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04/07/2023
Similarity search in the blink of an eye with compressed indices
Nowadays, data is represented by vectors. Retrieving those vectors, amon...
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05/13/2022
Toward a Geometrical Understanding of Self-supervised Contrastive Learning
Self-supervised learning (SSL) is currently one of the premier technique...
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06/08/2020
Procrustean Orthogonal Sparse Hashing
Hashing is one of the most popular methods for similarity search because...
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06/03/2019
Do place cells dream of conditional probabilities? Learning Neural Nyström representations
We posit that hippocampal place cells encode information about future lo...
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11/04/2016
Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting
In this work, we introduce a highly efficient algorithm to address the n...
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10/18/2016
Fast L1-NMF for Multiple Parametric Model Estimation
In this work we introduce a comprehensive algorithmic pipeline for multi...
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05/18/2015
Compressed Nonnegative Matrix Factorization is Fast and Accurate
Nonnegative matrix factorization (NMF) has an established reputation as ...
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04/30/2014
A Bi-clustering Framework for Consensus Problems
We consider grouping as a general characterization for problems such as ...
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05/29/2013
Video Human Segmentation using Fuzzy Object Models and its Application to Body Pose Estimation of Toddlers for Behavior Studies
Video object segmentation is a challenging problem due to the presence o...
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10/25/2012
Computer vision tools for the non-invasive assessment of autism-related behavioral markers
The early detection of developmental disorders is key to child outcome, ...
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10/13/2012
On the Role of Contrast and Regularity in Perceptual Boundary Saliency
Mathematical Morphology proposes to extract shapes from images as connec...
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08/27/2012