Computer Vision Proofs of Concept
Rapid prototypes for detection, segmentation, and model-assisted workflows that show whether an AI idea can work in the real world.
YOLOv8SAM 2OpenCVRoboflow
AI & Computer Vision Engineer
Pascal Musabyimana
I build computer-vision proofs of concept, AI solutions, and the websites that help founders explain what they are building.
Services
Clear offers for teams that need AI work to become useful.
AI Solutions & Integrations
Practical AI features, evaluation loops, and automation flows for teams that need useful output instead of demos that only look impressive.
PythonNext.jsDockerLangfuse
Websites & Landing Pages
Focused pages for founders, creators, and small teams that need a clear offer, a sharp visual presentation, and a path to contact.
ReactSEOUXConversion
About
I combine product sense, computer vision, and frontend execution.
I study at Howest University of Applied Sciences and build projects across AI, computer vision, and web development. My strongest work is turning early ideas into concrete prototypes that can be shown, tested, and improved.
If you need a landing page, a working proof of concept for a computer-vision project, or a clearer website for your business, I can help you move from a loose idea to something people can understand and contact you about.
Companies / Organizations I Worked With
Portfolio
Selected computer-vision and AI work.
A few public projects and writeups that show the kind of prototypes and technical experiments I build.
Kanye Sax Recognition
Computer-vision experiment showcased through a LinkedIn project post.
AI demoPythonModeling
MRI Scan Dataset Work
Medical-imaging project exploration using MRI scans and model experimentation.
Medical imagingComputer visionDataset work
Fetus Segmentation
Segmentation workflow shared as a Meta and computer-vision learning project.
SegmentationMetaComputer vision
Football Player & Ball Detection
Filmed an FC Berdi indoor soccer match and trained YOLOv8 on the footage to detect players and the ball — custom dataset labeled in Roboflow, training tracked with ClearML, detection on single frames and full video.
YOLOv8RoboflowSports analytics
Brain Tumor Detection
YOLOv8 medical-imaging proof of concept comparing object detection and segmentation.
YOLOv8Medical imagingPoC
SAM 2 Segmentation
Segmentation comparison work connected to the brain-tumor detection article.
SAM 2SegmentationHugging Face
What Clients Say
Pascal brought contagious enthusiasm and an innovative mindset to our IT team. His Postman Detective project is still used successfully every month, with the same core now trained on newer datasets and improved reporting so it can run across all customers in a single-day process.
Harold KerckhaertIT Director, EasyPostThe workflow was practical enough to automate with a small JavaScript script, and the Postman Detective work is now also being reused to collect data for a new project.
Contact
Have a computer-vision or AI idea you want to test?
Send a short message with the goal, the current state, and what you want to launch or validate. I'll reply by email.
Email: pascal-musa@hotmail.com
LinkedIn: Pascal Musabyimana