FR2990545B1 - Systemes et procedes pour la detection, la classification et la quantification de caracteristiques de surface de plaquette avec des outils de metrologie de geometrie de plaquette. - Google Patents
Systemes et procedes pour la detection, la classification et la quantification de caracteristiques de surface de plaquette avec des outils de metrologie de geometrie de plaquette. Download PDFInfo
- Publication number
- FR2990545B1 FR2990545B1 FR1354175A FR1354175A FR2990545B1 FR 2990545 B1 FR2990545 B1 FR 2990545B1 FR 1354175 A FR1354175 A FR 1354175A FR 1354175 A FR1354175 A FR 1354175A FR 2990545 B1 FR2990545 B1 FR 2990545B1
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- FR
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- Prior art keywords
- quantification
- classification
- systems
- detection
- methods
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Links
- OLYYPKDAFUBMNJ-UHFFFAOYSA-N OC1(C(CN=O)CCCC1)C#CC1CC1 Chemical compound OC1(C(CN=O)CCCC1)C#CC1CC1 OLYYPKDAFUBMNJ-UHFFFAOYSA-N 0.000 description 1
Classifications
-
- G—PHYSICS
- 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
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/9501—Semiconductor wafers
-
- G—PHYSICS
- 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
-
- G—PHYSICS
- 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
- G01N21/95—Investigating the presence of flaws or contamination characterised by the material or shape of the object to be examined
- G01N21/956—Inspecting patterns on the surface of objects
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0004—Industrial image inspection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/12—Edge-based segmentation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/60—Analysis of geometric attributes
- G06T7/62—Analysis of geometric attributes of area, perimeter, diameter or volume
-
- H—ELECTRICITY
- H10—SEMICONDUCTOR DEVICES; ELECTRIC SOLID-STATE DEVICES NOT OTHERWISE PROVIDED FOR
- H10P—GENERIC PROCESSES OR APPARATUS FOR THE MANUFACTURE OR TREATMENT OF DEVICES COVERED BY CLASS H10
- H10P74/00—Testing or measuring during manufacture or treatment of wafers, substrates or devices
- H10P74/20—Testing or measuring during manufacture or treatment of wafers, substrates or devices characterised by the properties tested or measured, e.g. structural or electrical properties
- H10P74/203—Structural properties, e.g. testing or measuring thicknesses, line widths, warpage, bond strengths or physical defects
-
- H—ELECTRICITY
- H10—SEMICONDUCTOR DEVICES; ELECTRIC SOLID-STATE DEVICES NOT OTHERWISE PROVIDED FOR
- H10P—GENERIC PROCESSES OR APPARATUS FOR THE MANUFACTURE OR TREATMENT OF DEVICES COVERED BY CLASS H10
- H10P74/00—Testing or measuring during manufacture or treatment of wafers, substrates or devices
- H10P74/23—Testing or measuring during manufacture or treatment of wafers, substrates or devices characterised by multiple measurements, corrections, marking or sorting processes
-
- 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
-
- G—PHYSICS
- 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
- G01N2021/8854—Grading and classifying of flaws
- G01N2021/8861—Determining coordinates of flaws
- G01N2021/8864—Mapping zones of defects
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30108—Industrial image inspection
- G06T2207/30148—Semiconductor; IC; Wafer
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- General Health & Medical Sciences (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- Theoretical Computer Science (AREA)
- Immunology (AREA)
- Pathology (AREA)
- Signal Processing (AREA)
- Geometry (AREA)
- Quality & Reliability (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
- Image Analysis (AREA)
- Length Measuring Devices By Optical Means (AREA)
- Image Processing (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13469339 | 2012-05-11 | ||
| US13/469,339 US10330608B2 (en) | 2012-05-11 | 2012-05-11 | Systems and methods for wafer surface feature detection, classification and quantification with wafer geometry metrology tools |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| FR2990545A1 FR2990545A1 (fr) | 2013-11-15 |
| FR2990545B1 true FR2990545B1 (fr) | 2018-02-09 |
Family
ID=49487448
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| FR1354175A Active FR2990545B1 (fr) | 2012-05-11 | 2013-05-07 | Systemes et procedes pour la detection, la classification et la quantification de caracteristiques de surface de plaquette avec des outils de metrologie de geometrie de plaquette. |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US10330608B2 (https=) |
| JP (1) | JP6312370B2 (https=) |
| FR (1) | FR2990545B1 (https=) |
Families Citing this family (49)
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| US9875574B2 (en) * | 2013-12-17 | 2018-01-23 | General Electric Company | Method and device for automatically identifying the deepest point on the surface of an anomaly |
| US10289924B2 (en) * | 2011-10-17 | 2019-05-14 | Sharp Laboratories Of America, Inc. | System and method for scanned document correction |
| AU2011253779A1 (en) * | 2011-12-01 | 2013-06-20 | Canon Kabushiki Kaisha | Estimation of shift and small image distortion |
| US9595091B2 (en) | 2012-04-19 | 2017-03-14 | Applied Materials Israel, Ltd. | Defect classification using topographical attributes |
| US9858658B2 (en) | 2012-04-19 | 2018-01-02 | Applied Materials Israel Ltd | Defect classification using CAD-based context attributes |
| US10043264B2 (en) | 2012-04-19 | 2018-08-07 | Applied Materials Israel Ltd. | Integration of automatic and manual defect classification |
| US9715723B2 (en) | 2012-04-19 | 2017-07-25 | Applied Materials Israel Ltd | Optimization of unknown defect rejection for automatic defect classification |
| US9607233B2 (en) | 2012-04-20 | 2017-03-28 | Applied Materials Israel Ltd. | Classifier readiness and maintenance in automatic defect classification |
| US20140064596A1 (en) * | 2012-08-29 | 2014-03-06 | Micron Technology, Inc. | Descriptor guided fast marching method for analyzing images and systems using the same |
| US9546862B2 (en) * | 2012-10-19 | 2017-01-17 | Kla-Tencor Corporation | Systems, methods and metrics for wafer high order shape characterization and wafer classification using wafer dimensional geometry tool |
| US9389349B2 (en) * | 2013-03-15 | 2016-07-12 | Kla-Tencor Corporation | System and method to determine depth for optical wafer inspection |
| US10114368B2 (en) | 2013-07-22 | 2018-10-30 | Applied Materials Israel Ltd. | Closed-loop automatic defect inspection and classification |
| JP6002112B2 (ja) * | 2013-11-07 | 2016-10-05 | 東京エレクトロン株式会社 | 基板の欠陥分析装置、基板処理システム、基板の欠陥分析方法、プログラム及びコンピュータ記憶媒体 |
| KR101939288B1 (ko) * | 2014-02-12 | 2019-01-16 | 에이에스엠엘 네델란즈 비.브이. | 프로세스 윈도우를 최적화하는 방법 |
| US10576603B2 (en) * | 2014-04-22 | 2020-03-03 | Kla-Tencor Corporation | Patterned wafer geometry measurements for semiconductor process controls |
| JP2016058465A (ja) * | 2014-09-08 | 2016-04-21 | 株式会社日立ハイテクノロジーズ | 欠陥定量化方法、欠陥定量化装置、および欠陥評価値表示装置 |
| US10062158B2 (en) | 2015-07-10 | 2018-08-28 | Globalwafers Co., Ltd. | Wafer nanotopography metrology for lithography based on thickness maps |
| US9740805B1 (en) | 2015-12-01 | 2017-08-22 | Western Digital (Fremont), Llc | Method and system for detecting hotspots for photolithographically-defined devices |
| KR20190052128A (ko) * | 2016-10-04 | 2019-05-15 | 김기백 | 영상 데이터 부호화/복호화 방법 및 장치 |
| US10504213B2 (en) | 2016-11-22 | 2019-12-10 | Kla-Tencor Corporation | Wafer noise reduction by image subtraction across layers |
| US10031997B1 (en) * | 2016-11-29 | 2018-07-24 | Taiwan Semiconductor Manufacturing Co., Ltd. | Forecasting wafer defects using frequency domain analysis |
| JP2019061484A (ja) * | 2017-09-26 | 2019-04-18 | キヤノン株式会社 | 画像処理装置及びその制御方法及びプログラム |
| US11138507B2 (en) * | 2017-09-28 | 2021-10-05 | Applied Materials Israel Ltd. | System, method and computer program product for classifying a multiplicity of items |
| FR3077631B1 (fr) * | 2018-02-05 | 2021-01-01 | Unity Semiconductor | Procede et dispositif d'inspection d'une surface d'un objet comportant des materiaux dissimilaires |
| JP6899080B2 (ja) * | 2018-09-05 | 2021-07-07 | 信越半導体株式会社 | ウェーハ形状データ化方法 |
| US11410290B2 (en) * | 2019-01-02 | 2022-08-09 | Kla Corporation | Machine learning for metrology measurements |
| US11263496B2 (en) * | 2019-02-25 | 2022-03-01 | D2S, Inc. | Methods and systems to classify features in electronic designs |
| CN111650813B (zh) * | 2019-03-04 | 2024-04-16 | 东京毅力科创株式会社 | 基板处理装置、基板检查装置及方法、以及记录介质 |
| JP7379104B2 (ja) * | 2019-03-04 | 2023-11-14 | 東京エレクトロン株式会社 | 基板検査装置、基板処理装置、基板検査方法、及びコンピュータ読み取り可能な記録媒体 |
| JP7067524B2 (ja) * | 2019-04-15 | 2022-05-16 | 信越半導体株式会社 | ウェーハのフラットネス測定機の選定方法及び測定方法 |
| JP7067528B2 (ja) * | 2019-05-14 | 2022-05-16 | 信越半導体株式会社 | ナノトポロジー測定機の選定方法及び調整方法 |
| CN112213314B (zh) * | 2019-07-12 | 2022-11-29 | 长鑫存储技术有限公司 | 晶圆侧面缺陷的检测方法和检测系统 |
| CN111462110B (zh) * | 2020-04-20 | 2021-04-13 | 广东利元亨智能装备股份有限公司 | 焊缝质量检测方法、装置、系统及电子设备 |
| CN113554582B (zh) * | 2020-04-22 | 2022-11-08 | 中国科学院长春光学精密机械与物理研究所 | 电子设备盖板上功能孔的缺陷检测方法、装置以及系统 |
| CN112053360B (zh) * | 2020-10-10 | 2023-07-25 | 腾讯科技(深圳)有限公司 | 图像分割方法、装置、计算机设备及存储介质 |
| CN113781424B (zh) * | 2021-09-03 | 2024-02-27 | 苏州凌云光工业智能技术有限公司 | 一种表面缺陷检测方法、装置及设备 |
| CN113538586B (zh) * | 2021-09-14 | 2021-11-23 | 武汉精创电子技术有限公司 | 晶粒行列定位方法、装置和系统以及计算机可读存储介质 |
| CN114166171B (zh) * | 2022-02-14 | 2022-09-27 | 西安奕斯伟材料科技有限公司 | 晶体缺陷的检测方法与检测装置 |
| CN115131359B (zh) * | 2022-09-01 | 2022-12-23 | 南通恒强轧辊有限公司 | 一种金属加工件表面麻点缺陷检测方法 |
| CN115222733B (zh) * | 2022-09-19 | 2022-12-09 | 山东金源不锈钢制品有限公司 | 基于图像识别的金属构件表面缺陷检测方法 |
| JP2024176947A (ja) * | 2023-06-09 | 2024-12-19 | 株式会社Sumco | 欠陥検出装置、欠陥検出方法、及びプログラム |
| CN116994976A (zh) * | 2023-07-31 | 2023-11-03 | 西安奕斯伟材料科技股份有限公司 | 识别晶圆边缘缺陷类型的方法、装置、介质及晶圆加工方法 |
| CN116952958B (zh) * | 2023-09-18 | 2023-12-29 | 杭州百子尖科技股份有限公司 | 缺陷检测方法、装置、电子设备及存储介质 |
| WO2026015756A1 (en) * | 2024-07-11 | 2026-01-15 | Globalwafers Co., Ltd. | Systems and methods for regression filters and zero edge exclusion filters |
| CN119643552B (zh) * | 2024-11-01 | 2026-03-31 | 捷泰新能源科技(苏州)有限公司 | 一种基于图像处理的电池片划伤类型检测方法及装置 |
| CN119540171B (zh) * | 2024-11-08 | 2025-10-28 | 沈阳飞机工业(集团)有限公司 | 飞机复合材料结构表面缺陷检测方法 |
| CN119673751B (zh) * | 2024-11-14 | 2025-10-10 | 西安奕斯伟材料科技股份有限公司 | 改善外延晶圆品质的方法、装置,及外延晶圆和其制造方法 |
| CN119852195B (zh) * | 2024-12-13 | 2026-04-07 | 西安奕斯伟材料科技股份有限公司 | 一种晶圆表面缺陷的检测方法、装置、设备及介质 |
| CN119600022B (zh) * | 2025-02-08 | 2025-05-16 | 北京珂阳科技有限公司 | 半导体制造过程中增强晶圆探测的方法及系统 |
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| CN101479563A (zh) | 2006-04-28 | 2009-07-08 | 麦克罗尼克激光系统公司 | 用于记录图像以及表面研究的方法和装置 |
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| JP4102842B1 (ja) | 2006-12-04 | 2008-06-18 | 東京エレクトロン株式会社 | 欠陥検出装置、欠陥検出方法、情報処理装置、情報処理方法及びそのプログラム |
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| JP5103058B2 (ja) * | 2007-05-28 | 2012-12-19 | 株式会社日立ハイテクノロジーズ | 欠陥観察装置及び欠陥観察方法 |
| JP5180608B2 (ja) * | 2008-01-30 | 2013-04-10 | 株式会社日立ハイテクノロジーズ | ディスク表面の欠陥検査方法及び欠陥検査装置 |
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| US9595091B2 (en) * | 2012-04-19 | 2017-03-14 | Applied Materials Israel, Ltd. | Defect classification using topographical attributes |
-
2012
- 2012-05-11 US US13/469,339 patent/US10330608B2/en active Active
-
2013
- 2013-05-07 FR FR1354175A patent/FR2990545B1/fr active Active
- 2013-05-10 JP JP2013100041A patent/JP6312370B2/ja active Active
Also Published As
| Publication number | Publication date |
|---|---|
| US20130304399A1 (en) | 2013-11-14 |
| JP6312370B2 (ja) | 2018-04-18 |
| JP2013238595A (ja) | 2013-11-28 |
| FR2990545A1 (fr) | 2013-11-15 |
| US10330608B2 (en) | 2019-06-25 |
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