CelloType is a transformer-based AI framework for multitask cell segmentation and classification in spatial omics data.It integrates DINO and MaskDINO modules for object detection, instance segmentation, and classification.CelloType demonstrates superior performance on diverse datasets, including multiplexed fluorescence and spatial transcriptomic images.It supports multiscale segmentation and achieves high precision in simultaneous segmentation and classification tasks.