This is my implementation of Image Inpainting for Irregular Holes Using Partial Convolutions with slight differences.
Here are the results of training for about 2 epochs on ImageNet.
Draw your mask and test the model by yourself:
The model was trained on ImageNet dataset on 256x256 images.
For training I generate irregular masks with random walk and they look like this:
Training notebook: