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Mohsen Joneidi

2 accepted papers

2020

Select to Better Learn: Fast and Accurate Deep Learning Using Data Selection From Nonlinear Manifolds

CVPR 2020poster

Finding a small subset of data whose linear combination spans other data points, also called column subset selection problem (CSSP), is an important open problem in computer science with many applications in computer vision and deep learning. There are some studies that solve CSSP in a polynomial ti…

Cited by 20PDFcodeScholar
2019

Iterative Projection and Matching: Finding Structure-Preserving Representatives and Its Application to Computer Vision

CVPR 2019poster

The goal of data selection is to capture the most structural information from a set of data. This paper presents a fast and accurate data selection method, in which the selected samples are optimized to span the subspace of all data. We propose a new selection algorithm, referred to as iterative pro…

Cited by 20PDFcodeScholar