visual-quality-control

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ranajahanzaib / industrial-visual-defect-detection

Unsupervised visual defect detection and inspection workbench for industrial QA/QC.

machine-learning computer-vision pytorch anomaly-detection defect-detection fastapi feature-distillation surface-inspection industrial-inspection visa-dataset visual-quality-control

Updated Nov 11, 2026
Python

SWARNIM-TIWARI / takestate-spatial-qa

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TakeState turns product photography briefs into visual acceptance tests. Built in Python, it uses Muse Spark 1.3 to parse spatial instructions and Meta SAM 3.1 to segment objects, then applies deterministic mask centroid geometry to verify placement, providing visual evidence, correction hints & PASS / FAIL / UNABLE TO VERIFY verdicts.

python computer-vision quality-assurance image-segmentation image-analysis human-in-the-loop spatial-reasoning explainable-ai visual-inspection streamlit product-photography segment-anything meta-ai visual-qa muse-spark meta-ai-hackathon-2026 meta-ai-developer-hackathon sam-3-1 visual-quality-control

Updated Nov 4, 2026
Python

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