Aligning Expert Knowledge With Microstructural Features: A Cross‐Modal CLIP Framework for Continuous Spheroidization Grading of 12Cr1MoV Steel
Xianfei Sheng, Xiaoming Guo, Hanfeng Zhang, Bin Pan
The microstructural degradation of 12Cr1MoV heat‐resistant steel, primarily pearlite/bainite spheroidization, is a critical indicator of material aging. Conventional automated metallography relies on visual‐only “black‐box” CNNs, treating degradation levels as discrete labels and ignoring physical rules, continuous evolution, and expert morphological descriptions (e.g., …
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