Sub-pixel Defect Detection

The Problem

Reducing False Alarm Rates ($P_{FA}$) in 14nm fabrication.

Our Architecture

We implemented a custom encoder-decoder model with spatial attention to isolate low-contrast defects.

\[Loss = \alpha \cdot CrossEntropy + \beta \cdot Dice\]