2 papers
cs.LG2020
Are Deep Neural Networks "Robust"?
Peter Meer
Separating outliers from inliers is the definition of robustness in computer vision. This essay delineates how deep neural networks are different than typical robust estimators. De…
cs.CV2017
Scale Adaptive Clustering of Multiple Structures
Xiang Yang, Peter Meer
We propose the segmentation of noisy datasets into Multiple Inlier Structures with a new Robust Estimator (MISRE). The scale of each individual structure is estimated adaptively fr…