Lingran Song
3 papers · 2025–2026 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Research topics
Keywords
vision-language model
(2)
medical imaging
(1)
multimodal learning
(1)
medical image segmentation
(1)
instruction tuning
(1)
medical diagnosis
(1)
medical vision-language model
(1)
abnormality detection
(1)
medical image understanding
(1)
large language model
(1)
multi-agent system
(1)
multimodal segmentation
(1)
role-specialized collaboration
(1)
abnormal detection
(1)
abnormality localization
(1)
diagnosis segmentation
(1)
reward modeling
(1)
region-aware similarity
(1)
Papers
Sim4Seg: Boosting Multimodal Multi-disease Medical Diagnosis Segmentation with Region-Aware Vision-Language Similarity Masks
AAAI 2026
Improving Medical Large Vision-Language Models with Abnormal-Aware Feedback
ACL 2025
MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration
ACL 2025