JP7598393B2 - 深層学習を用いた三次元構造の検査または計測 - Google Patents
深層学習を用いた三次元構造の検査または計測 Download PDFInfo
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- JP7598393B2 JP7598393B2 JP2022578865A JP2022578865A JP7598393B2 JP 7598393 B2 JP7598393 B2 JP 7598393B2 JP 2022578865 A JP2022578865 A JP 2022578865A JP 2022578865 A JP2022578865 A JP 2022578865A JP 7598393 B2 JP7598393 B2 JP 7598393B2
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/02—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness
- G01B11/06—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material
- G01B11/0608—Height gauges
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/24—Measuring arrangements characterised by the use of optical techniques for measuring contours or curvatures
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- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/8851—Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
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- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/9501—Semiconductor wafers
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- G03F—PHOTOMECHANICAL PRODUCTION OF TEXTURED OR PATTERNED SURFACES, e.g. FOR PRINTING, FOR PROCESSING OF SEMICONDUCTOR DEVICES; MATERIALS THEREFOR; ORIGINALS THEREFOR; APPARATUS SPECIALLY ADAPTED THEREFOR
- G03F7/00—Photomechanical, e.g. photolithographic, production of textured or patterned surfaces, e.g. printing surfaces; Materials therefor, e.g. comprising photoresists; Apparatus specially adapted therefor
- G03F7/70—Microphotolithographic exposure; Apparatus therefor
- G03F7/70483—Information management; Active and passive control; Testing; Wafer monitoring, e.g. pattern monitoring
- G03F7/70491—Information management, e.g. software; Active and passive control, e.g. details of controlling exposure processes or exposure tool monitoring processes
- G03F7/705—Modelling or simulating from physical phenomena up to complete wafer processes or whole workflow in wafer productions
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- G03F7/00—Photomechanical, e.g. photolithographic, production of textured or patterned surfaces, e.g. printing surfaces; Materials therefor, e.g. comprising photoresists; Apparatus specially adapted therefor
- G03F7/70—Microphotolithographic exposure; Apparatus therefor
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- G03F7/70605—Workpiece metrology
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- G03F7/70666—Aerial image, i.e. measuring the image of the patterned exposure light at the image plane of the projection system
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- G01B2210/00—Aspects not specifically covered by any group under G01B, e.g. of wheel alignment, caliper-like sensors
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- G01N21/84—Systems specially adapted for particular applications
- G01N21/88—Investigating the presence of flaws or contamination
- G01N21/8851—Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges
- G01N2021/8887—Scan or image signal processing specially adapted therefor, e.g. for scan signal adjustment, for detecting different kinds of defects, for compensating for structures, markings, edges based on image processing techniques
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- G06T2207/30148—Semiconductor; IC; Wafer
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- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
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- Evolutionary Computation (AREA)
- Quality & Reliability (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Signal Processing (AREA)
- Length Measuring Devices By Optical Means (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Image Analysis (AREA)
- Image Processing (AREA)
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202063062446P | 2020-08-07 | 2020-08-07 | |
| US63/062,446 | 2020-08-07 | ||
| US17/393,979 | 2021-08-04 | ||
| US17/393,979 US11644756B2 (en) | 2020-08-07 | 2021-08-04 | 3D structure inspection or metrology using deep learning |
| PCT/US2021/044859 WO2022032046A1 (en) | 2020-08-07 | 2021-08-06 | 3d structure inspection or metrology using deep learning |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2023536564A JP2023536564A (ja) | 2023-08-28 |
| JP2023536564A5 JP2023536564A5 (https=) | 2024-06-25 |
| JP7598393B2 true JP7598393B2 (ja) | 2024-12-11 |
Family
ID=80114982
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2022578865A Active JP7598393B2 (ja) | 2020-08-07 | 2021-08-06 | 深層学習を用いた三次元構造の検査または計測 |
Country Status (8)
| Country | Link |
|---|---|
| US (1) | US11644756B2 (https=) |
| EP (1) | EP4153939A4 (https=) |
| JP (1) | JP7598393B2 (https=) |
| KR (1) | KR102685758B1 (https=) |
| CN (1) | CN115917246A (https=) |
| IL (1) | IL299069B2 (https=) |
| TW (1) | TWI865814B (https=) |
| WO (1) | WO2022032046A1 (https=) |
Families Citing this family (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US12057336B2 (en) * | 2020-12-16 | 2024-08-06 | Samsung Electronics Co., Ltd. | Estimating heights of defects in a wafer by scaling a 3D model using an artificial neural network |
| TWI820815B (zh) * | 2022-07-22 | 2023-11-01 | 合晶科技股份有限公司 | 平坦度缺陷特徵檢測方法 |
| IL299017B2 (en) * | 2022-12-12 | 2024-09-01 | Applied Materials Israel Ltd | Automatic segmentation of an image of a semiconductor specimen and usage in metrology |
| CN115791835B (zh) * | 2023-01-10 | 2025-01-24 | 上海语荻光电科技有限公司 | 一种图像采集系统及全息显示用微透镜阵列的微弱缺陷检测方法 |
| US12511731B2 (en) * | 2023-05-09 | 2025-12-30 | Orbotech Ltd. | System and method for three-dimensional imaging of samples using a machine learning algorithm |
| CN117601433A (zh) * | 2023-11-21 | 2024-02-27 | 湖南华曙高科技股份有限公司 | 零件平整度预测模型训练方法及零件平整度预测方法 |
| CN117824505B (zh) * | 2024-03-05 | 2024-05-07 | 四川京炜交通工程技术有限公司 | 一种公路护栏梁板中心离地高度快速检测装置 |
| US20250363615A1 (en) * | 2024-05-27 | 2025-11-27 | Kla Corporation | Image reconstruction via manifold learning |
| WO2026033368A1 (en) * | 2024-08-08 | 2026-02-12 | Orbotech Ltd | Ai 3d-reconstruction from single camera and multiple illumination angles |
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| JP2006135129A (ja) | 2004-11-08 | 2006-05-25 | Seiko Epson Corp | 半導体検査装置及び半導体装置の製造方法 |
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| JP2018519524A (ja) | 2015-06-29 | 2018-07-19 | ケーエルエー−テンカー コーポレイション | 半導体ウェハ上の高さを測定するための方法および装置 |
| JP2019132594A (ja) | 2018-01-29 | 2019-08-08 | セイコーエプソン株式会社 | 検査装置及び検査方法 |
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| EP4153939A4 (en) | 2024-07-17 |
| TWI865814B (zh) | 2024-12-11 |
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