UniMedVL

flowchart TD
    A[Observation Level] --> B[Knowledge Level] --> C[Analysis Level]

    A1[UniMed-5M Dataset<br/>5.6M samples<br/>8 imaging modalities] --> A
    A --> A2[Quality Control<br/>Three-stage verification<br/>Expert validation]

    B1[Progressive Curriculum<br/>Foundation → Instruction → Unified] --> B
    B --> B2[Cross-modal Knowledge Fusion<br/>Understanding ↔ Generation]

    C1[Unified Architecture<br/>Dual encoders + MOT] --> C
    C --> C2[Multimodal Outputs<br/>Reports + Images + Annotations]

@misc{ning2025unimedvlunifyingmedicalmultimodal,
      title={Unimedvl: Unifying Medical Multimodal Understanding And Generation Through Observation-Knowledge-Analysis}, 
      author={Junzhi Ning and Wei Li and Cheng Tang and Jiashi Lin and Chenglong Ma and Chaoyang Zhang and Jiyao Liu and Ying Chen and Shujian Gao and Lihao Liu and Yuandong Pu and Huihui Xu and Chenhui Gou and Ziyan Huang and Yi Xin and Qi Qin and Zhongying Deng and Diping Song and Bin Fu and Guang Yang and Yuanfeng Ji and Tianbin Li and Yanzhou Su and Jin Ye and Shixiang Tang and Ming Hu and Junjun He},
      year={2025},
      eprint={2510.15710},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2510.15710},