- Sensor noise profiles per device class
- Lens smear and chromatic fringe simulation
- Focal distortion matched to phone optics
- Detection-score suppression on major classifiers
RUNTIME SNIPPET
// UPRO.render(config)
const frame = await upro.process({
source: "gen_001.png",
noiseProfile: "iphone15_pro",
lensSmear: 0.18,
focalWarp: true,
});
// classifier confidence: 0.02