape
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Total images: 737,280
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Classes: 3 (square, ellipse, heart)
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Splits:
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- **Train:** 70% of total dataset
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- **Test:** 30% of total dataset
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Image specs: PNG format, 64×64 pixels, grayscale
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## Example Usage
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Below is a quick example of how to load this dataset via the Hugging Face Datasets library.
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```
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from datasets import load_dataset
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# Load the dataset
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dataset = load_dataset("../../aidatasets/images/dsprites.py", split="train", trust_remote_code=True)
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# dataset = load_dataset("../../aidatasets/images/dsprites.py", split="test", trust_remote_code=True)
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# Access a sample from the dataset
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example = dataset[0]
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image = example["image"]
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shape = example["shape"]
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image.show() # Display the image
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print(f"Shape: {shape}")
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```
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## Citation
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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@misc{matthey2017dsprites,
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title={dsprites: Disentanglement testing sprites dataset},
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author={Matthey, Loic and Higgins, Irina and Hassabis, Demis and Lerchner, Alexander},
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year={2017}
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}
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