# MRCNN-particle-detection
Mask R-CNN implementation for particle detection.

MANUAL WILL BE PROVIDED SOON

## Citation

Use this bibtex to cite our paper:

```
@article{sibirtsev_2023_1,
  author = {Sibirtsev, Stepan and Zhai, Song and Neufang, Mathias and Seiler, Jakob and Jupke, Andreas},
  title = {Mask R-CNN based droplet detection in liquid-liquid systems. Part 1: A proof of concept.},
  year = {2023},
  journal = {Proceedings of International Solvent Extraction Conference},
  pages = {133--139},
  doi = {10.5281/zendo.7907607},
  url = {http://media.isec2022.com/2023/05/Final-collected-Proceedings-ISEC-2022.pdf},
  year = {2023}
}

@article{sibirtsev_2023_2,
  author = {Sibirtsev, Stepan and Zhai, Song and Neufang, Mathias and Seiler, Jakob and Jupke, Andreas},
  title = {Mask R-CNN based droplet detection in liquid--liquid systems, Part 2: Methodology for determining training and image processing parameter values improving droplet detection accuracy},
  year = {2023},
  journal = {Chemical Engineering Journal},
  pages = {144826},
  volume = {473},
  doi = {10.1016/j.cej.2023.144826}
  url = {https://www.sciencedirect.com/science/article/abs/pii/S138589472303557X},
}

```
Use this bibtex to cite this repository:

```
@misc{sibirtsev_gitlab_mrcnn,
  title={MRCNN Particle Detection},
  author={Sibirtsev, Stepan},
  year={2023},
  publisher={Github},
  journal={GitHub repository},
  howpublished={\url{https://git.rwth-aachen.de/avt-fvt/public/mrcnn-particle-detection}},
}
```

Use this bibtex to cite the repository this source code is based on:

```
@misc{matterport_maskrcnn_2017,
  title={Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow},
  author={Waleed Abdulla},
  year={2017},
  publisher={Github},
  journal={GitHub repository},
  howpublished={\url{https://github.com/matterport/Mask_RCNN}},
}
```