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Dataset Card for BSD100
Dataset Summary
BSD is a dataset used frequently for image denoising and super-resolution. Of the subdatasets, BSD100 is aclassical image dataset having 100 test images proposed by Martin et al. (2001). The dataset is composed of a large variety of images ranging from natural images to object-specific such as plants, people, food etc. BSD100 is the testing set of the Berkeley segmentation dataset BSD300.
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/BSD100', '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/BSD100_HR/3096.png",
"lr": "/.cache/huggingface/datasets/downloads/extracted/BSD100_LR_x2/3096.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
[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: Martin et al. (2001)
Licensing Information
You are free to download a portion of the dataset for non-commercial research and educational purposes. In exchange, we request only that you make available to us the results of running your segmentation or boundary detection algorithm on the test set as described below. Work based on the dataset should cite the Martin et al. (2001) paper.
Citation Information
@inproceedings{martin2001database,
title={A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics},
author={Martin, David and Fowlkes, Charless and Tal, Doron and Malik, Jitendra},
booktitle={Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001},
volume={2},
pages={416--423},
year={2001},
organization={IEEE}
}
Contributions
Thanks to @eugenesiow for adding this dataset.
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