Summary Automated whole-slide image (WSI) analysis for cervical squamous cell carcinoma (CSCC) is challenged by limited pathological specificity in general models and poor cross-center generalization. We propose CSCC-PAG (pre-training, adaptation, generalization), a framework integrating domain-specific pre-training wi...
Zi-Rui Huang, Yen-Chun Liu, Sai-Hui Jin et al.· iScience· 0 citations
On-policy distillation from multiple teachers combines expertise from different domains in a single student, but conflicting gradients can hinder this integration. Gradient corrections directly constrain parameter updates under plain SGD. With optimizers such as AdamW, however, momentum, adaptive scaling, and weight de...
Tao-Jie Zhu, Jing Jin, Yuan Xia et al.· 0 citations
Multi-modal object re-identification exploits complementary RGB, near-infrared (NIR), and thermal-infrared (TIR) observations to retrieve target objects. However, existing methods commonly employ visual encoders optimized for global image-text alignment and select tokens using learned importance scores. Such designs fa...
Wan-Ke Xia, Rui Zhu, Xing-Guo Xu 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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