SurgLIME

Can LLM-Generated Text Empower Surgical Vision-Language Pre-training?

Chengan Che, Chao Wang, Jiayuan Huang, Xinyue Chen, Luis C. Garcia-Peraza-Herrera

CVPR Workshops 2026, Oral Presentation

SurgLIME enables scalable surgical vision-language pre-training using LLM-generated textual descriptions. It combines parameter-efficient vision-language alignment with a confidence-aware mechanism that reduces the contribution of less reliable generated text during training.

* Equal contribution.

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