Translated Data: MosaicFusion is a training-free data augmentation tool that can directly generate multi-object images and masks through diffusion models. It provides diverse data, which helps improve the performance of instance segmentation models. Independent of detection architectures, it can be integrated with various detection models without the need for adaptation or additional detectors or segmenters. This tool allows precise control over the generated data to meet specific requirements.