CECL pretrains video encoders via compression responses for downstream clustering by encoding complexity, claiming gains over SOTA encoders and bitrate/quality savings vs fixed ladders.
Leveraging compres- sion to construct transferable bitrate ladders.arXiv preprint arXiv:2512.12952, 2025
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A Self-Supervised Learning Framework for Video Encoding Complexity Clustering
CECL pretrains video encoders via compression responses for downstream clustering by encoding complexity, claiming gains over SOTA encoders and bitrate/quality savings vs fixed ladders.