Advancing Multi-Label Chest X-Ray Diagnosis: ProXray's Novel Methods
Advancing Multi-Label Chest X-Ray Diagnosis: ProXray's Novel Methods
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Explore the innovative approach of ProXray in enhancing multi-label chest X-ray (CXR) classification. This presentation covers the foundational aspects of ProXray, tackling challenges in CXR diagnostics, and leveraging the NIH ChestX-ray14 dataset to train artificial intelligence models. It delves into the Focal Hierarchical Loss Function for optimized disease classification and a Two-Phase Training Strategy to refine prediction accuracy. We discuss real-time deployment strategies utilizing...