We test the code with UCF-101 dataset. In order to download UCF-101 dataset, you can download the necessary files in here. The code assumes a ucf101 directory with the following structure
UCF-101/
ApplyEyeMakeup/
v1.avi
...
...
YoYo/
v1.avi
...