Class SpatialDropout1D
scisharp.github.io › Keras › apithis version performs the same function as dropout, however it drops entire 1d feature maps instead of individual elements.if adjacent frames within feature maps are strongly correlated (as is normally the case in early convolution layers) then regular dropout will not regularize the activations and will otherwise just result in an effective …
deep learning - What does SpatialDropout1D() do to output of ...
datascience.stackexchange.com › questions › 38519Basically, it removes all the pixel in a row from all channels. eg: take [ [1,1,1], [2,4,5]], there are 3 points with values in 2 channels, by doing SpatialDropout1D it zeros an entire row ie all attributes of a point is set to 0; like [ [1,1,0], [2,4,0]] number of such choices would be 3C0 + 3C1+ 3C2 + 3C3 = 8