Abstract: In various examples, information may be received for a 3D model, such as 3D geometry information, lighting information, and material information. A machine learning model may be trained to disentangle the 3D geometry information, the lighting information, and/or material information from input data to provide the information, which may be used to project geometry of the 3D model onto an image plane to generate a mapping between pixels and portions of the 3D model. Rasterization may then use the mapping to determine which pixels are covered and in what manner, by the geometry. The mapping may also be used to compute radiance for points corresponding to the one or more 3D models using light transport simulation. Disclosed approaches may be used in various applications, such as image editing, 3D model editing, synthetic data generation, and/or data set augmentation.

Abstract: In various examples, information may be received for a 3D model, such as 3D geometry information, lighting information, and material information. A machine learning model may be trained to disentangle the 3D geometry information, the lighting information, and/or material information from input data to provide the information, which may be used to project geometry of the 3D model onto an image plane to generate a mapping between pixels and portions of the 3D model. Rasterization may then use the mapping to determine which pixels are covered and in what manner, by the geometry. The mapping may also be used to compute radiance for points corresponding to the one or more 3D models using light transport simulation. Disclosed approaches may be used in various applications, such as image editing, 3D model editing, synthetic data generation, and/or data set augmentation.

Abstract: A bleed recovery system for use in a bioreactor system is disclosed. The bleed recovery system being configured to recover product of interest from the bleed material of the bioreactor system. In one embodiment, the bioreactor system includes a bleed recovery system for removing cell cultures from the bioreactor. The bleed recovery system includes a bleed pump coupled to the bioreactor so that cell bleed material can be removed from the bioreactor, a bleed vessel for receiving the cell bleed material, a cell retention device coupled to the bleed vessel, a harvest pump coupled to the cell retention device to deposit the product of interest into a second harvest tank, and a bleed pump connected to the bleed vessel to deposit the spent bleed material into a waste tank. Thus arranged, some or all of the product of interest can be separated from the spent medium.