Computer Vision
systems beyond human eyes

Bring superhuman perception to your product with computer vision built end-to-end — from research to deployed API

Hand-drawn illustration of Nassim for the portfolio hero nassim 0.99 cow 0.97 embryo 0.91

Selected work

Production computer vision across medical imaging, agriculture, sports, and video analytics

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Featured

Medical / AgriTech · USA

Bovine Embryo Health Assessment — Multi-Model

Multi-model system for bovine embryo grade, stage, pregnancy, and sex prediction from 30-second time-lapse clips — designed around each prediction goal with production-ready validation.

99% detection & tracking
4 models in production
30s clip → full assessment
Read the case study
Spatial-temporal ML PyTorch MLflow
YOLO11x-seg · pathology Read more

Pathology artifact segmentation

Instance segmentation of 11 artifact types in whole-slide pathology images, rebuilt with YOLO11x-seg to beat the client baseline

RF-DETR · tactical map Read more

Padel match analytics

Single-recording padel analytics with RF-DETR player segmentation, ByteTrack IDs, homography, and a scaled 2D tactical map

SAM3 · 3D vision Read more

CrackFinder — equestrian analysis

Computer-vision pipeline for automated equestrian performance analysis, combining segmentation, motion recognition, and 3D vision

RF-DETR · multispectral Read more

BovEye — cattle detection

4-channel RGBN detection pipeline for aerial livestock monitoring: patch-embedding surgery, calibrated band normalization, and threshold-sweep evaluation dashboards

YOLOv8 · Supervision Read more

Moving / Stopped Persons Detection

Real-time and post-event human movement analysis that classifies people as moving, stopped, or under-processing for security-focused video analytics

YOLOv5 · SAM2 · XGBoost Read more

AgSolaire — seed weight estimation

Non-invasive seed-group weighing from a single image using detection, segmentation, morphology features, and an XGBoost regressor

Animated detection-style portrait of Nassim

About

I'm Nassim — a computer-vision engineer from Tunis, hooked on everything a camera can measure that the human eye can't. Independent consultant and founder of CalibrX, I ship vision systems end-to-end — from messy raw footage to a deployed API. Grading embryos, weighing seeds from a single photo, counting cattle from the air, tracking four padel players through a glass box: if it needs superhuman perception, that's my kind of problem.