Datasets:
Tasks:
Other
Multilinguality:
monolingual
Size Categories:
unknown
Language Creators:
found
Annotations Creators:
machine-generated
Source Datasets:
original
License:
annotations_creators: | |
- machine-generated | |
language_creators: | |
- found | |
language: [] | |
license: | |
- other | |
multilinguality: | |
- monolingual | |
size_categories: | |
- unknown | |
source_datasets: | |
- original | |
task_categories: | |
- other | |
task_ids: [] | |
pretty_name: Set5 | |
tags: | |
- other-image-super-resolution | |
# Dataset Card for Set5 | |
## 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**: http://people.rennes.inria.fr/Aline.Roumy/results/SR_BMVC12.html | |
- **Repository**: https://huggingface.co/datasets/eugenesiow/Set5 | |
- **Paper**: http://people.rennes.inria.fr/Aline.Roumy/publi/12bmvc_Bevilacqua_lowComplexitySR.pdf | |
- **Leaderboard**: https://github.com/eugenesiow/super-image#scale-x2 | |
### Dataset Summary | |
Set5 is a evaluation dataset with 5 RGB images for the image super resolution task. The 5 images of the dataset are (“baby”, “bird”, “butterfly”, “head”, “woman”). | |
Install with `pip`: | |
```bash | |
pip install datasets super-image | |
``` | |
Evaluate a model with the [`super-image`](https://github.com/eugenesiow/super-image) library: | |
```python | |
from datasets import load_dataset | |
from super_image import EdsrModel | |
from super_image.data import EvalDataset, EvalMetrics | |
dataset = load_dataset('eugenesiow/Set5', 'bicubic_x2', split='validation') | |
eval_dataset = EvalDataset(dataset) | |
model = EdsrModel.from_pretrained('eugenesiow/edsr-base', scale=2) | |
EvalMetrics().evaluate(model, eval_dataset) | |
``` | |
### Supported Tasks and Leaderboards | |
The dataset is commonly used for evaluation of the `image-super-resolution` task. | |
Unofficial [`super-image`](https://github.com/eugenesiow/super-image) leaderboard for: | |
- [Scale 2](https://github.com/eugenesiow/super-image#scale-x2) | |
- [Scale 3](https://github.com/eugenesiow/super-image#scale-x3) | |
- [Scale 4](https://github.com/eugenesiow/super-image#scale-x4) | |
- [Scale 8](https://github.com/eugenesiow/super-image#scale-x8) | |
### Languages | |
Not applicable. | |
## Dataset Structure | |
### Data Instances | |
An example of `validation` for `bicubic_x2` looks as follows. | |
``` | |
{ | |
"hr": "/.cache/huggingface/datasets/downloads/extracted/Set5_HR/baby.png", | |
"lr": "/.cache/huggingface/datasets/downloads/extracted/Set5_LR_x2/baby.png" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
- `hr`: a `string` to the path of the High Resolution (HR) `.png` image. | |
- `lr`: a `string` to the path of the Low Resolution (LR) `.png` image. | |
### Data Splits | |
| name |validation| | |
|-------|---:| | |
|bicubic_x2|5| | |
|bicubic_x3|5| | |
|bicubic_x4|5| | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed] | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed] | |
#### Who are the source language producers? | |
[More Information Needed] | |
### Annotations | |
#### Annotation process | |
No annotations. | |
#### Who are the annotators? | |
No annotators. | |
### Personal and Sensitive Information | |
[More Information Needed] | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More Information Needed] | |
### Discussion of Biases | |
[More Information Needed] | |
### Other Known Limitations | |
[More Information Needed] | |
## Additional Information | |
### Dataset Curators | |
- **Original Authors**: [Bevilacqua et al.](http://people.rennes.inria.fr/Aline.Roumy/results/SR_BMVC12.html) | |
### Licensing Information | |
Academic use only. | |
### Citation Information | |
```bibtex | |
@article{bevilacqua2012low, | |
title={Low-complexity single-image super-resolution based on nonnegative neighbor embedding}, | |
author={Bevilacqua, Marco and Roumy, Aline and Guillemot, Christine and Alberi-Morel, Marie Line}, | |
year={2012}, | |
publisher={BMVA press} | |
} | |
``` | |
### Contributions | |
Thanks to [@eugenesiow](https://github.com/eugenesiow) for adding this dataset. | |