s
sumayahashim

Sam H

@sumayahashim

Computer Vision Engineer, YOLO, Object Detection and Tracking

Pakistan
Anglais
Certaines informations sont présentées en anglais.
À propos de moi
Need a computer vision solution beyond a demo? I build object detection, multi object tracking, video analytics, edge AI, and real time inference systems using Python, YOLO, OpenCV, PyTorch, TensorFlow, ByteTrack, DeepSORT, ONNX, TensorRT, FastAPI, and NVIDIA Jetson. My deployed PyroVision system combines YOLO11, ONNX Runtime, FastAPI, and Next.js for fire and smoke detection. It reached held out test mAP50 of 0.7642 and measured 37.642 FPS on a versioned CUDA video benchmark. Share your data, deployment target, failure cases, and success criteria, and let’s define a clear first milestone.... Plus d’infos

Compétences

s
sumayahashim
Sam H
hors ligne • 
Temps de réponse moyen de 1 heure

Voir mes services

Vision par ordinateur
I will build a custom yolo object detection and tracking system
De100 $US / projetPlus de détails

Portfolio

Expérience professionnelle

Computer Vision Engineer

Black Emerald • Temps plein

Feb 2024 - Feb 2026 • 2 yrs

I buit computer vision systems for object detection, tracking, video analytics, model evaluation, and production inference using Python, YOLO, OpenCV, PyTorch, TensorFlow, ByteTrack, ONNX, and FastAPI. My work includes Android vision diagnostics, agricultural pest detection, fire and smoke detection, sports player tracking, and edge video analytics on NVIDIA Jetson. I focus on dataset quality, measurable evaluation, failure analysis, real time performance, and deployment constraints.