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cs.CV2022★ 4 cited
Discovering Limitations of Image Quality Assessments with Noised Deep Learning Image Sets
Wei Dai, Daniel Berleant
Image quality is important, and can affect overall performance in image processing and computer vision as well as for numerous other reasons. Image quality assessment (IQA) is cons…
cs.CV2022
Benchmarking Robustness of Deep Learning Classifiers Using Two-Factor Perturbation
Wei Dai, Daniel Berleant
Accuracies of deep learning (DL) classifiers are often unstable in that they may change significantly when retested on adversarial images, imperfect images, or perturbed images. Th…