RS-DatasetsHub

Welcome to RS-DatasetsHub! This curated collection hosts essential datasets used within the remote sensing community. Each dataset featured here is accompanied by pertinent details, including the paper in which it was published, the year of publication, the number of classes, the total number of images, image sizes, and the specific tasks for which the datasets are well-suited.

Datasets

All the datasets reported in the following section are available here, in the form of zip files. Each dataset directory is structured as follows:

- dataset_folder:
  - dataset_images:
      - image_1
      - image_2
      - .
      - .
      - .
  - dataset.json

Depending on the dataset task, the dataset.json may contain both the paths and captions of the images. Furthermore, some dataset may have sub-directories for better organizing images based on the class.

Papers

Paper Name	Dataset Name	Publication Year	Number of Categories	Number of Images	Images Size	Task
Exploring Models and Data for Remote Sensing Image Caption Generation, Lu et al.	RSICD	2017	30	10,921	224x224	Captioning & Classification
UC-Merced Data Set, Yang, Newsam	UCMD	2010	21	2,100	256x256	Captioning & Classification
Exploring a Fine-Grained Multiscale Method for Cross-Modal Remote Sensing Image Retrieval, Yuan et al.	RSITMD	2022	32	4,743	224x224	Captioning & Classification
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval, Zhou et al.	PatternNet	2017	38	30,400	256x256	Classification
EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification, Helber et al.	EuroSAT	2017	10	27,000	64x64	Classification
Scene Classification With Recurrent Attention of VHR Remote Sensing Images, Wang et al.	OPTIMAL-31	2018	31	1,860	256x256	Classification
Feature significance-based multibag-of-visual-words model for remote sensing image scene classification, Zhao et al.	RSC11	2016	100	1,231	512x512	Classification
Aid: A benchmark data set for performance evaluation of aerial scene classification, Xia et al.	AID	2017	30	10,000	600x600	Classification
MLRSNet: A Multi-label High Spatial Resolution Remote Sensing Dataset for Semantic Scene Understanding, Qi et al.	MLRSNet	2020	31	109,161	256x256	Classification
RSI-CB: A Large-Scale Remote Sensing Image Classification Benchmark via Crowdsource Da, Li et al.	RSI-CB256	2017	35	24,000	256x256	Classification
RSI-CB: A Large-Scale Remote Sensing Image Classification Benchmark via Crowdsource Da, Li et al.	RSI-CB128	2017	45	36,000	128x128	Classification
NWPU-Captions Dataset and MLCA-Net for Remote Sensing Image Captioning, Cheng et al.	NWPU-Captions	2016	45	31,500	256,256	Captioning & Classification
Dirichlet-Derived Multiple Topic Scene Classification Model for High Spatial Resolution Remote Sensing Imagery, Zhao et al.	SIRI-WHU\WHU-earth	2016	12	2,400	200x200	Classification
Structural High-resolution Satellite Image Indexing, Xia et al.	WHU-RS19	2012	12	1,013	600x600	Classification
Deep learning based feature selection for remote sensing scene classification, Zou et al.	RSSCN7	2018	7	2,800	400x400	Classification

Contribution

Any contribution to this work is welcome and very deeply appreciated.

Citation

If you have have found and used a dataset in your work thanks to this repository, please consider citing

@online{rsDatasetsHub,
    author={Angelo Nazzaro}, 
    title = {RS-DatasetsHub},
    publisher={Github},
    url={https://github.com/NeuRoNeLab/RS-DatasetsHub},
    year={2023}
}