diff --git a/README.md b/README.md
index 0f70cf5..80d5489 100644
--- a/README.md
+++ b/README.md
@@ -15,11 +15,12 @@ a ocr inspired by watamote, meant to be independent and free from bloat
 ## image processing </br><br>
 as by now we use opencv, but we will migrate to a more self-contained (header-only) solution in the c++ version.</br><br>
 for instance, this is how the preprocessing shoud look like: </br><br>
-
+the resize is [done by ncnn](https://git.ajattix.org/hashirama/mote-ocr/src/commit/3609c5a6d6c642e16d73eca3d7ce8d881a86af4c/inference_test.py#L142) itself
 | Before | After |
 |--------|-------|
-| ![Before](before.jpg) | <img src="https://git.ajattix.org/hashirama/mote-ocr/raw/branch/main/assets/examples/preprocessed/output.png" /> |
+| <img src="https://git.ajattix.org/hashirama/mote-ocr/raw/branch/main/assets/examples/preprocessed/input.png" /> | <img src="https://git.ajattix.org/hashirama/mote-ocr/raw/branch/main/assets/examples/preprocessed/output.png" /> |
 </br><br></br><br>
+
 ## mote-ocr in action:
 
 <img src="https://git.ajattix.org/hashirama/mote-ocr/raw/branch/main/assets/2025-04-21_21-42_1.png"   />
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