VERIFIED TECHNICAL DOSSIERSources checked

Murtaza Hassan

Founder of Computer Vision Zone

2 Verified ArtifactsSource Checked & Attributed

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Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Murtaza Hassan. Every entry undergoes editorial source verification.

EXPLANATION Checked Sep 22, 2026

Real-Time Computer Vision and Object Tracking with YOLO and OpenCV

Comprehensive video guide explaining bounding box regression, feature extraction, non-maximum suppression, and real-time GPU inference pipeline optimization.

Model & Execution Context:YOLOv8, OpenCV, CUDA, TensorRT, Python video streaming.

Scope & Limitations

Real-time edge performance drops under high occlusion and erratic low-light conditions.

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IMPLEMENTATION Checked Sep 22, 2026

cvzone: Computer Vision Made Easy Open Source Library

Created cvzone, a widely used Python wrapper library with over 1M downloads simplifying OpenCV and MediaPipe integrations for hand tracking, facial mesh, and pose estimation.

Model & Execution Context:MediaPipe, OpenCV, Python, real-time spatial coordinate calculation.

Scope & Limitations

MediaPipe hand landmarks require unhindered direct line of sight to camera sensor.

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