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Dataset Card for PIRM
Dataset Summary
The PIRM dataset consists of 200 images, which are divided into two equal sets for validation and testing. These images cover diverse contents, including people, objects, environments, flora, natural scenery, etc. Images vary in size, and are typically ~300K pixels in resolution.
This dataset was first used for evaluating the perceptual quality of super-resolution algorithms in The 2018 PIRM challenge on Perceptual Super-resolution, in conjunction with ECCV 2018.
Install with pip
:
pip install datasets super-image
Evaluate a model with the super-image
library:
from datasets import load_dataset
from super_image import EdsrModel
from super_image.data import EvalDataset, EvalMetrics
dataset = load_dataset('eugenesiow/PIRM', '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
leaderboard for:
Languages
Not applicable.
Dataset Structure
Data Instances
An example of validation
for bicubic_x2
looks as follows.
{
"hr": "/.cache/huggingface/datasets/downloads/extracted/PIRM_valid_HR/1.png",
"lr": "/.cache/huggingface/datasets/downloads/extracted/PIRM_valid_LR_x2/1.png"
}
Data Fields
The data fields are the same among all splits.
hr
: astring
to the path of the High Resolution (HR).png
image.lr
: astring
to the path of the Low Resolution (LR).png
image.
Data Splits
name | validation | test |
---|---|---|
bicubic_x2 | 100 | 100 |
bicubic_x3 | 100 | 100 |
bicubic_x4 | 100 | 100 |
unknown_x4 | 100 | 100 |
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: Blau et al. (2018)
Licensing Information
This dataset is published under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Citation Information
@misc{blau20192018,
title={The 2018 PIRM Challenge on Perceptual Image Super-resolution},
author={Yochai Blau and Roey Mechrez and Radu Timofte and Tomer Michaeli and Lihi Zelnik-Manor},
year={2019},
eprint={1809.07517},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
Contributions
Thanks to @eugenesiow for adding this dataset.
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