I was playing with Gimp, trying to find some tools similar to those used in the videos.  I was saving my pictures continuously, because I liked them already after few steps. However it was not necessary - I always liked the last one the best. In the Gimp, there are no such powerful tools, but I hope next time I will find a way to make it look more like watercolors.