Deep multi-scale video prediction beyond mean square error
Mathieu, Michaël
and
Couprie, Camille
and
LeCun, Yann
arXiv e-Print archive - 2015 via Local Bibsonomy
Keywords:
dblp
Predict frames of a video using 3 newly proposed and complementary methods:
1. Multi scale cnn
2. GAN
3. Image gradient difference loss
Datasets:
-----------
* UCF101
* Sports1M
GAN
------
Generator:
* Input: several frames of video from dataset
* output: next frame of video
Discriminator:
* input: original and last frame
* output: is the last frame from dataset or generated
Problem: Still blurry on edges on moving object.
Solution: Image gradient difference loss