EPS uses DCT features to cluster patches by spatial-temporal complexity and adaptively samples from the highest cluster, cutting training patches by 75-91.69% and speeding sampling up to 82.1x versus EMT while claiming preserved quality.
Neural adaptive content-aware internet video delivery
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EPS: Efficient Patch Sampling for Video Overfitting in Deep Super-Resolution Model Training
EPS uses DCT features to cluster patches by spatial-temporal complexity and adaptively samples from the highest cluster, cutting training patches by 75-91.69% and speeding sampling up to 82.1x versus EMT while claiming preserved quality.