Web-based engine for 3D shape similarity matching.

Machine Learning
C++
Python
AWS
Django

Mathematical and computational definition of the message passing mechanism in Geometric Complex Neural Networks.

Deep Learning

Mathematical Modelling

Experimental study of learned representation retention in Graph Neural Networks against 3D rotational disturbances in input.

Deep Learning
Python
PyTorch
PyG
PyTorch Lightning

Experiment with Geometric Cell Complex Neural Networks on the 3DGS20 dataset.

Deep Learning
Python
PyTorch
PyG
PyTorch Lightning

Implementation of the Message Passing Neural Networks (MPNNs) for 3D model classification.

Deep Learning

Python

PyTorch

PyG

PyTorch Lightning

Fast principal curvature computation with C++.

3D Computer Graphics

Computational Geometry

Geometry Processing

Feature Engineering

C++

.

Mathematical Study

Harmonic Analysis

Group Theory

Representation Theory

Specialised image segmentation and background removal for exsiccata libraries.

Computer Vision

Image Segmentation

Background Removal

Wolfram Mathematica

A mathematical study.

Mathematical Study

Group Theory

A mathematical study.

Mathematical Study

Group Theory

Specialised mesh processing and point cloud generation for machine learning on 3D models.

3D Computer Graphics

Computational Geometry

Geometry Processing

Feature Engineering

Wolfram Mathematica

.

Mathematical Study

Deep Learning

.

Mathematical Study

Deep Learning