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PointFormer: Keypoint-Guided Transformer for Simultaneous Nuclei Segmentation and Classification in Multi-Tissue Histology Images

Jing Xu,Lei Shi, Shuxi Li, Yameng Zhang,Guohua Zhao,Yucheng Shi, Jie Li,Yufei Gao

IEEE transactions on image processing a publication of the IEEE Signal Processing Society(2025)

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Key words
Nuclei segmentation and classification,Semantic keypoint estimation,Attention-guiding strategy,Multi-local perception Transformer
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