Is out-of-distribution detection learnable?

Z Fang, Y Li, J Lu, J Dong, B Han… - Advances in Neural …, 2022 - proceedings.neurips.cc
Supervised learning aims to train a classifier under the assumption that training and test
data are from the same distribution. To ease the above assumption, researchers have …

[BOOK][B] Handbook of pattern recognition and computer vision

CH Chen - 2015 - books.google.com
Pattern recognition, image processing and computer vision are closely linked areas which
have seen enormous progress in the last fifty years. Their applications in our daily life …

Image denoising: The deep learning revolution and beyond—a survey paper

M Elad, B Kawar, G Vaksman - SIAM Journal on Imaging Sciences, 2023 - SIAM
Image denoising—removal of additive white Gaussian noise from an image—is one of the
oldest and most studied problems in image processing. Extensive work over several …

A framework for the robust estimation of optical flow

MJ Black, P Anandan - 1993 (4th) International Conference on …, 1993 - ieeexplore.ieee.org
The authors consider the problem of robustly estimating optical flow from a pair of images
using a new framework based on robust estimation which addresses violations of the …

A robust competitive clustering algorithm with applications in computer vision

H Frigui, R Krishnapuram - Ieee transactions on pattern …, 1999 - ieeexplore.ieee.org
This paper addresses three major issues associated with conventional partitional clustering,
namely, sensitivity to initialization, difficulty in determining the number of clusters, and …

Sieve bootstrap for time series

P Bühlmann - 1997 - projecteuclid.org
We study a bootstrap method which is based on the method of sieves. A linear process is
approximated by a sequence of autoregressive processes of order p= p (n), where p (n)→∞ …

Financial stability of Islamic banking and the global financial crisis: Evidence from the Gulf Cooperation Council

F Alqahtani, DG Mayes - Economic Systems, 2018 - Elsevier
Using a sample of 76 banks from the Gulf Cooperation Council region, we use accounting-
as well as market-based measures of financial stability to examine whether Islamic banks …

Robust multiresolution estimation of parametric motion models

JM Odobez, P Bouthemy - Journal of visual communication and image …, 1995 - Elsevier
This paper describes a method to estimate parametric motion models. Motivations for the
use of such models are, on one hand, their efficiency, which has been demonstrated in …

From means to meaning in the study of sex/gender differences and similarities

C Sanchis-Segura, RR Wilcox - Frontiers in Neuroendocrinology, 2024 - Elsevier
The incorporation of sex and gender (S/G) related factors is commonly acknowledged as a
necessary step to advance towards more personalized diagnoses and treatments for …

Robust recognition using eigenimages

A Leonardis, H Bischof - Computer Vision and Image Understanding, 2000 - Elsevier
The basic limitations of the standard appearance-based matching methods using
eigenimages are nonrobust estimation of coefficients and inability to cope with problems …