Update README.md

README.md

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 ---
 license: apache-2.0
+tags:
+- image-to-image
+pipeline_tag: image-to-image
 ---
+
+# BCD-Net Model Card
+
+BCD-Net is a Deep Variational Bayesian Neural Network for the Blind Color Deconvolution (BCD) of histological images. It allows to separate a histological image of any size into the color matrix and the concentration matrices. The weights are released in the format of a PyTorch state dictionary. 
+
+<p align="center">
+<img align="middle" src="./img/demonstration.png" width="500" />
+</p>
+
+## Original Github repository
+
+The code and instructions to build the network and make predictions are available at [ Github](https://github.com/Franblueee/BCD-Net). 
+
+## Our paper: Deep Bayesian Blind Color Deconvolution of Histological Images
+
+For more information about the BCD-Net methodology and training procedure, please have a look at [our paper](). 
+
+## Citation
+
+If you find our model helpful, please consider citing our paper:
+
+```bibtex
+@article{,
+    title={{D}eep {B}ayesian {B}lind {C}olor {D}econvolution of {H}istological {I}mages},
+    author={Shuowen Yang and Fernando Pérez-Bueno and Francisco M. Castro-Macías and Rafael Molina and Aggelos K. Katsaggelos},
+    archivePrefix={arXiv},
+    primaryClass={},
+    year={2023}
+}
+```