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Figure 2 from Continuous Video to Simple Signals for Swimming Stroke Detection with Convolutional Neural Networks. chioda sports market The authors use a CNN to perform the detection of these discrete events and map them onto a 1d plane with peaks denoting the location of a swimming stroke (see their figure 1 if you are confused) Their CNN also does very good at predicting either swimming or tennis strokes (“F