This work proposes Graph-Supervised Hierarchical Clinical Alignment, which reformulates image-report supervision as a hierarchical clinical alignment problem, and combines instance-conditioned discriminative matching with disease-conditioned soft regularization, enabling fine-grained yet clinically consistent cross-mod...
Ying-Shu Li, Yun-Yi Liu, Zhan-Yu Wang et al.· 0 citations
This work introduces VTOS (Vision Tools Orchestration Search), a framework for adaptive visual tool orchestration through joint solution-observer search that outperforms static tool pipelines and agentic visual-programming baselines in complex settings such as dense, occluded scenes and out-of-distribution segmentation...
Discrete diffusion provides an effective alternative to autoregressive radiology report generation by enabling iterative, bidirectional report refinement.
Shaoyang Zhoua, Ying-Shu Li, Yun-Yi Liu et al.· 0 citations
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