| | --- |
| | 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: Set14 |
| | tags: |
| | - other-image-super-resolution |
| | --- |
| | |
| | # Dataset Card for Set14 |
| |
|
| | ## 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://sites.google.com/site/romanzeyde/research-interests |
| | - **Repository**: https://huggingface.co/datasets/eugenesiow/Set14 |
| | - **Paper**: http://www.cs.technion.ac.il/users/wwwb/cgi-bin/tr-get.cgi/2010/CS/CS-2010-12.pdf |
| | - **Leaderboard**: https://github.com/eugenesiow/super-image#scale-x2 |
| |
|
| | ### Dataset Summary |
| |
|
| | Set14 is an evaluation dataset with 14 RGB images for the image super resolution task. It was first used as the test set of the paper "On single image scale-up using sparse-representations" by [Zeyde et al. (2010)](http://www.cs.technion.ac.il/users/wwwb/cgi-bin/tr-get.cgi/2010/CS/CS-2010-12.pdf). |
| |
|
| | 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/Set14', '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/Set14_HR/baboon.png", |
| | "lr": "/.cache/huggingface/datasets/downloads/extracted/Set14_LR_x2/baboon.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|14| |
| | |bicubic_x3|14| |
| | |bicubic_x4|14| |
| | |
| | |
| | ## 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**: [Zeyde et al.](http://www.cs.technion.ac.il/users/wwwb/cgi-bin/tr-get.cgi/2010/CS/CS-2010-12.pdf) |
| | |
| | ### Licensing Information |
| | |
| | Academic use only. |
| | |
| | ### Citation Information |
| | |
| | ```bibtex |
| | @inproceedings{zeyde2010single, |
| | title={On single image scale-up using sparse-representations}, |
| | author={Zeyde, Roman and Elad, Michael and Protter, Matan}, |
| | booktitle={International conference on curves and surfaces}, |
| | pages={711--730}, |
| | year={2010}, |
| | organization={Springer} |
| | } |
| | ``` |
| | |
| | ### Contributions |
| | |
| | Thanks to [@eugenesiow](https://github.com/eugenesiow) for adding this dataset. |
| | |
