Paper2014
Two-Stream Convolutional Networks for Action Recognition in Videos
Simonyan & Zisserman
Splits video action recognition into a spatial CNN stream on individual frames and a temporal CNN stream on stacked optical flow, showing motion has to be modelled explicitly for a CNN to recognise actions well.
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