Datasets:
annotations_creators:
- crowdsourced
language:
- en
language_creators:
- crowdsourced
license:
- apache-2.0
multilinguality: []
pretty_name: Imagenette
size_categories:
- 1K<n<10K
source_datasets:
- extended
task_categories:
- image-classification
task_ids:
- image-classification
paperswithcode_id: imagenette
Dataset Card for OpenFire
Table of Contents
- Table of Contents
- Dataset Description
- Dataset Structure
- Dataset Creation
- Considerations for Using the Data
- Additional Information
Dataset Description
- Homepage: https://github.com/fastai/imagenette
- Repository: https://github.com/fastai/imagenette
- Leaderboard: https://paperswithcode.com/sota/image-classification-on-imagenette
Dataset Summary
A smaller subset of 10 easily classified classes from Imagenet, and a little more French.
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 binary label.
{
'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=1024x755 at 0x19FA12186D8>,
'label': 'tench',
}
Data Fields
image
: APIL.Image.Image
object containing the image.label
: the expected class label of the image.
Data Splits
train | validation | |
---|---|---|
imagenette | 9469 | 3925 |
Dataset Creation
Curation Rationale
cf. https://huggingface.co/datasets/imagenet-1k#curation-rationale
Source Data
Initial Data Collection and Normalization
Imagenette is a subset of ImageNet. Information about data collection of the source data can be found here.
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
Citation Information
@software{Howard_Imagenette_2019,
title={Imagenette: A smaller subset of 10 easily classified classes from Imagenet},
author={Jeremy Howard},
year={2019},
month={March},
publisher = {GitHub},
url = {https://github.com/fastai/imagenette}
}
Contributions
This dataset was added to HuggingFace Datasets by @frgfm.