Datasets:

frgfm
/

imagewoof

	---
	annotations_creators:
	- crowdsourced
	language_creators:
	- crowdsourced
	language:
	- en
	license:
	- apache-2.0
	multilinguality: []
	size_categories:
	- 1K<n<10K
	source_datasets:
	- extended
	task_categories:
	- image-classification
	task_ids: []
	paperswithcode_id: imagewoof
	pretty_name: Imagewoof
	---

	# Dataset Card for Imagewoof

	## Table of Contents
	- [Table of Contents](#table-of-contents)
	- [Dataset Description](#dataset-description)
	- [Dataset Summary](#dataset-summary)
	- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
	- [Languages](#languages)
	- [Dataset Structure](#dataset-structure)
	- [Data Instances](#data-instances)
	- [Data Fields](#data-fields)
	- [Data Splits](#data-splits)
	- [Dataset Creation](#dataset-creation)
	- [Curation Rationale](#curation-rationale)
	- [Source Data](#source-data)
	- [Annotations](#annotations)
	- [Personal and Sensitive Information](#personal-and-sensitive-information)
	- [Considerations for Using the Data](#considerations-for-using-the-data)
	- [Social Impact of Dataset](#social-impact-of-dataset)
	- [Discussion of Biases](#discussion-of-biases)
	- [Other Known Limitations](#other-known-limitations)
	- [Additional Information](#additional-information)
	- [Dataset Curators](#dataset-curators)
	- [Licensing Information](#licensing-information)
	- [Citation Information](#citation-information)
	- [Contributions](#contributions)

	## Dataset Description

	- Homepage: https://github.com/fastai/imagenette#imagewoof
	- Repository: https://github.com/fastai/imagenette
	- Leaderboard: https://paperswithcode.com/sota/image-classification-on-imagewoof

	### Dataset Summary

	A smaller subset of 10 classes from [Imagenet](https://huggingface.co/datasets/imagenet-1k#dataset-summary) that aren't so easy to classify, since they're all dog breeds.
	This dataset was created by [Jeremy Howard](https://twitter.com/jeremyphoward), and this repository is only there to share his work on this platform. The repository owner takes no credit of any kind in the creation, curation or packaging of the dataset.

	### Supported Tasks and Leaderboards

	- `image-classification`: The dataset can be used to train a model for Image Classification.

	### Languages

	The class labels in the dataset are in English.

	## Dataset Structure

	### Data Instances

	A data point comprises an image URL and its classification label.

	```
	{
	'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=320x320 at 0x19FA12186D8>,
	'label': 'Beagle',
	}
	```

	### Data Fields

	- `image`: A `PIL.Image.Image` object containing the image.
	- `label`: the expected class label of the image.

	### Data Splits

	\| \|train\|validation\|
	\|---------\|----:\|---------:\|
	\|imagewoof\| 9025\| 3929\|


	## Dataset Creation

	### Curation Rationale

	cf. https://huggingface.co/datasets/imagenet-1k#curation-rationale

	### Source Data

	#### Initial Data Collection and Normalization

	Imagewoof 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).

	### Annotations

	#### Annotation process

	cf. https://huggingface.co/datasets/imagenet-1k#annotation-process

	#### Who are the annotators?

	cf. https://huggingface.co/datasets/imagenet-1k#who-are-the-annotators

	### Personal and Sensitive Information

	cf. https://huggingface.co/datasets/imagenet-1k#personal-and-sensitive-information

	## Considerations for Using the Data

	### Social Impact of Dataset

	cf. https://huggingface.co/datasets/imagenet-1k#social-impact-of-dataset

	### Discussion of Biases

	cf. https://huggingface.co/datasets/imagenet-1k#discussion-of-biases

	### Other Known Limitations

	cf. https://huggingface.co/datasets/imagenet-1k#other-known-limitations

	## Additional Information

	### Dataset Curators

	cf. https://huggingface.co/datasets/imagenet-1k#dataset-curators
	and Jeremy Howard

	### Licensing Information

	[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0).

	### Citation Information

	```
	@software{Howard_Imagewoof_2019,
	title={Imagewoof: a subset of 10 classes from Imagenet that aren't so easy to classify},
	author={Jeremy Howard},
	year={2019},
	month={March},
	publisher = {GitHub},
	url = {https://github.com/fastai/imagenette#imagewoof}
	}
	```

	### Contributions

	This dataset was created by [Jeremy Howard](https://twitter.com/jeremyphoward) and published on [Github](https://github.com/fastai/imagenette). It was then only integrated into HuggingFace Datasets by [@frgfm](https://huggingface.co/frgfm).