摘要
晶圆飞拍成像系统的曝光控制对成像质量具有显著影响,传统基于空间域评价的曝光控制算法计算复杂且忽视了晶粒特征的差异,易导致曝光不均匀。为此,提出一种图像分区频率域评价的曝光控制方法。该方法采用分块的双阈值分割算法,对晶粒图像的特征区域进行自适应分割;结合高通滤波器和高斯金字塔算法,在频率域内快速提取图像高频信息,并设计一种区域加权评价函数对曝光效果进行综合评价。为实现在最大曝光时间内对最优曝光参数的快速搜索,提出了基于决策树的变步长搜索算法。对比实验结果表明:该搜索算法在保证准确率的前提下,使最佳图像的平均质量指标提高了1.34%,曝光参数调整时间减少了61.3%,保证了晶圆飞拍成像过程中的成像质量。
The exposure control of wafer motion imaging systems greatly affects image quality.Tradition⁃al spatial domain-based algorithms are complex and overlook differences in die features,causing uneven ex⁃posure.To solve this,we propose a method using frequency domain evaluation through image partition⁃ing.This method uses a block-based dual-threshold segmentation algorithm to adaptively segment image features.By combining high-pass filtering with a Gaussian pyramid algorithm,it efficiently extracts highfrequency information.A region-weighted evaluation function is crafted to evaluate uniform exposure ef⁃fects.Furthermore,a decision tree-based search algorithm with variable steps is introduced to quickly find optimal exposure parameters.Experiments show this algorithm improves image quality by 1.34%and re⁃duces exposure adjustment time by 61.3%,ensuring fast imaging quality in wafer motion imaging.
作者
王若宇
严富洋
刘暾东
WANG Ruoyu;YAN Fuyang;LIU Tundong(Pen-Tung Sah Institute of Micro-Nano Science and Technology,Xiamen University,Xiamen 361000,China)
出处
《光学精密工程》
EI
CAS
CSCD
北大核心
2024年第19期2933-2944,共12页
Optics and Precision Engineering
基金
国家市场监督总局科技计划项目(No.S2022MK0501)。
关键词
曝光控制
频率域分析
图像评价函数
变步长搜索
决策树
exposure control
frequency domain analysis
image evaluation function
variable step search
decision tree