A server-side CNN that pre-downscales video frames, paired with a per-GOP mode selector, achieves 8 to 52 percent bitrate savings for standard H.264, HEVC, and VP9 encoders while keeping clients unchanged.
Linear precoding via conic opti- mization for fixed MIMO receivers,
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Deep Video Precoding
A server-side CNN that pre-downscales video frames, paired with a per-GOP mode selector, achieves 8 to 52 percent bitrate savings for standard H.264, HEVC, and VP9 encoders while keeping clients unchanged.