Popup Detector
AI Social Media Popup Classification System
Computer vision pipeline that detects login/signup popup modals in Facebook and Instagram screenshots. Combines YOLOv8 for spatial detection (finding blocking modal dialogs, dark overlays) with EasyOCR for text verification — correctly ignoring persistent nav-bar login buttons that would fool OCR-only approaches. Achieves 90–95% accuracy.
Key features & capabilities.
YOLOv8 spatial detection — understands where on screen elements appear, not just what text says
Dual-verification: YOLO detects modal region + EasyOCR confirms popup keywords
Correctly ignores persistent Facebook/Instagram nav-bar login buttons (false positive prevention)
4-notebook training pipeline: augmentation → dataset split → YOLO training → evaluation
Streamlit UI: upload Excel with screenshot URLs → download annotated results
CLI alternative: python run_detection.py --input file.xlsx --output results.xlsx
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