cineinfini-audit 0.1.2

Adaptive multi‑stage video quality audit pipeline

🎬 CineInfini – Video Quality Auditor

CineInfini is an open‑source, modular pipeline for automatic, explainable video quality auditing. It goes beyond traditional fidelity metrics (PSNR, SSIM) by assessing temporal stability, identity consistency, semantic coherence, and narrative flow – all in a single GPU‑accelerated pipeline.

Features • Installation • Quick Start • Documentation • Contributing

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✨ Features

• Adaptive shot detection – HSV histogram with percentile‑based threshold
• 7 intra‑shot metrics – motion peak (optical flow), 3D‑SSIM, flicker, identity drift (ArcFace), long‑range SSIM, high‑frequency flicker, CLIP temporal consistency
• Inter‑shot coherence – structure (SSIM), style (histogram), semantic (CLIP)
• Narrative coherence – DINOv2 cosine similarity between shots
• Two‑stage audit – automatically optimises processing parameters and composite weights
• GPU acceleration – CUDA for CLIP/DINOv2, parallel shot processing (4 workers)
• Exhaustive reports – Markdown dashboards with bar charts, radar plots, improvement suggestions, and JSON exports
• Benchmark mode – compare multiple videos (synthetic / real) with inter‑video dashboards

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🛠 Installation

From PyPI (recommended)

pip install cineinfini-audit