Using BERT Pre-Trained Image Transformers to Identify Potential Parametric Wafer Map Defects

Author:

Jen En1,Ting Yiju1,Chen Boris1,Jan CH2,Huang Lester3,Lin ChingYu4,Wu Milton3,Feng Anna3,Wen Charless5,Chen HW5,Yeh Jason6,Lai Citi6

Affiliation:

1. MEDIATEK INC.,Al Dept.,Hsinchu,Taiwan

2. MEDIATEK INC,Process Engineering Div.,Hsinchu,Taiwan

3. MEDIATEK INC,Process Development Dept.,Hsinchu,Taiwan

4. MEDIATEK INC,Subcontractors Quality Engineering Dept.,Hsinchu,Taiwan

5. MEDIATEK INC,Test Engineering Dept.,Hsinchu,Taiwan

6. MEDIATEK INC,AI & Data Engineering Div.,Hsinchu,Taiwan

Publisher

IEEE

Reference17 articles.

1. An Embarrassingly Simple Approach for Wafer Feature Extraction and Defect Pattern Recognition;Nitish;arXiv preprint,2023

2. New Anomaly Detection in Semiconductor Manufacturing Process using Oversampling Method;Seunghwan;ICAART,2020

3. A Wafer Map Yield Prediction Based on Machine Learning for Productivity Enhancement

4. Active learning of convolutional neural network for cost-effective wafer map pattern classification;Jaewoong;IEEE Transactions on Semiconductor Manufacturing,2020

5. Wafer-Level Test Path Pattern Recognition and Test Characteristics for Test-Induced Defect Diagnosis

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