Computer Vision modules for automated signage/banner detection and verification at events. Monitors installations of sponsor ads/signage and verifies compliance using YOLO detection, OCR text extraction, and CLIP embedding matching. Multi-stage matching pipeline: OCR first, then embedding fallback.
Confidence thresholds: VERIFIED (≥0.85), REVIEW (0.70-0.85), NO_MATCH (<0.70). Detection Performance: mAP50 93.9%, Precision 92.1%, Recall 86.5%.





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