System and method for compressing three-dimensional volume representation

Systems and methods relate to encoding and/or decoding a texture/geometry of a three-dimensional volume representation. A coding computing system is capable of obtaining stereoscopic blocks of pixels from a three-dimensional volumetric representation of an object. The encoding computing system is capable of encoding a stereoscopic pixel block with a machine learning stereoscopic pixel encoding model to obtain an encoded stereoscopic pixel block. The encoding computing system can decode the encoded stereoscopic pixel block with a machine learning stereoscopic pixel decoding model to obtain a reconstructed stereoscopic pixel block. The encoding computing system can generate a reconstructed grid representation of the object based at least in part on the one or more reconstructed stereoscopic pixel blocks. The encoding computing system can encode a texture associated with the stereoscopic block of pixels according to an encoding scheme and based at least in part on the reconstructed grid representation of the obj