4 papers
SurgCheck: Do Vision-Language Models Really Look at Images in Surgical VQA?
Jongmin Shin, Ka Young Kim, Eunki Cho +2
Purpose: Vision-language models (VLMs) have shown promising performance in surgical visual question answering (VQA). However, existing surgical VQA datasets often contain linguisti…
Current validation practice undermines surgical AI development
Annika Reinke, Ziying O. Li, Minu D. Tizabi +97
Surgical data science (SDS) is rapidly advancing, yet clinical adoption of artificial intelligence (AI) in surgery remains limited, with inadequate validation as an important contr…
CurConMix+: A Unified Spatio-Temporal Framework for Hierarchical Surgical Workflow Understanding
Yongjun Jeon, Jongmin Shin, Kanggil Park +8
Surgical action triplet recognition aims to understand fine-grained surgical behaviors by modeling the interactions among instruments, actions, and anatomical targets. Despite its…
AURA: Development and Validation of an Augmented Unplanned Removal Alert System using Synthetic ICU Videos
Junhyuk Seo, Hyeyoon Moon, Kyu-Hwan Jung +2
Unplanned extubation (UE) remains a critical patient safety concern in intensive care units (ICUs), often leading to severe complications or death. Real-time UE detection has been…