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+++ b/README.md
@@ -4,7 +4,7 @@
 #### 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)
 
-##### <u>Dataset & pre-trained µPIX Models</u>
+#### ```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/9SxkR2QH3Z79Bbc/download) |
@@ -12,7 +12,7 @@ Preprint BioRXiv [![DOI:10.1101/2024.10.25.620201](images/badge_preprint_mupix.s
 | ```metrology```               | [download](https://sync.lis-lab.fr/index.php/s/mYDRTeAQxMxNPPJ/download) | [download](https://sync.lis-lab.fr/index.php/s/degZsCxN7ZXxeB6/download) |
 
 
-##### <u>Demo Notebooks</u>
+#### ```Demo Notebooks```
 
 * Use a pre-trained µPIX model to denoise images (```metrology``` dataset) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1EbV04iv141q7ebVUOErJupYboaCV40OD?usp=drive_link)
 * Train a µPIX model from scratch (metrology dataset)