diff --git a/doc/source/_static/cnes_logo.svg b/doc/source/_static/cnes_logo.svg
index 9e3c6178..027d4ba0 100644
--- a/doc/source/_static/cnes_logo.svg
+++ b/doc/source/_static/cnes_logo.svg
@@ -21,43 +21,43 @@
rdf:about="">image/svg+xml
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
+
diff --git a/doc/source/about_xdem.md b/doc/source/about_xdem.md
index 13114603..20ecaae2 100644
--- a/doc/source/about_xdem.md
+++ b/doc/source/about_xdem.md
@@ -33,8 +33,8 @@ which have their own modular Python-based implementation, are tested to match ex
xDEM was created by a group of researchers with expertise in elevation data analysis for change detection **applied to glaciology**.
-Nowadays, its development is **jointly led by researchers in elevation data analysis** (including funding from NASA and SNSF) **and
-engineers from CNES** (French Space Agency).
+Nowadays, its development is **jointly led by researchers in elevation data analysis** (including funding from NASA and SNSF) **and
+engineers from CNES** (French Space Agency).
It is used by scientists or industrials across various fields of Earth observation.
```{note}
diff --git a/doc/source/background.md b/doc/source/background.md
index b5d89ed9..7f7e857e 100644
--- a/doc/source/background.md
+++ b/doc/source/background.md
@@ -30,7 +30,7 @@ Grenoble Alpes.
```
The current lead development team includes **researchers in Earth observation and engineers from
-[CNES](https://cnes.fr/en)** (French Space Agency). We specialize in elevation data, for analysis in Earth science or
+[CNES](https://cnes.fr/en)** (French Space Agency). We specialize in elevation data, for analysis in Earth science or
for operational use for 3D satellite missions3.
Volunteers contributors span various backgrounds, in industry or research. We welcome