micrographs

This paper introduces FatigueCV, a physics-informed deep learning framework that predicts steel fatigue life from optical micrographs in under 65ms, using a CNN with uncertainty estimation. Validation on synthetic micrographs shows strong performance (R²=0.93), though real-world validation is noted as future work.