2 papers
cond-mat.mtrl-sci2025
Parameter-aware high-fidelity microstructure generation using stable diffusion
Hoang Cuong Phan, Minh Tien Tran, Chihun Lee +4
Synthesizing realistic microstructure images conditioned on processing parameters is crucial for understanding process-structure relationships in materials design. However, this ta…
cs.CV2025
Phase-fraction guided denoising diffusion model for augmenting multiphase steel microstructure segmentation via micrograph image-mask pair synthesis
Hoang Hai Nam Nguyen, Minh Tien Tran, Hoheok Kim +1
The effectiveness of machine learning in metallographic microstructure segmentation is often constrained by the lack of human-annotated phase masks, particularly for rare or compos…