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Are Deep Neural Networks "Robust"?
Separating outliers from inliers is the definition of robustness in computer vision.
Scale Adaptive Clustering of Multiple Structures
We propose the segmentation of noisy datasets into Multiple Inlier Structures with a new Robust Estimator (MISRE).
Robust Estimation of Multiple Inlier Structures
The robust estimator presented in this paper processes each structure independently.
Local Variation as a Statistical Hypothesis Test
The goal of image oversegmentation is to divide an image into several pieces, each of which should ideally be part of an object.
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