AINeutralarXiv – CS AI · 6h ago5/10
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Edges Before Embeddings: A Confidence-Aware Blur Gate for Vision-Language Pipelines
Researchers present MagikaDocumentFromPixel, a lightweight CPU-based image quality gate that detects blur in vision pipeline inputs within 7ms, preventing wasted compute on downstream tasks. The system achieves 98.03% F1 score using MobileNetV3-Large with an Edge Prior Module, establishing a reusable design pattern for production vision systems.