Alexander Sorkine Hornung

PINs: Progressive Implicit Networks for Multi-Scale Neural Representations

Multi-layer perceptrons (MLP) have proven to be effective scene encoders when combined with higher-dimensional projections of the input, commonly referred to as positional encoding. However, scenes with a wide frequency spectrum remain a challenge: choosing high frequencies for positional encoding i…