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processor/pipeline.py

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+from .bg_removal import remove_background_and_crop
+from .upscale import upscale_image
+from .redaction import redact_names
+
+def run_card_pipeline(image_bytes: bytes):
+    """
+    Executes the full image processing pipeline.
+    1. Background Removal & Tight Crop
+    2. AI Upscaling
+    3. OCR Redaction
+    Returns the final processed OpenCV BGR image.
+    """
+    # 1. Background removal and tight crop
+    img = remove_background_and_crop(image_bytes)
+    
+    # 2. Upscale image
+    img = upscale_image(img)
+    
+    # 3. Redact Names (Disabled for now per user feedback)
+    # img = redact_names(img)
+    
+    return img