Potential of Multimodal Large Language Models for Data Mining of Medical Images and Free-text Reports.
Yutong ZhangYi PanTianyang ZhongPeixin DongKangni XieYuxiao LiuHanqi JiangZhengliang LiuShijie ZhaoTuo ZhangXi JiangDinggang ShenTianming LiuXin ZhangPublished in: CoRR (2024)
Keyphrases
- medical images
- free text
- language model
- data mining
- language modeling
- medical data
- information extraction
- multimodal medical images
- probabilistic model
- structured data
- document retrieval
- anatomical structures
- n gram
- information retrieval
- natural language processing
- medical image analysis
- mr images
- medical records
- medical imaging
- statistical language models
- query expansion
- imaging modalities
- medical diagnosis
- retrieval model
- language modelling
- text mining
- semi structured
- clinical practice
- test collection
- query terms
- machine learning
- language models for information retrieval
- smoothing methods
- association rules
- expert systems
- knowledge discovery
- multi modal
- artificial intelligence
- relevance model
- natural language
- image analysis
- retrieval effectiveness