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neural-super-resolution

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SamXavii902 / VideoCompressor

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An advanced, inter-frame video compression suite featuring AI-accelerated Block Motion Estimation, Bi-Directional B-Frames, and a PyTorch-based Neural Super-Resolution (ESPCN) upscaler. Achieves extreme compression ratios (up to 213x) while maintaining visual fidelity using Perceptual Rate-Distortion Optimization (SSIM-based).

machine-learning computer-vision image-processing pytorch video-codec digital-signal-processing motion-estimation encoder-decoder python-multiprocessing video-compression open-cv cuda-acceleration neural-super-resolution
  • Updated Mar 13, 2026
  • Python

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