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Xiaomeng Chu

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Preprint Jul 2026

Fine-Grained Vision-Language Pretraining with Organ-Conditioned Pattern Tokens for CT Understanding

Computed tomography (CT) vision-language pretraining from paired volumes and radiology reports is a scalable yet challenging task. Existing methods commonly adopt global scan-report contrast, which is scalable but obscures heterogeneous organ evidence. Meanwhile, direct organ-level alignment remains coarse, since the s...

Guoliang You, Xiaomeng Chu · 0 citations
Preprint Jul 2026

Learning How Much, Not Just What: Cross-Patient Burden Order for CT Vision-Language Pretraining

Volumetric CT vision-language pretraining learns 3D representations from scan-report pairs, but global and anatomy-aware objectives supervise only correspondence: they establish what is present and leave how much unconstrained. Nothing separates a mild from an extensive case of the same finding along a consistent direc...

Guo-Liang You, Haifan Gong, Xiaomeng Chu · 0 citations

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