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…
cs.CV2025
Adversarially Domain-adaptive Latent Diffusion for Unsupervised Semantic Segmentation
Jongmin Yu, Zhongtian Sun, Chen Bene Chi +2
Semantic segmentation requires extensive pixel-level annotation, motivating unsupervised domain adaptation (UDA) to transfer knowledge from labelled source domains to unlabelled or…