Software & data

Research artefacts, not just papers.

I release datasets, calibration and annotation tools, benchmark assets and experimental software where they can make the work easier to inspect or reuse.

QUB-PHEO multi-view dataset footage

QUB-PHEO

Multi-view dataset and benchmark for human engagement and intention inference in collaborative assembly, covering 70 participants and 36 subtasks.

ISC-Perception robotic perception artwork

ConPose & ISC-Perception

Research assets for component perception in robotic structural assembly, spanning learned detection and pose estimation with hybrid real, photorealistic and synthetic data.

$ posetag collect
calibrate camera
track marker geometry
align CAD frame
export pose ground truth

PoseTag

Open-source pipeline for calibration-aware marker tracking and geometric ground-truth collection from RGB imagery.

QUBVidCalib
intrinsic calibration
distortion correction
repeatable video preprocessing

aVerify
annotation review + QC

Research workflow tools

QUBVidCalib supports repeatable video calibration and correction; aVerify supports structured review of time-segmented annotations.

Diagram of reliable agentic AI components

Agent evaluation patterns

Production work on tool-using agents has led to reusable patterns for trace-level diagnostics, regression evaluation, policy controls and human escalation.

ISC-XR
Unity / PhysX
relative state capture
contact events
assembly outcomes

ISC-XR

A research prototype for relative-state, contact and assembly-outcome capture, connecting visual perception experiments to contact-aware embodied intelligence.