Discovering limitations of image quality assessments with noised deep learning image sets
W Dai, D Berleant - 2022 IEEE International Conference on Big …, 2022 - ieeexplore.ieee.org
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 …
computer vision as well as for numerous other reasons. Image quality assessment (IQA) is …
Benchmarking robustness of deep learning classifiers using two-factor perturbation
W Dai, D Berleant - 2021 IEEE International Conference on Big …, 2021 - ieeexplore.ieee.org
Deep learning (DL) classifiers are often unstable in that they may change significantly when
retested on perturbed images or low quality images. This paper adds to the fundamental …
retested on perturbed images or low quality images. This paper adds to the fundamental …