Friday, May 2025

01:50 PM - 02:10 PM

Room: LL21CD

Session: Artificial Intelligence for Display Manufacturing I

Diffusion-Based AI Solutions for Stabilizing Automated OLED Cell Repair Processes and Enhancing New Product Performance.

Description:

In OLED manufacturing, the Cell Repair process prevents defect leakage but struggles with limited defect classification in Rule-Based Systems. To address this, the company implemented Deep Learning (DL) techniques, though initial new product phases face data scarcity, reducing DL model accuracy. By using diffusion-based generative AI, requiring only one defect sample, defect data generation and DL system deployment were significantly improved, enabling automation and stabilizing production lines.