most citedUMIT: Unifying Medical Imaging Tasks via Vision-Language Models

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cs.CV2026

DocCogito: Aligning Layout Cognition and Step-Level Grounded Reasoning for Document Understanding

Yuchuan Wu, Minghan Zhuo, Teng Fu +3

Document understanding with multimodal large language models (MLLMs) requires not only accurate answers but also explicit, evidence-grounded reasoning, especially in high-stakes sc…

cs.CV2025★ 1 cited

UMIT: Unifying Medical Imaging Tasks via Vision-Language Models

Haiyang Yu, Siyang Yi, Ke Niu +2

With the rapid advancement of deep learning, particularly in the field of medical image analysis, an increasing number of Vision-Language Models (VLMs) are being widely applied to…