We propose an algorithm to generate one multi-focus image from a set of images acquired at different focus settings. First images are registered to avoid misalignment if needed. Then, best focus is estimated in overlapping local neighborhoods. These neighborhoods are then seamlessly mosaicked back together. Our approach is presented for light microscopy and hand held consumer cameras and demonstrates high quality results, robustness to misalignment, and computational efficiency.