#### NOTE
This is a **Hugging Face dataset**. For large datasets, ensure `huggingface_hub>=1.1.3` to avoid rate limits. Learn more in the <a href="https://docs.voxel51.com/integrations/huggingface.html#loading-datasets-from-the-hub" target="_blank">Hugging Face integration docs</a>.

<a href="https://huggingface.co/datasets/Voxel51/StanfordDogs" target="_blank">![Hugging Face](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-yellow)</a>

# Dataset Card for StanfordDogs

<!-- Provide a quick summary of the dataset. -->

![image/png](https://huggingface.co/datasets/Voxel51/StanfordDogs/resolve/main/dataset_preview.jpg)

This is a [FiftyOne](https://github.com/voxel51/fiftyone) dataset with 20580 samples.

## Installation

If you haven’t already, install FiftyOne:

```bash
pip install -U fiftyone
```

## Usage

```python
import fiftyone as fo
import fiftyone.utils.huggingface as fouh

# Load the dataset
# Note: other available arguments include 'max_samples', etc
dataset = fouh.load_from_hub("Voxel51/StanfordDogs")

# Launch the App
session = fo.launch_app(dataset)
```

## Dataset Details

### Dataset Description

The Stanford Dogs dataset contains images of 120 breeds of dogs from around the world. This dataset has been built using images and annotation from ImageNet for the task of fine-grained image categorization. Contents of this dataset:

- Number of categories: 120
- Number of images: 20,580
- Annotations: Class labels, Bounding boxes

<!-- Provide a longer summary of what this dataset is. -->
- **Language(s) (NLP):** en
- **License:** [More Information Needed]

### Dataset Sources [optional]

<!-- Provide the basic links for the dataset. -->
- **Paper:** [Novel dataset for Fine-Grained Image Categorization](http://people.csail.mit.edu/khosla/papers/fgvc2011.pdf)
- **Homepage:** http://vision.stanford.edu/aditya86/ImageNetDogs/

## Uses

Fine-grained visual classification

<!-- Address questions around how the dataset is intended to be used. -->

## Citation

<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->

**BibTeX:**

```bibtex
@inproceedings{KhoslaYaoJayadevaprakashFeiFei_FGVC2011,
  author = "Aditya Khosla and Nityananda Jayadevaprakash and Bangpeng Yao and Li Fei-Fei",
  title = "Novel Dataset for Fine-Grained Image Categorization",
  booktitle = "First Workshop on Fine-Grained Visual Categorization, IEEE Conference on Computer Vision and Pattern Recognition",
  2011,
  month = "June",
  address = "Colorado Springs, CO",
}
```

## Dataset Card Authors

[Jacob Marks](https://huggingface.co/jamarks)

## Dataset Contacts

aditya86@cs.stanford.edu and bangpeng@cs.stanford.edu