ControlNet-tile upscalers are a method used to upscale images while preserving details and sharpness. They work by breaking an image into smaller tiles, which are then processed and reassembled to create a larger, high-resolution image. The image is divided into smaller tiles, which take less VRAM (video RAM) to process, making it suitable for users with limited hardware resources.