2 papers
cs.CV2026
Physics Informed Generative AI Enabling Labour Free Segmentation For Microscopy Analysis
Salma Zahran, Zhou Ao, Zhengyang Zhang +3
Semantic segmentation of microscopy images is a critical task for high-throughput materials characterisation, yet its automation is severely constrained by the prohibitive cost, su…
physics.comp-ph2026
A joint voxel flow-phase field framework for ultra-long microstructure evolution prediction with physical regularization
Ao Zhou, Salma Zahran, Chi Chen +2
Phase-field (PF) modeling is a powerful tool for simulating microstructure evolution. To accelerate the simulation of PF models governed by complex PDEs, machine learning methods s…