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Critical Image Quality Metrics That Break Computer Vision in Production

Deploying computer vision models into production exposes them to an unforgiving physical reality. In training benchmarks like COCO or ImageNet, images are curated, reasonably illuminated, and centered. In the physical world, your model receives inputs from dirty lenses, vibrating robot mounts, chan…

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  1. 2026-11-08 14:31 · DEV Community — Machine Learning
    Critical Image Quality Metrics That Break Computer Vision in Production

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