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Author

Junhong Chen

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#artificial intelligence Preprint Apr 2025

Clinician-Friendly Foundation Models for Ophthalmic Image Diagnostics without Fine-Tuning or Technical Barriers

GlobeReady is developed, a deployment-oriented platform powered by the RetiGlobe model and local feature augmentation that evaluates domain generalisability, Bayesian uncertainty quantification, out-of-distribution (OOD) detection, and feature-based case retrieval in medical imaging diagnostics.

Meng Wang, Tian Lin, Qing-Shan Hou et al. · 1 citation
Conference Jul 2026

Deep learning-based laboratory safety early warning

The results show that BC-YOLOv10-S delivers strong accuracy, robustness and lightweight deployment capability for laboratory safety warning, with clear engineering value and promising practical potential, thereby supporting the intelligent upgrading of laboratory safety management.

Qiang Zhao, Qingyang Zhang, Jun-Hong Chen et al. · 0 citations

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