
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.

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.
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.
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.
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.
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.