telespazio-tim · telespazio-tim · Jul 3, 2026 · Apr 14, 2026 · Apr 16, 2026 · Apr 16, 2026
diff --git a/karios/api/config.py b/karios/api/config.py
@@ -43,21 +43,21 @@ class RuntimeConfiguration:
 
     Attributes:
         output_directory: Directory where results will be written
-        pixel_size: Optional pixel size in meters. Ignored if image resolution
-                   can be read from input images
-        title_prefix: Optional prefix for chart titles (max 26 characters)
         gen_kp_mask: Whether to generate a TIFF mask based on key points
         gen_delta_raster: Whether to generate intermediate products (dx/dy raster)
         generate_kp_chips: Whether to generate KP chip images
-        dem_description: Optional DEM source description for plots
         enable_large_shift_detection: Whether to detect and correct large pixel shifts
+        pixel_size: Optional pixel size in meters. Ignored if image resolution
+                   can be read from input images
+        title_prefix: Optional prefix for chart titles (max 26 characters)
+        dem_description: Optional DEM source description for plots
     """
 
     output_directory: Path
-    pixel_size: Optional[float]
-    title_prefix: Optional[str]
     gen_kp_mask: bool
     gen_delta_raster: bool
     generate_kp_chips: bool
-    dem_description: Optional[str]
     enable_large_shift_detection: bool
+    pixel_size: Optional[float] = None
+    title_prefix: Optional[str] = None
+    dem_description: Optional[str] = None
diff --git a/karios/report/commons.py b/karios/report/commons.py
@@ -63,7 +63,7 @@ def mean_profile(values: Series, positions: Series, bin_size: int = 20) -> MeanP
     dic = {"val": values, "po": position_group}
     df = DataFrame.from_dict(dic)
     group = df.groupby("po")
-    groups_positions = np.int16(group["po"].mean() * bin_size + bin_size / 2)
+    groups_positions = (group["po"].first() * bin_size + bin_size // 2).astype(np.int32)
     nb_pos = group["val"].count()
     mean_values = group["val"].mean()
     values_std = group["val"].std()

diff --git a/requirements_dev.txt b/requirements_dev.txt
@@ -2,7 +2,7 @@
 # conda install -n karios -c conda-forge --file requirements_dev.txt
 bandit==1.7.5
 isort==5.13.2
-black==24.4.2
+black==26.3.1
 pre-commit==3.6.0
 pydocstyle==6.3.0
 pylint==3.0.3

diff --git a/site/source/_images/02_dx_sk_before.png b/site/source/_images/02_dx_sk_before.png
diff --git a/site/source/_images/03_dy_sk_before.png b/site/source/_images/03_dy_sk_before.png
diff --git a/site/source/_images/04_ce_sk_before.png b/site/source/_images/04_ce_sk_before.png
diff --git a/site/source/_images/ov_sks_before.png b/site/source/_images/ov_sks_before.png
diff --git a/site/source/_includes/endnote.md b/site/source/_includes/endnote.md
@@ -0,0 +1,3 @@
+```{note}
+* You can cite KARIOS Tool by using [Saunier, S., Canonicy, P., Louis, J., Debaecker, V., & Albinet, C. (2024). KARIOS : A fast & efficient open source tool for geometric deformation analysis (1.0). The Very High-resolution Radar & Optical Data Assessment (2023) Workshop (VH RODA), ESA-ESRIN, Frascati (Italy)](https://doi.org/10.5281/zenodo.10598328)
+* Many thanks to Telespazio for this open source tool.
diff --git a/site/source/_static/_images/02_dx_sk_before.png b/site/source/_static/_images/02_dx_sk_before.png
diff --git a/site/source/_static/_images/03_dy_sk_before.png b/site/source/_static/_images/03_dy_sk_before.png
diff --git a/site/source/_static/_images/04_ce_sk_before.png b/site/source/_static/_images/04_ce_sk_before.png
diff --git a/site/source/_static/_images/ov_sks_before.png b/site/source/_static/_images/ov_sks_before.png
diff --git a/site/source/_static/css/custom.css b/site/source/_static/css/custom.css
@@ -12,22 +12,21 @@
     src: url('_fonts/TekneLDOVariable.ttf') format('woff');
 }
 
-/* @font-face {
-font-family: 'Public Sans Thin';
-font-style: normal;
-font-weight: normal;
-src: local('Public Sans Thin'), url('_static/fonts/PublicSans-Thin.woff') format('woff');
+@font-face {
+    font-family: 'Public Sans Thin';
+    font-style: normal;
+    font-weight: normal;
+    src: local('Public Sans Thin'), url('_static/fonts/PublicSans-Thin.woff') format('woff');
 }
 
 @font-face {
-font-family: 'Public Sans Medium';
-font-style: normal;
-font-weight: normal;
-src: local('Public Sans Medium'), url('_static/fonts/PublicSans-Medium.woff') format('woff');
-} */
-
+    font-family: 'Public Sans Medium';
+    font-style: normal;
+    font-weight: normal;
+    src: local('Public Sans Medium'), url('_static/fonts/PublicSans-Medium.woff') format('woff');
+}
 
-html {
+*/ html {
     --pst-font-family-base-system: 'Public Sans Regular';
     --pst-color-primary: #37424a !important;
     --pst-color-secondary: #6B92B2 !important;

diff --git a/site/source/algorithm.PNG b/site/source/algorithm.PNG
diff --git a/site/source/case_study/01_overview_3m.png b/site/source/case_study/01_overview_3m.png
diff --git a/site/source/case_study/01_overview_filter.png b/site/source/case_study/01_overview_filter.png
diff --git a/site/source/case_study/02_dx_3m.png b/site/source/case_study/02_dx_3m.png
diff --git a/site/source/case_study/02_dx_filter.png b/site/source/case_study/02_dx_filter.png
diff --git a/site/source/case_study/02_dx_sk_before.png b/site/source/case_study/02_dx_sk_before.png
diff --git a/site/source/case_study/03_dy_3m.png b/site/source/case_study/03_dy_3m.png
diff --git a/site/source/case_study/03_dy_filter.png b/site/source/case_study/03_dy_filter.png
diff --git a/site/source/case_study/03_dy_sk_before.png b/site/source/case_study/03_dy_sk_before.png
diff --git a/site/source/case_study/04_ce_3m.png b/site/source/case_study/04_ce_3m.png
diff --git a/site/source/case_study/04_ce_filter.png b/site/source/case_study/04_ce_filter.png
diff --git a/site/source/case_study/04_ce_sk_before.png b/site/source/case_study/04_ce_sk_before.png
diff --git a/site/source/case_study/align.png b/site/source/case_study/align.png
diff --git a/site/source/case_study/ccm.md b/site/source/case_study/ccm.md
@@ -0,0 +1,9 @@
+(ccm)=
+
+# CCM Processing
+
+```{note}
+Coming soon
+```
+
+```{include} ../_includes/endnote.md
diff --git a/site/source/case_study/chris.png b/site/source/case_study/chris.png
diff --git a/site/source/case_study/edap.md b/site/source/case_study/edap.md
@@ -0,0 +1,9 @@
+(edap)=
+
+# EDAP Processing
+
+```{note}
+Coming soon
+```
+
+```{include} ../_includes/endnote.md
diff --git a/site/source/case_study/formule1.png b/site/source/case_study/formule1.png
diff --git a/site/source/case_study/global_greenland.png b/site/source/case_study/global_greenland.png
diff --git a/site/source/case_study/global_poland.png b/site/source/case_study/global_poland.png
diff --git a/site/source/case_study/global_toulouse.png b/site/source/case_study/global_toulouse.png
diff --git a/site/source/case_study/greenland1.png b/site/source/case_study/greenland1.png
diff --git a/site/source/case_study/greenland2.png b/site/source/case_study/greenland2.png
diff --git a/site/source/case_study/greenland3.png b/site/source/case_study/greenland3.png
diff --git a/site/source/case_study/greenland4.png b/site/source/case_study/greenland4.png
diff --git a/site/source/case_study/index.md b/site/source/case_study/index.md
@@ -10,64 +10,79 @@ it works in MD with myst_parser by enabling myst extension fieldlist
 :hidden:
 :maxdepth: 2
 
-prisma
-sen2like
+skysat
+proba
 mss
-```
-
-This show how KARIOS is useful for our works.
-
-<!-- SYNTAX 
-https://sphinx-design.readthedocs.io/en/latest/grids.html#placing-a-card-in-a-grid
-WARNING : We use card in grid-item instead of grid-item-card due to vertical spacing issue
-
-For click
-https://sphinx-design.readthedocs.io/en/latest/cards.html#clickable-cards
+ccm
+edap
 
-Grid works in MD thanks to myst extension colon_fence
--->
+```
 
 <!-- Grid start herer -->
 
 :::::{grid} 2
 <!-- item 1 -->
 ::::{grid-item}
-:::{card} PRISMA
-:link: prisma
+:::{card} SKYSAT / LiDAR Processing
+:link: skysat
 :link-type: ref
 
-```{todo}
-Write short description
-```
+KARIOS matching process between Skysat and LiDAR high resolution images using downsampling and Laplacian optimization
+
 :::
 ::::
 <!-- EO item 1 -->
 
 <!-- item 2 -->
 ::::{grid-item}
-:::{card} Sen2like
-:link: sen2like
+:::{card} PROBA/CHRIS Processing
+:link: proba
 :link-type: ref
 
-```{todo}
-Write short description
-```
+CHRIS images registration using template matching and TPS low/native resolution refinement
+
 :::
 ::::
 <!-- EO item 2 -->
 
 <!-- item 3 -->
 ::::{grid-item}
-:::{card} MSS
-:link: mss
+:::{card} MSS Processing
+:link: mss_cs
 :link-type: ref
 
-```{todo}
-Write short description
-```
+Landsat MSS geometric correction using TPS
+
 :::
 ::::
 <!-- EO item 3 -->
 
-:::::
+<!-- item 4 -->
+::::{grid-item}
+:::{card} CCM Copernicus
+:link: ccm
+:link-type: ref
+
+```{note}
+Coming soon
+```
+:::
+::::
+
+<!-- EO item 4 -->
+
+<!-- item 5 -->
+::::{grid-item}
+:::{card} EDAP Processing
+:link: edap
+:link-type: ref
+
+```{note}
+Coming soon
+```
+:::
+::::
+<!-- EO item 5 -->
+
+::::
 <!-- EO Grid -->
diff --git a/site/source/case_study/lap_3m.png b/site/source/case_study/lap_3m.png
diff --git a/site/source/case_study/lap_after.png b/site/source/case_study/lap_after.png
diff --git a/site/source/case_study/lap_before.png b/site/source/case_study/lap_before.png