| Module | What it does | Technical Highlights | |--------|--------------|----------------------| | | Detects the original resolution, bitrate, colour space, and any compression artefacts. | Uses a lightweight CNN to classify source quality in < 30 ms. | | Super‑Resolution Engine | Upscales to the target resolution (4K/8K). | Trained on a proprietary dataset of fashion‑focused footage; leverages ESRGAN + Swin‑Transformer blocks for texture fidelity. | | Detail‑Restoration Layer | Recovers fine fabric weave, nylon sheen, and hair strands. | Edge‑aware denoising + texture synthesis, tuned for nylon’s specular highlights. | | Adaptive HDR Mapper | Boosts contrast and colour gamut without washing out skin tones. | Tone‑mapping algorithm that respects the original artistic grading; optional “True‑HDR” mode for compatible displays. | | Motion‑Compensated Frame Interpolator | Keeps smooth playback when the source is < 30 fps. | Real‑time optical‑flow interpolation (RIFE‑v4) with a cap of +30 fps. | | Bandwidth‑Aware Stream Manager | Dynamically adjusts the output bitrate to the viewer’s connection while preserving the AI‑enhanced quality. | Uses QUIC + SRT for low‑latency delivery; fallback to “Standard” mode if network drops below 10 Mbps. |

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