Updated Examples [ Demo Inference ] (#1)

- Updated Examples [ Demo Inference ] (a43d69b0ddfe69960053b559a92000b5123f15a3)

README.md

@@ -113,16 +113,49 @@ if __name__ == "__main__":
 
 ## **Demo Inference**
 
+> [!Warning]
 > Watermark
 
-![Screenshot 2025-04-29 at 18-22-52 Watermark-Detection-SigLIP2.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/CFuKWRrFM9IynRph3exwU.png)
-![Screenshot 2025-04-29 at 18-27-09 Watermark-Detection-SigLIP2.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/5k0ySqH3qufhhyM4vv6fC.png)
-
+<table>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/sm062kFE7QJiLisTTjNwv.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/UFymm_tzVRmov6vn_cElE.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/bPzPAK-Mib8nFhHCkjD2B.png" width="300"/></td>
+  </tr>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/4fP8SBIYofKEeDBU0klQ2.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/wD5M4YgyQGk9-QLFjMcn9.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/yg0q88-0S4k4FUS4-qGNw.png" width="300"/></td>
+  </tr>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/WhRkeYw8-wIgldpaz0E4m.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/Uhb1zBxQV_5CWLoyTAMmD.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/7hnLD2b0f7B7edwgx_eOR.png" width="300"/></td>
+  </tr>
+</table>
+
+> [!Warning]
 > No Watermark
 
-![Screenshot 2025-04-29 at 18-25-43 Watermark-Detection-SigLIP2.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/Eh4gcpefV58I3M1PB93P9.png)
-![Screenshot 2025-04-29 at 18-31-34 Watermark-Detection-SigLIP2.png](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/Q1LlfE6z1VJFz58MAjEXd.png)
+<table>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/edyFBIETs3Dosn1edpGZ8.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/3bRMcr2r0k00mMkthbYDW.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/eeMLQEg4r89f9owe8jSij.png" width="300"/></td>
+  </tr>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/45jk4dvZk1wT3L7cprqql.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/mrkm0JXXgSQVXi0_d7EKH.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/f_5R7Inb8I-32hWJchkgj.png" width="300"/></td>
+  </tr>
+  <tr>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/qIUTSy8SuJEsRkYGd0L5d.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/DnlNo9lM4mBNUjlexKLVa.png" width="300"/></td>
+    <td><img src="https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/bs4oyaapW8mi0lizOqWSf.png" width="300"/></td>
+  </tr>
+</table>
 
+---
 
 ## **Intended Use**
 
@@ -131,4 +164,7 @@ if __name__ == "__main__":
 - **Content Moderation** – Automatically detect watermarked content on image sharing platforms.
 - **Dataset Cleaning** – Filter out watermarked images from training datasets.
 - **Copyright Enforcement** – Monitor and flag usage of watermarked media.
-- **Digital Forensics** – Support analysis of tampered or protected media assets.
+- **Digital Forensics** – Support analysis of tampered or protected media assets.
+
+
+