3 papers
cs.CV2026
Adaptive few-shot learning for robust part quality classification in two-photon lithography
Sixian Jia, Ruo-Syuan Mei, Chenhui Shao
Two-photon lithography (TPL) is an advanced additive manufacturing (AM) technique for fabricating high-precision micro-structures. While computer vision (CV) is proofed for automat…
cs.CV2025
Hybrid Synthetic Data Generation with Domain Randomization Enables Zero-Shot Vision-Based Part Inspection Under Extreme Class Imbalance
Ruo-Syuan Mei, Sixian Jia, Guangze Li +6
Machine learning, particularly deep learning, is transforming industrial quality inspection. Yet, training robust machine learning models typically requires large volumes of high-q…
cs.LG2025
Physics-informed data-driven machine health monitoring for two-photon lithography
Sixian Jia, Zhiqiao Dong, Chenhui Shao
Two-photon lithography (TPL) is a sophisticated additive manufacturing technology for creating three-dimensional (3D) micro- and nano-structures. Maintaining the health of TPL syst…