Masked LFW (MLFW) is a face recognition database created by adding realistic masks to images from the Cross-Age LFW database to evaluate how masks impact facial recognition systems. State-of-the-art models show 5-16% accuracy decline on MLFW compared to unmasked images, addressing performance gaps in real-world masked face verification scenarios.