Publications

Peer-reviewed research and technical work.

Selected outputs across machine learning, human-machine interaction, computer vision, embodied intelligence and production AI. The full bibliographic record is on Google Scholar and ORCID.

Featured papers

The research in its own visual language.

These are project-specific framework and dataset visuals, not generic illustrations.

Hand-Eye-Object intention inference framework
IFAC-PapersOnLine · 2022

Hand-Eye-Object tracking

Gaze, hand and object cues fused through temporal learning for human intention inference.

SLYKLatent gaze-estimation framework
IEEE THMS · 2025

SLYKLatent

Self-supervised facial representation learning with patch-aware fine-tuning for gaze estimation.

QUB-PHEO multi-view interaction data
IEEE Access · 2024

QUB-PHEO

Multi-view visual data and benchmark assets for intention inference in collaborative assembly.

ConPose architecture from object detection through pose prediction
Machine Vision and Applications · 2026

ConPose

Joint detection and pose learning with ROI-frame supervision and a compact direct pose head.

Peer-reviewed

Selected publication record.

Eight outputs selected for relevance to the research programme represented on this site.

2026
ConPose: a jointly trained, single-pass RGB detection-and-pose framework for intermeshed steel connections
S. Adebayo, D. Hester, D. McPolin, K. Rafferty, D. F. Laefer · Machine Vision and Applications, 37, Article 100
2026
ISC-Perception: A Hybrid Vision Dataset for Robotic Assembly with Novel Intermeshed Steel Connections
M. Rahman, S. Adebayo, D. A. Acevedo-Mejia, D. Hester, D. McPolin, K. Rafferty, D. F. Laefer · Buildings, 16(17), 3407
2026
AlzhiNet: Traversing from 2D-CNN to 3D-CNN, Towards Early Detection and Diagnosis of Alzheimer's Disease
R. G. Akindele, S. Adebayo, M. Yu, P. S. Kanda · Interdisciplinary Sciences: Computational Life Sciences, 18(1), 267–284
2025
SLYKLatent: A Learning Framework for Gaze Estimation Using Deep Facial Feature Learning
S. Adebayo, J. C. Dessing, S. McLoone · IEEE Transactions on Human-Machine Systems, 55(3), 333–346
2025
Establishing Baselines for Dyadic Visual Motion Prediction Using the QUB-PHEO Dataset
S. Adebayo, S. McLoone · IFAC-PapersOnLine, 59(26), 377–382
2025
Dyadic Human-Robot Interaction: Emerging Technologies, Challenges, and Opportunities
S. Adebayo, J. C. Dessing, S. McLoone · Springer Nature
2024
QUB-PHEO: a visual-based dyadic multi-view dataset for intention inference in collaborative assembly
S. Adebayo, S. McLoone, J. C. Dessing · IEEE Access, 12, 157050–157066
2022
Hand-Eye-Object Tracking for Human Intention Inference
S. Adebayo, S. McLoone, J. C. Dessing · IFAC-PapersOnLine, 55(15), 174–179
Technical publications

Industry research.

Practitioner-facing whitepapers produced through ISx4 AI Research, kept separate from the peer-reviewed record.

2026
LLM Observability in Production: Traces, Metrics & Root Cause
N. Hughes, S. Adebayo · ISx4 AI Research
2026
LLMOps for Lean Product Teams
A. Hughes, S. Adebayo · ISx4 AI Research
2025
Intelligent Advocacy: AI Agents and the Legal Profession
N. Hughes, S. Adebayo · ISx4 AI Research
2025
Inside the Black Box: Explainable AI
F. Murray, S. Adebayo · ISx4 AI Research