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jerewy commited on Dec 9, 2025

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a58d271

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1 Parent(s): 08260ab

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.gitattributes +4 -0
app/__pycache__/config.cpython-312.pyc +0 -0
app/__pycache__/utils.cpython-312.pyc +0 -0
app/config.py +2 -1
app/static/uploads/1b425124-6e71-4288-9c40-52d368c9031a.jpeg +0 -0
app/static/uploads/5f2e6247-319d-466b-8ad8-1ead9328ff1f.jpeg +0 -0
app/static/uploads/617ed55a-48f8-4289-ad1e-6b96f0bec2b5.jpg +3 -0
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app/static/uploads/dfb9c349-92a7-4af1-b626-35dbb8f9f9c1.jpeg +0 -0
app/static/uploads/processed_1b425124-6e71-4288-9c40-52d368c9031a.jpeg +0 -0
app/static/uploads/processed_5f2e6247-319d-466b-8ad8-1ead9328ff1f.jpeg +0 -0
app/static/uploads/processed_617ed55a-48f8-4289-ad1e-6b96f0bec2b5.jpg +3 -0
app/static/uploads/processed_6855ff73-d1cf-49aa-bd8f-40585acc6b4b.jpg +3 -0
app/static/uploads/processed_dfb9c349-92a7-4af1-b626-35dbb8f9f9c1.jpeg +0 -0
app/templates/index.html +75 -67
app/utils.py +4 -4
models/cardd_model_info.json +9 -9
models/cardd_yolo11s_1024_final.pt +3 -0

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+app/static/uploads/6855ff73-d1cf-49aa-bd8f-40585acc6b4b.jpg filter=lfs diff=lfs merge=lfs -text
+app/static/uploads/processed_617ed55a-48f8-4289-ad1e-6b96f0bec2b5.jpg filter=lfs diff=lfs merge=lfs -text
+app/static/uploads/processed_6855ff73-d1cf-49aa-bd8f-40585acc6b4b.jpg filter=lfs diff=lfs merge=lfs -text

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app/__pycache__/utils.cpython-312.pyc CHANGED Viewed

Binary files a/app/__pycache__/utils.cpython-312.pyc and b/app/__pycache__/utils.cpython-312.pyc differ

app/config.py CHANGED Viewed

@@ -5,7 +5,8 @@ from dotenv import load_dotenv
 load_dotenv()
 BASE_DIR = Path(__file__).resolve().parent.parent
-MODEL_PATH = BASE_DIR / "models" / "cardd_yolo11s_640_final.pt"
 UPLOAD_DIR = BASE_DIR / "app" / "static" / "uploads"
 GROQ_API_KEY = os.getenv("GROQ_API_KEY")

 load_dotenv()
 BASE_DIR = Path(__file__).resolve().parent.parent
+MODEL_PATH = BASE_DIR / "models" / "cardd_yolo11s_1024_final.pt"
+MODEL_IMAGE_SIZE = 1024
 UPLOAD_DIR = BASE_DIR / "app" / "static" / "uploads"
 GROQ_API_KEY = os.getenv("GROQ_API_KEY")

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Git LFS Details

SHA256: 5f23000e6282fc7b0f823ad10127c16a95243700580f0c656f6494b2804109dc
Pointer size: 131 Bytes
Size of remote file: 224 kB

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Git LFS Details

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Pointer size: 131 Bytes
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app/static/uploads/processed_dfb9c349-92a7-4af1-b626-35dbb8f9f9c1.jpeg ADDED Viewed

app/templates/index.html CHANGED Viewed

@@ -1,4 +1,4 @@
-<!DOCTYPE html>
 <html lang="en">
 <head>
     <meta charset="UTF-8">
@@ -7,172 +7,170 @@
     <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
     <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.11.1/font/bootstrap-icons.css">
     <style>
-        /* SPACING FIXES */
         body {
-            background-color: #f8f9fa;
-            line-height: 1.8; /* Better readability */
         }
         .container {
-            max-width: 1200px;
-            padding: 40px 20px; /* More padding */
         }
-        /* Section spacing */
         .section {
             background: white;
             border-radius: 12px;
-            padding: 30px; /* Generous padding */
-            margin-bottom: 30px; /* Space between sections */
-            box-shadow: 0 2px 8px rgba(0,0,0,0.08);
         }
         .section-title {
-            font-size: 1.5rem;
             font-weight: 700;
-            margin-bottom: 20px; /* Space after titles */
-            padding-bottom: 10px;
-            border-bottom: 3px solid #007bff;
             display: flex;
             align-items: center;
             gap: 10px;
         }
-        /* Header spacing */
         .header {
             text-align: center;
-            padding: 40px 0;
             background: white;
-            color: #212529;
             border-radius: 12px;
-            margin-bottom: 40px;
-            box-shadow: 0 2px 8px rgba(0,0,0,0.08);
         }
         .header h1 {
-            margin-bottom: 10px;
         }
         .header p {
-            margin-bottom: 5px;
-            opacity: 0.9;
         }
-        /* Metrics card spacing */
         .metric-card {
             background: white;
             border-radius: 12px;
-            padding: 25px; /* More padding */
             text-align: center;
-            box-shadow: 0 4px 12px rgba(0,0,0,0.1);
-            margin-bottom: 20px; /* Space below cards */
-            transition: transform 0.2s;
         }
         .metric-card:hover {
-            transform: translateY(-5px);
         }
         .metric-card h2 {
-            font-size: 2.5rem;
             font-weight: 700;
-            margin: 15px 0; /* Space around number */
         }
         .metric-card p {
             margin: 0;
-            color: #6c757d;
             font-size: 0.95rem;
         }
-        /* Image spacing */
         .image-container {
-            margin: 20px 0; /* Space around images */
             text-align: center;
         }
         .image-container img {
             max-width: 100%;
-            max-height: 400px;
             border-radius: 8px;
-            box-shadow: 0 4px 12px rgba(0,0,0,0.15);
             object-fit: contain;
         }
-        /* Table spacing */
         .table {
-            margin-top: 20px;
             margin-bottom: 0;
         }
         .table th {
-            background-color: #f8f9fa;
             font-weight: 600;
-            padding: 15px; /* More padding */
         }
         .table td {
-            padding: 15px; /* More padding */
             vertical-align: middle;
         }
-        /* List spacing */
         .inspection-list {
             list-style: none;
             padding: 0;
         }
         .inspection-list li {
-            padding: 15px 20px; /* More padding */
-            margin-bottom: 12px; /* Space between items */
-            background: #f8f9fa;
-            border-left: 4px solid #007bff;
             border-radius: 6px;
         }
         .inspection-list li strong {
-            color: #007bff;
         }
-        /* Button spacing */
         .action-buttons {
-            margin-top: 40px;
-            padding-top: 30px;
-            border-top: 2px solid #e9ecef;
             text-align: center;
         }
         .btn {
-            margin: 5px;
-            padding: 12px 30px; /* Bigger buttons */
             font-weight: 600;
         }
-        /* Report ID spacing */
         .report-meta {
             display: flex;
             justify-content: space-between;
             align-items: center;
-            padding: 15px 20px;
-            background: #f8f9fa;
-            border-radius: 8px;
-            margin-bottom: 30px;
         }
-        /* Alert/Info box spacing */
         .info-box {
-            padding: 20px;
-            margin: 25px 0;
             border-radius: 8px;
-            border-left: 5px solid #17a2b8;
             background: #e7f7f9;
         }
-        /* Loading Overlay */
         #loading {
             display: none;
             text-align: center;
-            margin-top: 50px;
         }
         /* Print optimization */
@@ -287,12 +285,13 @@
         <div class="header">
             <h1>Car Damage Assessment Report</h1>
             <p>AI-Powered Visual Inspection & Insurance Reporting</p>
-            <p><small>Powered by AutoAssess-AI • YOLO11s • Inference: ~4.5ms</small></p>
         </div>
         <!-- UPLOAD FORM -->
         <div id="uploadSection" class="section">
             <h2 class="section-title"><i class="bi bi-cloud-upload"></i> Upload Vehicle Image</h2>
             <form id="uploadForm">
                 <div class="row mb-3">
                     <div class="col-md-4">
@@ -333,6 +332,9 @@
                 <div>
                     <strong>Generated:</strong> <span id="reportDate">...</span>
                 </div>
             </div>
             <!-- VEHICLE INFO -->
@@ -475,7 +477,7 @@
             <!-- DISCLAIMER -->
             <div class="info-box">
                 <strong><i class="bi bi-exclamation-triangle"></i> Important Disclaimer:</strong><br>
-                This report is generated by AI computer vision analysis and should be used as a preliminary assessment tool. Final damage evaluation and repair cost estimation require professional in-person inspection by a certified automotive technician or insurance adjuster.
             </div>
             <!-- ACTION BUTTONS -->
@@ -492,7 +494,7 @@
             <div class="text-center mt-5 text-muted">
                 <small>
                     Generated by AutoAssess-AI | YOLO11s Detection System<br>
-                    Report ID: <span id="footerReportId">...</span> | © 2025 AutoAssess-AI
                 </small>
             </div>
@@ -644,4 +646,10 @@
         });
     </script>
 </body>
-</html>

+<!DOCTYPE html>
 <html lang="en">
 <head>
     <meta charset="UTF-8">
     <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
     <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.11.1/font/bootstrap-icons.css">
     <style>
+        :root {
+            --accent: #1f7aec;
+            --muted: #6c757d;
+            --card-shadow: 0 1px 4px rgba(0,0,0,0.08);
+        }
         body {
+            background-color: #f5f7fb;
+            line-height: 1.7;
         }
         .container {
+            max-width: 1100px;
+            padding: 32px 18px;
         }
         .section {
             background: white;
             border-radius: 12px;
+            padding: 24px;
+            margin-bottom: 24px;
+            box-shadow: var(--card-shadow);
         }
         .section-title {
+            font-size: 1.3rem;
             font-weight: 700;
+            margin-bottom: 14px;
+            padding-bottom: 8px;
+            border-bottom: 2px solid var(--accent);
             display: flex;
             align-items: center;
             gap: 10px;
         }
         .header {
             text-align: center;
+            padding: 28px 20px;
             background: white;
+            color: #1f2430;
             border-radius: 12px;
+            margin-bottom: 28px;
+            box-shadow: var(--card-shadow);
         }
         .header h1 {
+            margin-bottom: 8px;
+            font-size: 1.9rem;
         }
         .header p {
+            margin-bottom: 6px;
+            color: var(--muted);
         }
         .metric-card {
             background: white;
             border-radius: 12px;
+            padding: 18px;
             text-align: center;
+            box-shadow: var(--card-shadow);
+            margin-bottom: 16px;
+            transition: transform 0.15s;
         }
         .metric-card:hover {
+            transform: translateY(-3px);
         }
         .metric-card h2 {
+            font-size: 2rem;
             font-weight: 700;
+            margin: 10px 0;
         }
         .metric-card p {
             margin: 0;
+            color: var(--muted);
             font-size: 0.95rem;
         }
         .image-container {
+            margin: 12px 0;
             text-align: center;
         }
         .image-container img {
             max-width: 100%;
+            max-height: 360px;
             border-radius: 8px;
+            box-shadow: 0 4px 12px rgba(0,0,0,0.08);
             object-fit: contain;
         }
         .table {
+            margin-top: 14px;
             margin-bottom: 0;
         }
         .table th {
+            background-color: #f2f5fa;
             font-weight: 600;
+            padding: 12px;
         }
         .table td {
+            padding: 12px;
             vertical-align: middle;
         }
         .inspection-list {
             list-style: none;
             padding: 0;
         }
         .inspection-list li {
+            padding: 12px 14px;
+            margin-bottom: 10px;
+            background: #f7f9fc;
+            border-left: 4px solid var(--accent);
             border-radius: 6px;
         }
         .inspection-list li strong {
+            color: var(--accent);
         }
         .action-buttons {
+            margin-top: 30px;
+            padding-top: 24px;
+            border-top: 1px solid #e4e7ed;
             text-align: center;
         }
         .btn {
+            margin: 4px;
+            padding: 12px 26px;
             font-weight: 600;
         }
         .report-meta {
             display: flex;
             justify-content: space-between;
             align-items: center;
+            gap: 12px;
+            padding: 14px 16px;
+            background: #eef4ff;
+            border: 1px solid #dbe7ff;
+            border-radius: 10px;
+            margin-bottom: 20px;
         }
         .info-box {
+            padding: 16px;
+            margin: 18px 0;
             border-radius: 8px;
+            border-left: 4px solid #17a2b8;
             background: #e7f7f9;
         }
         #loading {
             display: none;
             text-align: center;
+            margin-top: 40px;
         }
         /* Print optimization */
         <div class="header">
             <h1>Car Damage Assessment Report</h1>
             <p>AI-Powered Visual Inspection & Insurance Reporting</p>
+            <p><small>Powered by AutoAssess-AI - YOLO11s (1024) - Inference tuned for clarity</small></p>
         </div>
         <!-- UPLOAD FORM -->
         <div id="uploadSection" class="section">
             <h2 class="section-title"><i class="bi bi-cloud-upload"></i> Upload Vehicle Image</h2>
+            <p class="text-muted mb-3" style="font-size: 0.95rem;">Add a clear exterior photo (JPEG/PNG). We keep uploads local for this session.</p>
             <form id="uploadForm">
                 <div class="row mb-3">
                     <div class="col-md-4">
                 <div>
                     <strong>Generated:</strong> <span id="reportDate">...</span>
                 </div>
+                <div class="text-muted" style="font-size: 0.9rem;">
+                    Model: YOLO11s (1024) - Inference on-device
+                </div>
             </div>
             <!-- VEHICLE INFO -->
             <!-- DISCLAIMER -->
             <div class="info-box">
                 <strong><i class="bi bi-exclamation-triangle"></i> Important Disclaimer:</strong><br>
+                This AI report is a preliminary indicator only. Confirm findings with a certified technician or adjuster before decisions.
             </div>
             <!-- ACTION BUTTONS -->
             <div class="text-center mt-5 text-muted">
                 <small>
                     Generated by AutoAssess-AI | YOLO11s Detection System<br>
+                    Report ID: <span id="footerReportId">...</span> | (c) 2025 AutoAssess-AI
                 </small>
             </div>
         });
     </script>
 </body>
+</html>

app/utils.py CHANGED Viewed

@@ -1,6 +1,6 @@
 from ultralytics import YOLO
 from groq import Groq
-from .config import MODEL_PATH, GROQ_API_KEY
 import cv2
 import json
 import logging
@@ -27,7 +27,7 @@ def run_inference(image_path, output_path):
     start_time = time.time()
     # Run inference
-    results = model(image_path, imgsz=640, conf=0.4)
     end_time = time.time()
     processing_time_ms = (end_time - start_time) * 1000
@@ -83,7 +83,7 @@ def run_inference(image_path, output_path):
         "detections": detections,
         "processing_time": round(processing_time_ms, 2),
         "count": len(detections),
-        "model_info": "YOLO11s"
     }
 def generate_insurance_report(detection_data, make, model_name, year):
@@ -168,4 +168,4 @@ def generate_insurance_report(detection_data, make, model_name, year):
             "recommended_action": "Manual Inspection",
             "immediate_actions": ["Contact support"],
             "secondary_actions": []
-        }

 from ultralytics import YOLO
 from groq import Groq
+from .config import MODEL_PATH, MODEL_IMAGE_SIZE, GROQ_API_KEY
 import cv2
 import json
 import logging
     start_time = time.time()
     # Run inference
+    results = model(image_path, imgsz=MODEL_IMAGE_SIZE, conf=0.4)
     end_time = time.time()
     processing_time_ms = (end_time - start_time) * 1000
         "detections": detections,
         "processing_time": round(processing_time_ms, 2),
         "count": len(detections),
+        "model_info": f"YOLO11s ({MODEL_IMAGE_SIZE})"
     }
 def generate_insurance_report(detection_data, make, model_name, year):
             "recommended_action": "Manual Inspection",
             "immediate_actions": ["Contact support"],
             "secondary_actions": []
+        }

models/cardd_model_info.json CHANGED Viewed

@@ -1,19 +1,19 @@
 {
     "model_name": "CarDD Car Damage Detector",
     "version": "1.0.0",
-    "experiment_id": "Exp2_yolo11s_640",
     "architecture": {
         "base": "YOLO11s",
         "parameters": "9.4M",
-        "input_resolution": 640,
         "format": "PyTorch (.pt)"
     },
     "metrics_test_set": {
-        "mAP50-95": 0.5875,
-        "mAP50": 0.732,
-        "precision": 0.7677,
-        "recall": 0.6916,
-        "inference_latency_ms": 4.37
     },
     "classes": [
         "dent",
@@ -23,7 +23,7 @@
         "lamp_broken",
         "tire_flat"
     ],
-    "deployment_notes": "Optimal trade-off model: 2.3x faster than 1024px variant with equivalent accuracy.",
-    "created_at": "2025-12-04 23:01:56",
     "author": ""
 }

 {
     "model_name": "CarDD Car Damage Detector",
     "version": "1.0.0",
+    "experiment_id": "Exp4_yolo11s_1024",
     "architecture": {
         "base": "YOLO11s",
         "parameters": "9.4M",
+        "input_resolution": 1024,
         "format": "PyTorch (.pt)"
     },
     "metrics_test_set": {
+        "mAP50-95": 0.5855,
+        "mAP50": 0.7518,
+        "precision": 0.7806,
+        "recall": 0.7012,
+        "inference_latency_ms": 10.07
     },
     "classes": [
         "dent",
         "lamp_broken",
         "tire_flat"
     ],
+    "deployment_notes": "Final selected model. Higher mAP50 than the 640px variant while maintaining real-time inference speed (~10 ms per image).",
+    "created_at": "2025-12-10 00:36:50",
     "author": ""
 }

models/cardd_yolo11s_1024_final.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:3e4f0e35c89c02693fff712a16873bfe550300e208e7a31c932e335a1cf548bd
+size 19206483