A phase-fraction-conditioned diffusion model jointly synthesizes microstructure image-mask pairs, and using these pairs as augmentation improves segmentation accuracy on the MetalDAM steel benchmark.
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Phase-fraction guided denoising diffusion model for augmenting multiphase steel microstructure segmentation via micrograph image-mask pair synthesis
A phase-fraction-conditioned diffusion model jointly synthesizes microstructure image-mask pairs, and using these pairs as augmentation improves segmentation accuracy on the MetalDAM steel benchmark.