Grids Often Outperform Implicit Neural Representations at Compressing Dense Signals

Namhoon Kim, Sara Fridovich-Keil

Implicit Neural Representations (INRs) have recently shown impressive results, but their fundamental capacity, implicit biases, and scaling behavior remain poorly understood. We in…