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--- |
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annotations_creators: |
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- crowdsourced |
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language: |
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- en |
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language_creators: |
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- crowdsourced |
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license: |
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- apache-2.0 |
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multilinguality: [] |
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pretty_name: Imagenette |
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size_categories: |
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- 1K<n<10K |
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source_datasets: |
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- extended |
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task_categories: |
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- image-classification |
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task_ids: |
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- image-classification |
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paperswithcode_id: imagenette |
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--- |
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# Dataset Card for Imagenette |
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** https://github.com/fastai/imagenette |
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- **Repository:** https://github.com/fastai/imagenette |
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- **Leaderboard:** https://paperswithcode.com/sota/image-classification-on-imagenette |
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### Dataset Summary |
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A smaller subset of 10 easily classified classes from [Imagenet](https://huggingface.co/datasets/imagenet-1k#dataset-summary), and a little more French. |
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### Supported Tasks and Leaderboards |
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- `image-classification`: The dataset can be used to train a model for Image Classification. |
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### Languages |
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The class labels in the dataset are in English. |
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## Dataset Structure |
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### Data Instances |
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A data point comprises an image URL and its classification label. |
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``` |
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{ |
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'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=320x320 at 0x19FA12186D8>, |
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'label': 'tench', |
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} |
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``` |
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### Data Fields |
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- `image`: A `PIL.Image.Image` object containing the image. |
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- `label`: the expected class label of the image. |
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### Data Splits |
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|
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| |train|validation| |
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|----------|----:|---------:| |
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|imagenette| 9469| 3925| |
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## Dataset Creation |
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### Curation Rationale |
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cf. https://huggingface.co/datasets/imagenet-1k#curation-rationale |
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### Source Data |
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#### Initial Data Collection and Normalization |
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Imagenette is a subset of [ImageNet](https://huggingface.co/datasets/imagenet-1k). Information about data collection of the source data can be found [here](https://huggingface.co/datasets/imagenet-1k#initial-data-collection-and-normalization). |
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### Annotations |
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#### Annotation process |
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cf. https://huggingface.co/datasets/imagenet-1k#annotation-process |
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#### Who are the annotators? |
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cf. https://huggingface.co/datasets/imagenet-1k#who-are-the-annotators |
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### Personal and Sensitive Information |
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cf. https://huggingface.co/datasets/imagenet-1k#personal-and-sensitive-information |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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cf. https://huggingface.co/datasets/imagenet-1k#social-impact-of-dataset |
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### Discussion of Biases |
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cf. https://huggingface.co/datasets/imagenet-1k#discussion-of-biases |
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### Other Known Limitations |
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cf. https://huggingface.co/datasets/imagenet-1k#other-known-limitations |
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## Additional Information |
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### Dataset Curators |
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cf. https://huggingface.co/datasets/imagenet-1k#dataset-curators |
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and Jeremy Howard |
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### Licensing Information |
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[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0). |
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### Citation Information |
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``` |
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@software{Howard_Imagenette_2019, |
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title={Imagenette: A smaller subset of 10 easily classified classes from Imagenet}, |
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author={Jeremy Howard}, |
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year={2019}, |
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month={March}, |
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publisher = {GitHub}, |
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url = {https://github.com/fastai/imagenette} |
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} |
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``` |
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### Contributions |
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This dataset was added to HuggingFace Datasets by [@frgfm](https://huggingface.co/frgfm). |
