Update app.py

app.py

@@ -230,6 +230,7 @@ def click_to_similarity_in_same_image(
 # Gradio UI (Manual-only processing)
 # ----------------------------
 with gr.Blocks(theme=gr.themes.Soft(), title="DINOv3 Single-Image Patch Similarity") as demo:
+    gr.Markdown("📝 **Article by Sayed Mohamed:** [Paper Review: DINOv3 The New State of the Art in Self-Supervised Vision Models](https://medium.com/@elsayed_mohamed/paper-review-dinov3-the-new-state-of-the-art-in-self-supervised-vision-models-d337ee4bf9dc)")
     gr.Markdown("# 🦖 DINOv3 Single-Image Patch Similarity")
     gr.Markdown("Upload one image, adjust settings, then press **▶️ Start processing**. Click on the processed image to find similar regions.")