#endoscopy News & Analysis

2 articles tagged with #endoscopy. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 237/10

🧠

SAGE: An Expert-Annotated South Asian GI Endoscopy Dataset for Multimodal Learning and Hallucination Analysis

Researchers introduce SAGE, a South Asian GI endoscopy dataset with 1,300 expert-annotated images designed to address geographic bias in medical AI models. Benchmarking reveals existing AI models suffer significant performance degradation on South Asian data, with task-specific classifiers dropping 58% in accuracy and multimodal models showing substantial accuracy losses in clinical detection tasks.

AINeutralarXiv – CS AI · Jun 26/10

🧠

Self-supervised Monocular Depth and Pose Estimation for Endoscopy with Latent Priors

Researchers propose a self-supervised framework for monocular depth and pose estimation in endoscopy using a Generative Latent Bank and VAE to improve 3D mapping of the gastrointestinal tract. The method achieves superior performance over existing self-supervised approaches on standard endoscopic datasets without requiring synthetic training data.