Snis896mp4 Jun 2026

| Codec | Profile | Avg. Bitrate (kbps) | PSNR‑Y (dB) | VMAF | |-------|---------|-------------------|------------|------| | H.264/AVC (Main) | CBP | 750 | 30.7 | 81.3 | | H.265/HEVC (Main) | CBP | 540 | 31.9 | 84.5 | | AV1 (Main) | CBP | 480 | 32.2 | 85.0 | | (Base) | Proposed | 420 | 33.5 | 86.2 | | SNIS‑896MP4 (Full) | Proposed | 560 | 34.8 | 89.1 |

| Week | Milestone | |------|-----------| | 1 | Set up file upload pipeline, integrate FFmpeg for basic trim & format conversion. | | 2 | Implement scene detection + basic ranking (motion intensity). | | 3 | Add Whisper auto‑caption generation and simple UI for preview/acceptance. | | 4 | One‑click export presets for Instagram Reels & YouTube Shorts, plus a minimal analytics log. | snis896mp4

| Layer | Recommended Tech | |-------|-------------------| | | React + Tailwind CSS (responsive UI), FFmpeg.wasm for client‑side preview trimming. | | Backend | Python FastAPI service; GPU‑enabled inference (NVIDIA T4 or A100). | | AI Models | • Scene detection: OpenCV + PySceneDetect • Action/Emotion: ViViT‑base + AudioSentiment (HuggingFace) • Speech‑to‑text: OpenAI Whisper (large‑v2). | | Video Processing | FFmpeg (server‑side) for final encoding, bitrate optimization, and format conversion. | | Storage | MinIO (S3‑compatible) for raw & derived assets; Redis cache for job status. | | Queue | Celery + RabbitMQ for asynchronous processing. | | Analytics | ClickHouse for event storage; Grafana dashboards. | | Codec | Profile | Avg

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