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picture1_Geometry Pdf 166985 | Shao The Riemannian Geometry Cvpr 2018 Paper


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File: Geometry Pdf 166985 | Shao The Riemannian Geometry Cvpr 2018 Paper
theriemanniangeometryofdeepgenerativemodels 1 2 1 hangshao abhishekkumar p thomasfletcher 1school of computing university of utah salt lake city ut usa 2ibmt j watson research center yorktown heights ny usa hangshao sci ...

icon picture PDF Filetype PDF | Posted on 25 Jan 2023 | 4 years ago
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...Theriemanniangeometryofdeepgenerativemodels hangshao abhishekkumar p thomasfletcher school of computing university utah salt lake city ut usa ibmt j watson research center yorktown heights ny sci edu abhishk us ibm com fletcher abstract have been shown to generate good quality images all these models involve learning a mapping deep generative learn from low termed as generator or decoder lower dimensional latent space high data the observed under certain regularity conditions parame this allows for generating novel samples by ancestral terize nonlinear manifolds in paper sampling which is seeded weinvestigate riemannian geometry generated asthelearnedgeneratorinthesemodelsisabletogener first we develop efcient algorithms ate delity can be puting geodesic curves provide an intrinsic notion argued approximate manifold reasonably well distance between points on second has explored context semi supervised algorithm parallel translation tangent obtain smooth invariances classication via vec...

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