update gradio style

src/ui/styles.py

@@ -49,16 +49,16 @@ def get_header_html() -> str:
     <p style="color: #64748b; margin: 12px 0; font-size: 14px;">
         <strong>🎓 Institution:</strong> Universidad Central de Venezuela • 
         <strong>🧠 Architecture:</strong> NFNet-L0 + Weight Standardization • 
-        <strong>🎯 Validation Accuracy:</strong> 96.17% (0.961718) • 
+        <strong>🎯 Validation Accuracy:</strong> 96.17% (0.9617) • 
         <strong>⚡ Optimization:</strong> ONNX Runtime
     </p>
     
     <p style="color: #64748b; margin: 12px 0; font-size: 14px;">
-        <strong>📊 F1-Score:</strong> 0.96 • 
-        <strong>🎯 Precision:</strong> 96.0% • 
-        <strong>📈 Recall:</strong> 96.0% • 
+        <strong>📊 F1-Score:</strong> 0.9608 • 
+        <strong>🎯 Precision:</strong> 86.67% • 
+        <strong>📈 Recall:</strong> 96.03% • 
         <strong>💾 Model Size:</strong> 24.1M parameters • 
-        <strong>🚀 Inference:</strong> Sub-second latency
+        <strong>🔍 Specificity:</strong> 1.0
     </p>
     
     <p style="color: #374151; margin: 12px 0;">
@@ -75,29 +75,15 @@ def get_footer_html() -> str:
     from ..config.settings import AppConfig
     
     return f"""
-    <div class='footer' style="background: #f8fafc; padding: 16px; border-radius: 8px; margin-top: 20px;">
-        <p style="margin: 0 0 8px 0; color: #1e293b; font-size: 14px; font-weight: 600;">🎓 Academic Research Project</p>
-        
-        <p style="margin: 0 0 6px 0; font-size: 12px; color: #64748b;">
-            <strong>Institution:</strong> {AppConfig.INSTITUTION} • 
-            <strong>Advisor:</strong> Dra. Margarita Oliver Lull • 
-            <strong>Focus:</strong> CNN Architecture Optimization
-        </p>
-        
-        <p style="margin: 0 0 6px 0; font-size: 12px; color: #64748b;">
-            <strong>Technical Stack:</strong> NFNet-L0 (24.1M params) • Weight Standardization • Adam Optimizer • 
-            <strong>Dataset:</strong> ISIC + Clinical Images (22,618 total)
-        </p>
-        
-        <p style="margin: 0 0 8px 0; font-size: 12px; color: #64748b;">
-            <strong>Performance:</strong> 96.17% Accuracy • F1-Score 0.96 • Precision 96.0% • Recall 96.0% • 
-            <strong>Loss:</strong> Cross Entropy 0.122597
-        </p>
-        
-        <p style="margin: 0; font-size: 10px; color: #94a3b8;">
-            Model v{AppConfig.VERSION} • Updated {AppConfig.LAST_UPDATE} • Research by Daniel Cavadia • TEG UCV 2025
-        </p>
-    </div>
+🎓 Academic Research Project
+
+Institution: {AppConfig.INSTITUTION} • Advisor: Dra. Margarita Oliver Lull • Focus: CNN Architecture Optimization
+
+Technical Stack: NFNet-L0 (24.1M params) • Weight Standardization • Adam Optimizer • Dataset: ISIC + Clinical Images (22,618 total)
+
+Performance: 96.17% Accuracy • F1-Score 0.9608 • Precision 86.67% • Recall 96.03% • Specificity 1.0
+
+Model v{AppConfig.VERSION} • Updated {AppConfig.LAST_UPDATE} • Research by Daniel Cavadia • TEG UCV 2025
     """
 
 def get_model_info_html() -> str: