The Spatial Transformer Network [1] allows the spatial manipulation of data within the network.
A Spatial Transformer Network implemented in Tensorflow 1.3.0 and based on [2].
We created RTS MNIST dataset by applying rotation, translation and scaling transformations on the original MNIST data. The dataset can be found here
All experiments were run in Tensorflow 1.3.0 on a GPU machine. Extensive results included the generated samples can be found here. We have also created videos for the samples generated by each model.
[1] Jaderberg, Max, et al. "Spatial Transformer Networks." arXiv preprint arXiv:1506.02025 (2015)
[2] https://github.com/daviddao/spatial-transformer-tensorflow