Solved by ptrblck in post #2 
              
              
                You could create custom transformations, which would apply the torchvision.transforms in a loop on each sample (or rewrite the transformations so that they would work on batched inputs). 
torchvision has some internal video transforms. Since the API isn’t finalized, this code might break and shouldn…