AI

MAE vs MOCO Embedding

A comparison between MoCo and MAE embeddings generate from CIFAR10 dataset.

ApproachFinder-NN

Developed an end-to-end docking location detection network based on synergy of deep point set networks and Hough voting.

ApproachFinder-CV

Developed a real-time computer vision pipeline to find potential docking locations indoor environments for wheelchairs using point cloud data.

Wheelchair Navigation

Real-time wheelchair navigation with shared control using model predictive path integral (MPPI) controller.

Real-time Indoor Object Detection

Indoor object detection using Votenet for pointclouds captured from RGB-D cameras in ROS simulation.

Modelling-Human-Behaviour-in-Chess

Developed a predictive model that can play chess like humans, with special focus on modelling amateur play.

Verifying DNN

Summarised 10 state-of-the-art approaches to verify DNN and developed a framework to test networks (eg ACAS Xu) on safety cases using SMT solvers.

3D Human Pose Estimation

Developed a CNN capable of obtaining a temporally consistent, full 3D skeletal human pose from a single RGB camera.