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Dataset Card for Urban100
Dataset Summary
The Urban100 dataset contains 100 images of urban scenes. It commonly used as a test set to evaluate the performance of super-resolution models. It was first published by Huang et al. (2015) in the paper "Single Image Super-Resolution From Transformed Self-Exemplars".
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/Urban100', '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/Urban100_HR/img_001.png",
"lr": "/.cache/huggingface/datasets/downloads/extracted/Urban100_LR_x2/img_001.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 |
---|---|
bicubic_x2 | 100 |
bicubic_x3 | 100 |
bicubic_x4 | 100 |
Dataset Creation
Curation Rationale
The authors have created Urban100 containing 100 HR images with a variety of real-world structures.
Source Data
Initial Data Collection and Normalization
The authors constructed this dataset using images from Flickr (under CC license) using keywords such as urban, city, architecture, and structure.
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: Huang et al. (2015)
Licensing Information
The dataset provided uses images from Flikr under the CC (CC-BY-4.0) license.
Citation Information
@InProceedings{Huang_2015_CVPR,
author = {Huang, Jia-Bin and Singh, Abhishek and Ahuja, Narendra},
title = {Single Image Super-Resolution From Transformed Self-Exemplars},
booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2015}
}
Contributions
Thanks to @eugenesiow for adding this dataset.
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