Update app.py

app.py

@@ -291,7 +291,8 @@ def advanced_inference(
 
     # Strategy 2: Multi-scale inference (ensemble mode)
     if use_ensemble:
-        scales = [img_size - 64, img_size + 64] if img_size >= 704 else [img_size]
+        scales = [img_size - 64, img_size +
+                  64] if img_size >= 704 else [img_size]
         for scale in scales:
             results_scaled = model.predict(
                 img,
@@ -421,7 +422,8 @@ def draw_boxes(image, boxes, show_conf=True, box_thickness=3):
             label_pos = "bottom"
 
         # Background rectangle with rounded appearance
-        bg_coords = [x1, label_y, x1 + text_w + padding * 2, label_y + text_h + padding * 2]
+        bg_coords = [x1, label_y, x1 + text_w +
+                     padding * 2, label_y + text_h + padding * 2]
         d.rectangle(bg_coords, fill=color + (240,))
 
         # Add subtle border to label
@@ -728,10 +730,10 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
         <div style="margin: 15px 0;">
             <span class="hackathon-badge">PARANOX 2.0</span>
         </div>
-        <p style="font-size: 1.3em; margin: 10px 0; opacity: 0.9;">
+        <b style="font-size: 1.3em; margin: 10px 0; opacity: 0.9;">
             24-Hour National Innovation Hackathon | 3-Month Journey: Build → Pitch → Prototype
         </p>
-        <p style="font-size: 1em; margin: 5px 0; opacity: 0.7;">
+        <b style="font-size: 1em; margin: 5px 0; opacity: 0.7;">
             🚀 Where Students Transform Ideas Into Reality
         </p>
     </div>
@@ -740,7 +742,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
     gr.Markdown("""
     <div style="text-align: center; padding: 30px 20px; background: linear-gradient(135deg, #ff6b6b15 0%, #ee5a6f15 100%); border-radius: 15px; margin-bottom: 20px;">
         <h1 style="font-size: 2.5em; margin-bottom: 10px;">🛡️ AI Safety Object Detector</h1>
-        <p style="font-size: 1.2em; color: #555; margin: 10px 0;">
+        <b style="font-size: 1.2em; color: #555; margin: 10px 0;">
             <span class="accuracy-badge">MAXIMUM ACCURACY MODE</span><br>
             <span style="margin-top: 10px; display: inline-block;">Advanced YOLOv8 with Enhanced NMS & False Positive Suppression</span>
         </p>
@@ -773,7 +775,8 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
                     )
 
             with gr.Accordion("🔬 Advanced Accuracy Boosters", open=True):
-                gr.Markdown("**Performance Enhancers** - Enable for maximum accuracy")
+                gr.Markdown(
+                    "**Performance Enhancers** - Enable for maximum accuracy")
                 with gr.Row():
                     use_tta = gr.Checkbox(
                         value=True,
@@ -827,7 +830,8 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
                 file_types=["image"],
                 height=120
             )
-            gr.Markdown("*💡 Tip: Upload multiple images to process them all at once and download as ZIP*")
+            gr.Markdown(
+                "*💡 Tip: Upload multiple images to process them all at once and download as ZIP*")
 
         # ===== RIGHT PANEL: RESULTS & OUTPUT =====
         with gr.Column(scale=3):
@@ -847,7 +851,8 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
 
             with gr.Accordion("📊 Detailed Detection Table", open=True):
                 out_table = gr.Dataframe(
-                    headers=["Class", "Confidence", "Top-Left (x,y)", "Bottom-Right (x,y)", "Area (px²)"],
+                    headers=["Class", "Confidence",
+                             "Top-Left (x,y)", "Bottom-Right (x,y)", "Area (px²)"],
                     label="All Detections Sorted by Confidence",
                     row_count=10,
                     wrap=True
@@ -939,7 +944,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
             
             <div style="margin: 20px 0;">
                 <h3 style="color: #ffd93d;">🎯 What is PARANOX 2.0?</h3>
-                <p style="font-size: 1.1em; line-height: 1.6;">
+                <b style="font-size: 1.1em; line-height: 1.6;">
                     A <strong>24-hour national-level innovation hackathon</strong> where students transform their ideas into 
                     working prototypes. This isn't just a competition—it's a <strong>3-month journey</strong> of building, 
                     learning, and growing alongside India's brightest minds.
@@ -951,15 +956,15 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
                 <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 15px; margin-top: 15px;">
                     <div style="background: rgba(255, 107, 107, 0.2); padding: 15px; border-radius: 10px; border-left: 4px solid #ff6b6b;">
                         <h4 style="margin: 0 0 10px 0; color: #ff6b6b;">📝 Month 1: Build</h4>
-                        <p style="margin: 0;">Ideate, design, and develop your innovative solution with mentor guidance</p>
+                        <b style="margin: 0;">Ideate, design, and develop your innovative solution with mentor guidance</p>
                     </div>
                     <div style="background: rgba(255, 211, 61, 0.2); padding: 15px; border-radius: 10px; border-left: 4px solid #ffd93d;">
                         <h4 style="margin: 0 0 10px 0; color: #ffd93d;">🎤 Month 2: Pitch</h4>
-                        <p style="margin: 0;">Present your prototype to industry experts and refine based on feedback</p>
+                        <b style="margin: 0;">Present your prototype to industry experts and refine based on feedback</p>
                     </div>
                     <div style="background: rgba(16, 185, 129, 0.2); padding: 15px; border-radius: 10px; border-left: 4px solid #10b981;">
                         <h4 style="margin: 0 0 10px 0; color: #10b981;">🏗️ Month 3: Prototype</h4>
-                        <p style="margin: 0;">Polish your working prototype and compete in the 24-hour grand finale</p>
+                        <b style="margin: 0;">Polish your working prototype and compete in the 24-hour grand finale</p>
                     </div>
                 </div>
             </div>
@@ -978,7 +983,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
 
             <div style="margin: 20px 0;">
                 <h3 style="color: #ffd93d;">🎯 This Project</h3>
-                <p style="font-size: 1.1em; line-height: 1.6;">
+                <b style="font-size: 1.1em; line-height: 1.6;">
                     This <strong>AI Safety Object Detector</strong> was built as part of PARANOX 2.0, demonstrating 
                     how AI can solve real-world safety challenges. Using advanced YOLOv8 detection with enhanced 
                     accuracy techniques, it identifies safety equipment in images with industry-grade precision.
@@ -987,7 +992,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
 
             <div style="text-align: center; margin-top: 30px; padding-top: 20px; border-top: 2px solid rgba(255, 255, 255, 0.2);">
                 <h3 style="color: #ff6b6b; font-size: 1.8em; margin-bottom: 10px;">⚡ TechXNinjas</h3>
-                <p style="font-size: 1.2em; opacity: 0.9;">Empowering Student Innovation | Building Tomorrow's Solutions Today</p>
+                <b style="font-size: 1.2em; opacity: 0.9;">Empowering Student Innovation | Building Tomorrow's Solutions Today</p>
                 <div style="margin-top: 15px;">
                     <span style="background: #ff6b6b; padding: 10px 25px; border-radius: 25px; margin: 0 10px; display: inline-block;">
                         #PARANOX2024
@@ -1051,7 +1056,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
         """)
 
     # ===== EVENT BINDINGS =====
-    
+
     # Single image detection
     detect_btn.click(
         fn=predict_single,
@@ -1107,14 +1112,14 @@ with gr.Blocks(theme=gr.themes.Soft(), css=css, title="TechXNinjas | PARANOX 2.0
     gr.HTML("""
     <div style="text-align: center; padding: 30px 20px; margin-top: 40px; background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); border-radius: 15px; color: white;">
         <h3 style="color: #ff6b6b; margin-bottom: 15px;">🚀 Built with Innovation & Passion</h3>
-        <p style="font-size: 1.1em; margin: 10px 0; color: white;">
+        <b style="font-size: 1.1em; margin: 10px 0; color: white;">
             Powered by <strong>TechXNinjas</strong> | PARANOX 2.0 Hackathon Project
         </p>
-        <p style="opacity: 0.8; margin: 10px 0; color: white;">
+        <b style="opacity: 0.8; margin: 10px 0; color: white;">
             24-Hour National Hackathon • 3-Month Innovation Journey • Student-Led Excellence
         </p>
         <div style="margin-top: 20px; padding-top: 20px; border-top: 1px solid rgba(255,255,255,0.2);">
-            <p style="opacity: 0.7; font-size: 0.9em; color: white;">
+            <b style="opacity: 0.7; font-size: 0.9em; color: white;">
                 ⚠️ AI-Powered Tool • Always verify critical detections manually<br>
                 Made with ❤️ for safety and security applications
             </p>
@@ -1136,7 +1141,7 @@ if __name__ == "__main__":
     print(f"🖥️  Device: {device.upper()}")
     print(f"⚡ Precision: {'FP16' if device == 'cuda' else 'FP32'}")
     print("="*60 + "\n")
-    
+
     demo.launch(
         server_name="0.0.0.0",
         server_port=7860,
@@ -1145,7 +1150,7 @@ if __name__ == "__main__":
         show_api=False,
         favicon_path=None
     )
-    
+
     print("\n✅ Application started successfully!")
     print("🌐 Open your browser and navigate to the URL shown above")
-    print("⚠️  Press Ctrl+C to stop the server\n")
+    print("⚠️  Press Ctrl+C to stop the server\n")