2 papers
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…
cs.CV2025
MatSSL: Robust Self-Supervised Representation Learning for Metallographic Image Segmentation
Hoang Hai Nam Nguyen, Phan Nguyen Duc Hieu, Ho Won Lee
MatSSL is a streamlined self-supervised learning (SSL) architecture that employs Gated Feature Fusion at each stage of the backbone to integrate multi-level representations effecti…