resisc45

## Description
RESISC45 dataset is a publicly available benchmark for Remote Sensing Image Scene Classification (RESISC), created by Northwestern Polytechnical University (NWPU). This dataset contains 31,500 images, covering 45 scene classes with 700 images in each class.

The dataset does not have any default splits. Train, validation, and test splits were based on these definitions here https://github.com/google-research/google-research/blob/master/remote_sensing_representations/README.md#dataset-splits

- Paper: https://arxiv.org/abs/1703.00121.
- Website: https://paperswithcode.com/dataset/resisc45 (original homepage is unresponsive http://www.escience.cn/people/JunweiHan/NWPU-RESISC45.html)

## Citation
```bibtex
@article{Cheng_2017,
title={Remote Sensing Image Scene Classification: Benchmark and State of the Art},
volume={105},
ISSN={1558-2256},
url={http://dx.doi.org/10.1109/JPROC.2017.2675998},
DOI={10.1109/jproc.2017.2675998},
number={10},
journal={Proceedings of the IEEE},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
author={Cheng, Gong and Han, Junwei and Lu, Xiaoqiang},
year={2017},
month={Oct},
pages={1865-1883}
}
```

## 数据集描述
RESISC45数据集是由西北工业大学（Northwestern Polytechnical University，NWPU）创建的公开遥感图像场景分类（Remote Sensing Image Scene Classification，RESISC）基准数据集。该数据集总计包含31500张图像，覆盖45个场景类别，每个类别含700张图像。

本数据集未预设默认的数据划分方案，训练集、验证集与测试集的划分需遵循下述定义：https://github.com/google-research/google-research/blob/master/remote_sensing_representations/README.md#dataset-splits

- 论文链接：https://arxiv.org/abs/1703.00121
- 官方网站：https://paperswithcode.com/dataset/resisc45（原主页http://www.escience.cn/people/JunweiHan/NWPU-RESISC45.html目前已无法访问）

## 引用
bibtex
@article{Cheng_2017,
title={遥感图像场景分类：基准与研究现状},
volume={105},
ISSN={1558-2256},
url={http://dx.doi.org/10.1109/JPROC.2017.2675998},
DOI={10.1109/jproc.2017.2675998},
number={10},
journal={Proceedings of the IEEE},
publisher={国际电气与电子工程师协会（Institute of Electrical and Electronics Engineers，IEEE）},
author={Cheng, Gong and Han, Junwei and Lu, Xiaoqiang},
year={2017},
month={Oct},
pages={1865-1883}
}

搜集汇总

背景与挑战

背景概述

RESISC45是由西北工业大学创建的遥感图像场景分类公开基准数据集，包含31,500张图像，覆盖45个场景类别，每个类别700张图像，用于支持遥感场景分类研究。数据集没有默认划分，需参考外部链接进行训练、验证和测试划分，遵循Apache License 2.0许可。