restruct

README.md

-# Code, Models & Data Repository
+# µPIX Repository
 
-## *μPIX : Leveraging Generative AI for Enhanced, Personalized and Sustainable Microscopy*
+
+### ```Paper``` 
+### μPIX : Leveraging Generative AI for Enhanced, Personalized and Sustainable Microscopy*
 #### Gabriel Bon, Daniel Sapede, Cédric Matthews, and Fabrice Daian
-Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.svg)](https://doi.org/10.1101/2024.10.25.620201)
+#### Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.svg)](https://doi.org/10.1101/2024.10.25.620201)
 
-#### ```Dataset & pre-trained µPIX Models```
+### ```Dataset & pre-trained µPIX Models```
 |                          | Dataset | Pre-trained µPIX Models |
 |--------------------------|--------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------|
 | ```csbdeep```                 | [download](https://sync.lis-lab.fr/index.php/s/sy3SrGgqNafbP5X/download) | [download](https://sync.lis-lab.fr/index.php/s/riqZbKBbYwjLK4m/download) |
@@ -13,14 +15,14 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 
 
 
-#### ```Demo Notebooks on Google Colab```
+### ```Demo Notebooks on Google Colab```
 |   |   |   |
 |---|---|---|
 | **Use case #1** | Use a pre-trained µPIX model to denoise an image dataset (```metrology``` dataset) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EbV04iv141q7ebVUOErJupYboaCV40OD?usp=drive_link)
 | **Use case #2** | Train a µPIX model from scratch using a custom dataset (```metrology``` dataset) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1GaD6rjWGJsBr2dFy-WPLC3YjCZO4LJGl?usp=drive_link)
 
 
-#### ```Reproducibility ```
+### ```Reproducibility ```
 |   |  |
 |---|---|
 |**Ready-to-use Notebook supporting Tables and Figures presented in the paper** |[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1x1NtdC0b-vgsjWv0oUbeRzDLmDwv6NiV?usp=drive_link)|