Glypta.com Shape Search
Web-based engine for 3D shape similarity matching.
Machine Learning
C++
Python
AWS
Django
Geometric Cell Complex Neural Networks: Message Passing Mechanism
Mathematical and computational definition of the message passing mechanism in Geometric Complex Neural Networks.
Deep Learning
Mathematical Modelling
Representation Stability under 3D Rotation in Message Passing Neural Networks
Experimental study of learned representation retention in Graph Neural Networks against 3D rotational disturbances in input.
Deep Learning
Python
PyTorch
PyG
PyTorch Lightning
Force Prediction in 3D Structural Design with GCCNNs
Experiment with Geometric Cell Complex Neural Networks on the 3DGS20 dataset.
Deep Learning
Python
PyTorch
PyG
PyTorch Lightning
Message Passing Neural Networks: 3D Shape Class Prediction
Implementation of the Message Passing Neural Networks (MPNNs) for 3D model classification.
Deep Learning
Python
PyTorch
PyG
PyTorch Lightning
Oresme [C++]: 3D Shape Feature Engineering for Machine Learning Readiness
Fast principal curvature computation with C++.
3D Computer Graphics
Computational Geometry
Geometry Processing
Feature Engineering
C++
Spherics: Spherical Harmonics and the Irreducible Representations of SO(3)
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Mathematical Study
Harmonic Analysis
Group Theory
Representation Theory
Folium: Image Segmentation for Exsiccata Libraries
Specialised image segmentation and background removal for exsiccata libraries.
Computer Vision
Image Segmentation
Background Removal
Wolfram Mathematica
Permutation Symmetry Group G-Map and Invariant Map: Sets, Graphs, Simplicial Complexes, and Cell Complexes
A mathematical study.
Mathematical Study
Group Theory
Orientation-Preserving Automorphism Group G-Map and Invariant Map: Simplicial Complexes and Cell Complexes
A mathematical study.
Mathematical Study
Group Theory
Oresme [Wolfram Mathematica]: 3D Shape Feature Engineering for Machine Learning Readiness
Specialised mesh processing and point cloud generation for machine learning on 3D models.
3D Computer Graphics
Computational Geometry
Geometry Processing
Feature Engineering
Wolfram Mathematica
G-Morphic Multilayer Perceptron: Linearity
.
Mathematical Study
Deep Learning
G-Morphic Multilayer Perceptron: Nonlinearity
.
Mathematical Study
Deep Learning