Instead, we consider three fixed approaches, from least-to most-preserving of the input data: subsampling, which only takes every k-th frame; pooling, which aggregates every k consecutive frames via a statistic (average, maximum); reshaping, where one concatenates k consecutive frames into one <cite>[27]</cite> .