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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}
}