Mophological-Opening-Closing-Net

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Mophological-Opening-Closing-Net

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# Mophological-Opening-Closing-Net

With repeated request we have uploaded the code for the paper 
## Publication
"Image Restoration by Learning Morphological Opening-Closing Network" by Ranjan Mondal, Moni Shankar Dey,  and Bhabatosh Chanda

## Files
```
├── src_haze    # directory contains the code for color image dehazing 
├── src_rain    # directory contains the code for color/grayscale image de-raining  
├── src_shape   # directory contains the code for simulation 
```

#Results
| Learned structuring elements| 
|:-------------:|
| ![Results](https://raw.githubusercontent.com/ranjanZ/Mophological-Opening-Closing-Net/master/src_shape/data/natural_img/sim.png)|

#Results
| Results On real color hazy images| 
|:-------------:|
| ![Results](https://raw.githubusercontent.com/ranjanZ/Mophological-Opening-Closing-Net/master/src_shape/data/natural_img/Haze_1.png)|

## Note
We are sorry that the code is not cleaned. All the research work including all the simulation(extra research work) is added here. We will 
clean the code and send pull request soon.

Please cite our paper if you are using any part of this code.
Thanks,

BibTeX:
```
@inproceedings{mondal2020image,
  title={Image Restoration by Learning Morphological Opening-Closing Network },
  author={Mondal, Ranjan and Shankar Dey, Moni   and Chanda, Bhabatosh},
  journal={Mathematical Morphology-Theory and Applications},
  number={1},
  pages={87--107},
  year={2020},
  publisher={De Gruyter}
}

@inproceedings{mondal2019morphological,
  title={Morphological networks for image de-raining},
  author={Mondal, Ranjan and Purkait, Pulak and Santra, Sanchayan and Chanda, Bhabatosh},
  booktitle={International Conference on Discrete Geometry for Computer Imagery},
  pages={262--275},
  year={2019},
  organization={Springer}
}

```

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