Nice work! Another demonstration of the amazing power of deep neural nets for transfer learning. For those interested, <a href="http:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;1511.06681" rel="nofollow">http:&#x2F;&#x2F;arxiv.org&#x2F;abs&#x2F;1511.06681</a> demonstrates experiments with video coloring using a 3D convolution-deconvolution network with some architectural elements similar to that used by the author.