diff --git a/content/post/documents/2023-08-21-text-extraction/index.md b/content/post/documents/2023-08-21-text-extraction/index.md
index d1cd4d6..62b41b0 100644
--- a/content/post/documents/2023-08-21-text-extraction/index.md
+++ b/content/post/documents/2023-08-21-text-extraction/index.md
@@ -22,8 +22,7 @@ It's a a tool that can be used to recreate the colours of a [Kodacolor](https://
It uses a trained AI model to detect the *lenticules* on the image frames, before performing its magic.
A breath of fresh air considering all the bogus colourised black and white clips you'll see floating around these days...
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-{: data-content="KODACOLOR FILM PROCESSED BY DEEP-DOLCE"}
+### Kodacolor film processed by Deep-doLCE
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-
## GPT and Python
While I've always liked to think of myself as tech savvy, I've sadly never learned to code.
Running Python scripts has thus been an interesting learning experience.
@@ -59,17 +56,12 @@ This works remarkably well, even though you have to be patient and often rephras
It's a great learning tool, after a while I've started to get a better idea of when the bot feeds me faulty solutions (am I learning Python?).
I'm sure my involuntary tech-support friends were glad to be pestered less with Python related questions as well.
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-
-
----
-
## OCR processing intertitles
This spring I had the chance to put all this to the test.
An inquiry on the AMIA-L mailing list peaked my interest.
@@ -117,7 +109,4 @@ Looking back at it, I'm amazed at what I managed to achieve with my limited expe
The script can be found here: [https://github.com/torbjornbp/video-ocr2srt](https://github.com/torbjornbp/video-ocr2srt)
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-{: data-content="FUNCTIONAL SRT"}
-
-
+{{< figure src="srtscreenshot.webp" caption="Functional SRT">}}
diff --git a/content/post/documents/2023-11-13-kodacolor-identification/index.md b/content/post/documents/2023-11-13-kodacolor-identification/index.md
index dad5f3a..ef7f813 100644
--- a/content/post/documents/2023-11-13-kodacolor-identification/index.md
+++ b/content/post/documents/2023-11-13-kodacolor-identification/index.md
@@ -7,9 +7,10 @@ aliases: "/kodacolor-identification.html"
---
### Kodacolor lenticules
-
-
+{{< figure src="kodacolor_lenticules.jpg" alt="Kodacolor lenticules">}}
+
+{{< figure src="kodacolor_lenticules_zoomed.jpg" alt="Kodacolor lenticules zoomed">}}
### Kodacolor sheen