Is video considered a Tensor?
yes - a video signal would be considered 3rd order tensor. 

scalars are 0-order tensors, vectors are 1st order tensors, matrices are 2nd order tensor,  data volumes are 3rd order tensors and so on for multi-dimensional arrays.