docs: Updated README and dataset infos

README.md

@@ -1,3 +1,159 @@
 ---
-license: apache-2.0
+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). 

dataset_infos.json

@@ -0,0 +1,191 @@
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+    "license": "Apache License 2.0",
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+}