... as a by-product. It leverages a pretrained segmentation model and multi-modal large language models (MLLMs) to automatically generate fine-grained masks and appearance-based descriptions from bounding box-annotated images, providing MFT mask-level supervision and rich textual guidance. Findings MFT...