README.md

---
license: cc-by-nc-sa-4.0
---

# cloudSEN12v1.1

This repository contains the code for the paper "Lessons learned from CloudSEN12 dataset: Identifying incorrect annotations in cloud semantic segmentation datasets" [https://doi.org/10.1109/IGARSS52108.2023.10282381](https://doi.org/10.1109/IGARSS52108.2023.10282381).

## Download the pretrained models

Download the pretrained models from [HuggingFace](https://huggingface.co/csaybar/cloudSEN12v1.1) and place them in the `weights` folder.

## Visualize errors

A comprehensive visualization of the errors can be found in the [HuggingFace](https://huggingface.co/csaybar/cloudSEN12v1.1) repository.

![1046](https://github.com/cloudsen12/cloudSEN12v1.1/assets/16768318/162e11a9-041f-4769-99a2-d57422a27f9e)


## Usage

1. Clone the repository:

```bash
git clone https://github.com/username/cloudSEN12v1.1.git
cd cloudSEN12v1.1
```

## License

The code is licensed under the [MIT License](LICENSE). CloudSEN12v1.1 dataset and pre-trained models are licensed under the [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).

## Citation

If you find this work useful for your research, please consider citing:

```
@inproceedings{aybar_lessons_2023,
	title = {Lessons {Learned} {From} {Cloudsen12} {Dataset}: {Identifying} {Incorrect} {Annotations} in {Cloud} {Semantic} {Segmentation} {Datasets}},
	url = {https://ieeexplore.ieee.org/document/10282381},
	doi = {10.1109/IGARSS52108.2023.10282381},
	booktitle = {{IGARSS} 2023 - 2023 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
	author = {Aybar, Cesar and Montero, David and Mateo-García, Gonzalo and Gómez-Chova, Luis},
	month = jul,
	year = {2023},
	note = {ISSN: 2153-7003},
	pages = {892--895}
}
```