Rename utils/image_utils.py to utils/parser.py

utils/image_utils.py

@@ -1,4 +0,0 @@
-from PIL import Image
-
-def load_image(image_path):
-    return Image.open(image_path).convert("RGB")

utils/parser.py

@@ -0,0 +1,52 @@
+def parse_damage_description(text: str):
+    """
+    Converts vision-language description into structured damage info.
+    Defensive by design (never crashes on unexpected text).
+    """
+    t = text.lower()
+
+    # Default values
+    part = "Vehicle Body"
+    damage = "Visible Damage"
+    severity = "Medium"
+    confidence = 70
+
+    # Part detection
+    if "rear bumper" in t or "back bumper" in t:
+        part = "Rear Bumper"
+    elif "front bumper" in t:
+        part = "Front Bumper"
+    elif "door" in t:
+        part = "Door Panel"
+    elif "fender" in t:
+        part = "Fender"
+    elif "hood" in t or "bonnet" in t:
+        part = "Hood"
+    elif "trunk" in t or "boot" in t:
+        part = "Trunk"
+
+    # Damage type
+    if "dent" in t:
+        damage = "Panel Dent"
+        severity = "Medium"
+        confidence = 88
+    elif "scratch" in t:
+        damage = "Paint Scratch"
+        severity = "Low"
+        confidence = 75
+    elif "crack" in t or "broken" in t:
+        damage = "Structural Crack"
+        severity = "High"
+        confidence = 92
+
+    # Severity refinement
+    if "severe" in t or "major" in t:
+        severity = "High"
+        confidence = min(confidence + 5, 95)
+
+    return {
+        "part": part,
+        "report": damage,
+        "severity": severity,
+        "confidence": confidence
+    }