These applications are realized by redefining the “backward pass” of a 3D mesh renderer and incorporating it into neural networks. Short introduction We propose Neural Renderer. This is a 3D mesh renderer and able to be integrated into neural networks. We applied this renderer to (a) 3D mesh reconstruction from a single image and (b) 2D-to-3D image style transfer and 3D DeepDream. Abstract For mod