init

app.py

@@ -181,12 +181,22 @@ with gr.Blocks(title="NAF: Zero-Shot Feature Upsampling") as demo:
             <h1 class="title-text" style="font-size: 3rem; margin-bottom: 0.5rem;">
                 🎯 NAF: Zero-Shot Feature Upsampling
             </h1>
-            <p style="font-size: 1.2rem; color: #666; margin-bottom: 1rem;">
+            <p style="font-size: 1.2rem; color: #666; margin-bottom: 0.5rem;">
                 via Neighborhood Attention Filtering
             </p>
+            <div style="margin-bottom: 1rem;">
+                <a href="https://github.com/valeoai/NAF" target="_blank" 
+                   style="margin: 0 0.5rem; text-decoration: none; color: #667eea; font-weight: bold;">
+                    📦 Code
+                </a>
+                <a href="https://arxiv.org/abs/2511.18452" target="_blank" 
+                   style="margin: 0 0.5rem; text-decoration: none; color: #667eea; font-weight: bold;">
+                    📄 Paper
+                </a>
+            </div>
             <div class="info-box" style="max-width: 900px; margin: 0 auto;">
                 <p style="font-size: 1.1rem; margin-bottom: 0.8rem;">
-                    🚀 <strong>Upsample features from any Vision Foundation Model to any resolution!</strong>
+                    🚀 <strong>Upsample features from any Vision Foundation Model to any resolution using a single upsampler!</strong>
                 </p>
                 <p style="font-size: 0.95rem; margin: 0;">
                     Upload an image, select a model, choose your target resolution, and see NAF in action.
@@ -276,7 +286,7 @@ with gr.Blocks(title="NAF: Zero-Shot Feature Upsampling") as demo:
                    style="margin: 0 1rem; text-decoration: none; color: #667eea; font-weight: bold;">
                     📦 GitHub Repository
                 </a>
-                <a href="https://arxiv.org/abs/2501.01535" target="_blank" 
+                <a href="https://arxiv.org/abs/2511.18452" target="_blank" 
                    style="margin: 0 1rem; text-decoration: none; color: #667eea; font-weight: bold;">
                     📄 Research Paper
                 </a>