Research

PL-Stitch

PL-Stitch

Self-supervised learning of procedure-aware video representations through probabilistic listwise temporal ranking.

LEMON

LEMON

A large-scale open-access surgical video dataset and foundation model for transferable surgical visual representation learning.

SurgLIME

SurgLIME

Scalable surgical vision-language pre-training with LLM-generated text and confidence-aware alignment.