Samuel Oyefusi

Samuel Oluwakorede Oyefusi

I am a PhD student in Electrical and Computer Engineering at Oakland University advised by Prof. Jared Strader. My research will focus on Robot Perception , Sensor Fusion, 3D scene understanding , Autonomy and Human-Robot Understanding.

Previously, I was an M.S. student in Robotics Engineering at Worcester Polytechnic Institute and received a First Class B.Eng. in Mechanical Engineering from Pan-Atlantic University. I hold P.E. and PMP® certifications.

News


Sept 2026 Started PhD in Electrical & Computer Engineering at Oakland University, advised by Prof. Jared Strader.
Aug 2026 Awarded the Black in Robotics & 3M M.S Fellowship for 2026.
July 2026 AFROB State of Robotics in Africa report published .
Feb 2026 Awarded the Black in Robotics Student Conference Travel Award for 2026.
May 2026 Paper published β€” "Mortality of Distributed Understanding" in Human Arenas, Springer Nature
Feb 2026 Paper published β€” "Development of a Cost-Effective Autonomous UVC Disinfection and Vacuum-Cleaning Robot" at ICARA 2026.
Jan 2026 Paper accepted β€” "The Potential of Generative AI to Improve Learning in Schools" at the 3rd Int'l Conference on Sustainability: Developments & Innovations, Springer Nature.
Jan 2026 Awarded the WPI Provost Scholarship.
Jan 2026 Started M.S. in Robotics Engineering at WPI
Summer 2025 Taught Introduction to ROS 2 at the Black in Robotics Summer Workshop.

Education


Ph.D., Electrical & Computer Engineering Sept 2026 – 2030
Oakland University Β· Michigan, USA
Advisor: Prof. Jared Strader
M.S., Robotics Engineering Jan 2025 – Dec 2026
Worcester Polytechnic Institute Β· Massachusetts, USA
GPA: 4.0 / 4.0
B.Eng., Mechanical Engineering Jan 2020 – Dec 2025
Pan-Atlantic University Β· Lagos, Nigeria
First Class Β· GPA: 4.79 / 5.0 Β· 2nd Overall Best Student, Faculty of Engineering

Research


Pepper HRI

Multimodal HRI Data Collection with Pepper

WPI RoboCareLab Summer 2026

Deployed a multimodal HRI data collection system on the Pepper social robot, integrating Open AI VLM, Webcam, RealSense D435 depth sensing, tablet interaction, and audio pipelines. Ran live user experiments and debugged bridge server and sensor stacks for healthcare robot interaction research.

HRI Pepper Robot Open AI VLM RealSense D435
Gaze and Gesture Robotic Arm Control

Gaze and Gesture Control of a Robotic Arm for Sequential Pick-and-Place Tasks

Human Robot Interaction Project Β· 2026

A fully simulated robotic arm pick-and-place system operated via gaze tracking and hand gesture through webcam and keyboard input. By communicating the arm's task goals and confidence thresholds to the user, the system measures preference and calibrated trust for autonomous operation against the manual alternative of direct keyboard teleoperation.

Gaze Tracking Gesture Control Shared Autonomy Calibrated Trust Pick-and-Place
CBF

CBF-MPC-Transformer for Safety & Trustworthy Autonomy

WPI

A unified framework of Control Barrier Functions, MPC, and a Transformer-based human-intent predictor enforcing hard safety constraints in human-robot collaboration. Validated on hospital AMR scenarios with formal forward-invariance proofs.

CBF MPC Transformer Healthcare Robotics

Publications


Samuel Oyefusi bolded in all entries.

[1]
Development of a Cost-Effective Autonomous UVC Disinfection and Vacuum-Cleaning Robot
S. Oyefusi, D. Agholor, L. Ukpoju, P. Onu
ICARA, 2026 Published
[2]
Mortality of Distributed Understanding
A. Ozoani, S. Oyefusi
Human Arenas, Springer Nature, 2026, pp. 1–7 Springer
[3]
Application of Vector Integral Theorems in Engineering
S. Oyefusi, R. Kareem, O. Avebenake
Frontiers of Multidisciplinary Research, Vol. 1, No. 2, 2026
[4]
Utilization of Machine Learning Techniques in Predicting Burnout in Organizations
I. Oduwaiye, S. Oyefusi, A. Okunlola, M. Alabi
International Journal of Computer Applications, Vol. 187, No. 113, 2026
[5]
Code-Generated Tool Orchestration versus Native Function Calling in Stateful Business Workflows: A Multi-Model Benchmark Study
A. Mbat, O. Agbonrofo, O. Abaniwonnda, S. Oyefusi
International Journal of Computer Applications, Vol. 187, No. 136, 2026
[6]
The Potential of Generative AI to Improve Learning in Schools
S. Oyefusi, O. Bukola, P. Onu
3rd Int'l Conf. on Sustainability: Developments & Innovations, Springer Nature Springer In Press
[7]
Designing Resilient AI-Powered Digital Assistants for Industrial Applications: A Mini Review
P. Onu, A. Pradhan, N. Madonsela, S. Oyefusi
IEEE IEEM, 2025 IEEE
[8]
Addressing AI Bias through Inclusivity: A Case Study with Nigerian Food Images
T. Osadebey, S. Oyefusi, M. Udeogu
ICAIDE, Guangzhou, China, 2025, pp. 469–473 Published
[9]
Easy IMU (EIMU): A Cost-Effective IMU for Real-Time Orientation in ROS2 Systems
S. Obiagba, S. Oyefusi, P. Onu, A. Pradhan
17th International Conference on Mechanical and Intelligent Manufacturing Technologies (ICMIMT) In Press
[10]
Easy PID Motor Controller (EPMC): A Cost-Effective Closed-Loop Controller with ROS2 Support
S. Obiagba, S. Oyefusi, O. Martins, P. Onu, A. Pradhan
17th International Conference on Mechanical and Intelligent Manufacturing Technologies (ICMIMT) In Press
[11]
State of Robotics in Africa 2026 Report
Ed. K. Mbanisi (African Robotics Network) β€” S. Oyefusi, contributor
African Robotics Network, 2026 Published

Projects


Jackal

Jackal J100 + AR4 β€” Mobile Manipulation

ROS 2 Jazzy Β· Gazebo Harmonic Β· MoveIt 2 Β· Nav2

Full-stack simulation: SLAM, Nav2 A* navigation, MoveIt2 motion planning.

VALET

VALET: Hybrid A* Parking + WILDFIRE: Multi-Agent A*

Python Β· RBE 550 Motion Planning Β· WPI Β· 2026

Hybrid A* with SAT collision detection; multi-agent PRM + A* with dynamic priority scheduling.

PyBullet

Trust Calibration in Shared & Supervisory Manipulator Control for simple HRI Puzzles

Python Β· PyBullet Β· RBE 526 Β· WPI Β· 2025

Compared supervisory vs. shared control β€” Tower of Hanoi and N-Queens tasks, NASA-TLX.

Food

AI Bias β€” Nigerian Food Classification

PyTorch Β· Python Β· ICAIDE 2025

Dataset and fine-tuning pipeline addressing cultural bias in food image classifiers.

ZED-BOT

ZED-BOT β€” Autonomous UVC Disinfection & Vacuum-Cleaning Robot

Simulated Mobile Robot Β· ICARA 2026

Cost-effective autonomous robot combining UVC disinfection with vacuum-cleaning coverage for indoor sanitation.

Manipulator Dynamics

Forward and Inverse Dynamics of iiwa 14 R820

MATLAB Β· Recursive Newton-Euler (RNE)

Derived and implemented the forward and inverse dynamics of the KUKA iiwa 14 R820 7-DOF manipulator in MATLAB using the Recursive Newton-Euler (RNE) algorithm.

Camera Calibration

Camera Calibration (Zhang's Method)

WPI Β· 2025

A camera-calibration system using checkerboard patterns to extract intrinsics and extrinsics, with optimization to minimize geometric error and lens-distortion modeling for high-precision, low-reprojection-error results.

Traffic Counter

Traffic Counter β€” YOLO Object Detection

Python Β· YOLO

Real-time object detection pipeline that counts pedestrians, bikes, and cars in traffic video using YOLO.

MobileNetV2 Transfer Learning

Transfer Learning β€” MobileNetV2

Python Β· TensorFlow/Keras

Fine-tuned a frozen, ImageNet-pretrained MobileNetV2 via feature extraction then partial unfreezing β€” reached ~97–98% validation accuracy.

VGG-19 vs InceptionV3

Transfer Learning Comparison β€” VGG-19 vs. InceptionV3

Python Β· TensorFlow/Keras

Benchmarked two backbones head-to-head on a 5-class dataset with an identical classifier and training setup β€” both reached 100% validation accuracy, but InceptionV3 converged in about half the epochs.

Variational Autoencoder

Variational Autoencoder β€” Digit Generation

Python Β· TensorFlow/Keras

Implemented a convolutional VAE from scratch β€” encoder/decoder, reparameterization trick, ELBO loss β€” on MNIST, generating new handwritten digits by sampling from a random latent distribution.

Real-Time Neural Style Transfer

Real-Time Neural Style Transfer

Python Β· TensorFlow

Built a live webcam style-transfer pipeline with a fast feed-forward pretrained network, loading the SavedModel directly to work around a broken TensorFlow Hub dependency.

DCGAN β€” Synthetic Fashion Items

DCGAN β€” Synthetic Fashion Item Generation

Python Β· TensorFlow/Keras

Built a Deep Convolutional GAN from scratch β€” transposed-conv generator and strided-conv discriminator trained adversarially on Fashion-MNIST β€” to synthesize realistic fake clothing images from random noise.

NeRF β€” Bulldozer 3D Scene Synthesis

NeRF β€” 3D Scene Synthesis from Multi-View Images

Python Β· PyTorch

Trained a Neural Radiance Field on multi-view photos of a toy bulldozer, learning a volumetric scene representation via differentiable ray marching to render novel synthetic viewpoints of the 3D scene.

Experience


Project Engineering Intern Aug – Jan 2026
TechnipFMC
  • Assisted in developing project plans, schedules, and resource allocations.
  • Created technical documentation including drawings and progress reports.
Robotics Engineering Intern May – Jul 2024
Orangewood Β· Remote
  • Developed advanced manipulation applications enhancing robotic dexterity.
  • Contributed to Robo-GPT; integrated MoveIt, ROS, and Gazebo for cobot evaluation.
Intern, Pipeline & Gas Supply Jul – Sept 2024
Nigeria LNG Limited Β· Nigeria
  • Analysed 25 years of pigging operations data uncovering wear and corrosion trends.
  • Developed an automated data logging system for real-time pipeline monitoring.