A benchmark of 32 image perturbations on two ADAS shows most corruptions cause failures, and retraining on perturbed data improves robustness to simulated weather, but the retraining effect is confounded by new road data.
Understanding how image quality affects deep neural networks,
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Benchmarking Image Perturbations for Testing Automated Driving Assistance Systems
A benchmark of 32 image perturbations on two ADAS shows most corruptions cause failures, and retraining on perturbed data improves robustness to simulated weather, but the retraining effect is confounded by new road data.