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Datasets:
frgfm
/
imagewoof

Tasks:
Image Classification
Modalities:
Image
Text
Languages:
English
Size:
10K - 100K
Libraries:
Datasets
License:
Dataset card Viewer Files Community
2
imagewoof
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---
annotations_creators:
- crowdsourced
language:
- en
language_creators:
- crowdsourced
license:
- apache-2.0
multilinguality: []
pretty_name: Imagewoof
size_categories:
- 1K<n<10K
source_datasets:
- extended
task_categories:
- image-classification
task_ids:
- image-classification
paperswithcode_id: imagewoof
---

# Dataset Card for OpenFire

## 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.

### 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 added to HuggingFace Datasets by [@frgfm](https://huggingface.co/frgfm).