The accompanying video shows reconstruction of a video depicting a water fountain, from its snapshot compressive measurements. The forward model is presented in section 6.2 of the revised paper. 

In the accompanying video file (mp4), the leftmost column has the original video. The second column from left shows reconstruction by LASSO, and the third column from left shows reconstruction by the debiased LASSO. The reconstructions with both methods show very good reconstruction of complex motions of the water stream. The debiased LASSO has the advantage that it provides quantification regarding the uncertainty in the value of every pixel of the reconstructed video.

The last column shows the snapshot images, where each snapshot image is obtained by a coded superposition of $T = 5$ frames of the original video. The "frame rate" of the coded snapshot video is therefore inherently one-fifth of that of the other videos.