Tumor progression is accompanied by changes in architecture, morphology and microenvironmental organization, yet progression-associated heterogeneity is usually compressed into static diagnostic categories in histopathology. Here we present SpaTIE, a uterus-specific computational pathology framework that learns morphol...
Qi-Ming He, Yan Liu, Shuang Ge et al.· 0 citations
Spatial transcriptomics (ST) profiles gene expression within tissue architecture, but its cost and experimental complexity limit routine use. Predicting spatial expression from routinely available hematoxylin and eosin (HE) images therefore offers a scalable alternative. However, conventional methods often fit high-dim...
Shi-Ting Ruan, Xi-Tong Ling, Qi-Ming He et al.· 0 citations
DeCo-MIL is proposed for long-tailed WSI analysis, which jointly alleviates the nested dual long-tail through frequency-debiased counterfactual reasoning and achieves state-of-the-art performance in both tail-class recognition and overall classification.
Xiao-Xiao Li, Xi-Tong Ling, Jiawen Li et al.· 0 citations
ConRub-Med is introduced to preserve useful distinctions as rubric feedback moves from construction to policy optimization, and ranks first on six of nine benchmarks and achieves the highest medical and generalization averages.
Taojie Zhu, Yuan Xia, Tao Sun et al.· 0 citations
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