Dr.Alex
Dr.Alex
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Manifold Hypothesis
Quadric Hypersurface Intersection for Manifold Learning in Feature Space
A novel approach to use the so-called “Manifold Hypothesis” in order to solve the outlier detection problem by quadrics on top of FaceID embeddings.
Fedor Pavutnitskiy
,
Sergei O. Ivanov
,
Evgeniy Abramov
,
Viacheslav Borovitskiy
,
Artem Klochkov
,
Viktor Vyalov
,
Anatolii Zaikovskii
,
Aleksandr Petiushko Александр Петюшко
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Code
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Source Document
arXiv
Manifold Hypothesis in Data Analysis: Double Geometrically-Probabilistic Approach to Manifold Dimension Estimation
Elegant ways to check the so-called “Manifold Hypothesis” for FaceID using geoemtric (Ninkiwsky-based) and probabilistic approaches.
Alexander Ivanov
,
Gleb Nosovskiy
,
Alexey Chekunov
,
Denis Fedoseev
,
Vladislav Kibkalo
,
Mikhail Nikulin
,
Fedor Popelenskiy
,
Stepan Komkov
,
Ivan Mazurenko
,
Aleksandr Petiushko Александр Петюшко
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DOI
arXiv
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