Extended Data Fig. 10: DECODE provides accurate background and signal predictions.
From: Deep learning enables fast and dense single-molecule localization with high accuracy
Shown on simulated data with inhomogeneous background of various length scales. First row: sample frames. Second row: background values simulated using Perlin noise42. Third row: background values inferred by a DECODE network that was trained on 40 × 40 pixel sized simulations with uniform background. Fourth row: Scatter plot of inferred photon counts over simulated photon counts. Scale bars are 10 μm.
