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CelloType: A Transformer-Based AI Framework for Multitask Cell Segmentation and Classification in Spatial Omics

  • 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.

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