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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,291 papers · 148 categories

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2 results for “Zernike”

Volumetric Convolution: Automatic Representation Learning in Unit Ballcs.LG

Novel volumetric convolution for unit ball improves 3D object recognition.

problem Efficiently convolving functions in a unit ball for deep learning.

method Developed volumetric convolution using Zernike polynomials.

result Improved 3D object recognition through novel convolution.

volumetric convolution unit ball 3D shape analysis Zernike polynomials deep learning

2019-01-03abs ↗pdf ↗

Wall Stress Estimation of Cerebral Aneurysm based on Zernike Convolutional Neural Networkscs.LG

ZerNet improves aneurysm wall stress estimation.

problem Estimating wall stress of cerebral aneurysms using ConvNets.

method ZerNet, a geometric ConvNet that generalizes convolution and pooling operations on manifolds.

result ZerNet outperforms state-of-the-art geometric ConvNets in aneurysm wall stress estimation.

aneurysm wall stress ConvNet Zernike manifold

2018-06-20abs ↗pdf ↗