Neural Network Training For Implicit Rendering

Abstract: A system includes a storage system configured to store a plurality of images from a plurality of viewpoints in a scene, and processing circuitry coupled to the storage system. The processing circuitry is configured to: generate a point cloud of the scene based on the plurality of images; determine samples on a ray from a viewpoint of the plurality of viewpoints based on the point cloud; and train a neural network based on the determined samples on the ray to generate a trained model, the trained model being configured to generate image content of the scene from a viewpoint different than the plurality of viewpoints.

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