From 95ece34cb88ed95cd9f5d7ab6530d48732cb9a84 Mon Sep 17 00:00:00 2001
From: Hamza <hadjammar.hamza.zakaria@gmail.com>
Date: Sun, 24 May 2026 13:59:39 +0200
Subject: [PATCH] Update README.md

---
 README.md | 27 +++++++++++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/README.md b/README.md
index 51450ef..e5ec18a 100644
--- a/README.md
+++ b/README.md
@@ -780,3 +780,30 @@ balance_and_augment.py  (equalise class counts, generate augmented copies)
 ```
 
 Each iteration your classifier gets better, which means the auto-labelling in the next iteration needs less manual correction.
+
+---
+
+<table>
+  <tr>
+    <td align="center">
+      <img src="runs/classify/per_class_accuracy.png" height="500"><br>
+      <b>Per-Class Accuracy</b>
+    </td>
+  </tr>
+  <tr>
+    <td align="center">
+      <img src="runs/classify/class_distribution.png" height="500"><br>
+      <b>Class Distribution</b>
+    </td>
+    <td align="center">
+      <img src="runs/classify/confusion_matrix.png" height="500"><br>
+      <b>Confusion Matrix</b>
+    </td>
+  </tr>
+  <tr>
+    <td align="center">
+      <img src="runs/classify/training_curves.png" height="400"><br>
+      <b>Training Curves</b>
+    </td>
+  </tr>
+</table>