JP6807324B2 - 検査ツールの検査感度を高めるシステム及び方法 - Google Patents

検査ツールの検査感度を高めるシステム及び方法 Download PDF

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JP6807324B2
JP6807324B2 JP2017548970A JP2017548970A JP6807324B2 JP 6807324 B2 JP6807324 B2 JP 6807324B2 JP 2017548970 A JP2017548970 A JP 2017548970A JP 2017548970 A JP2017548970 A JP 2017548970A JP 6807324 B2 JP6807324 B2 JP 6807324B2
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wafer
grayscale image
grayscale
image set
processor
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Japanese (ja)
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JP2018516451A5 (https=
JP2018516451A (ja
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シファン リー
シファン リー
ヨウシャン ウェン
ヨウシャン ウェン
スヴェン シュウィタラ
スヴェン シュウィタラ
プラシャント アジ
プラシャント アジ
レナ ニコライデス
レナ ニコライデス
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KLA Corp
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KLA Corp
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection
    • G06T7/001Industrial image inspection using an image reference approach
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N21/88Investigating the presence of flaws or contamination
    • G01N21/8806Specially adapted optical and illumination features
    • GPHYSICS
    • G03PHOTOGRAPHY; CINEMATOGRAPHY; ANALOGOUS TECHNIQUES USING WAVES OTHER THAN OPTICAL WAVES; ELECTROGRAPHY; HOLOGRAPHY
    • G03FPHOTOMECHANICAL PRODUCTION OF TEXTURED OR PATTERNED SURFACES, e.g. FOR PRINTING, FOR PROCESSING OF SEMICONDUCTOR DEVICES; MATERIALS THEREFOR; ORIGINALS THEREFOR; APPARATUS SPECIALLY ADAPTED THEREFOR
    • G03F1/00Originals for photomechanical production of textured or patterned surfaces, e.g., masks, photo-masks, reticles; Mask blanks or pellicles therefor; Containers specially adapted therefor; Preparation thereof
    • G03F1/68Preparation processes not covered by groups G03F1/20 - G03F1/50
    • G03F1/82Auxiliary processes, e.g. cleaning or inspecting
    • G03F1/84Inspecting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/22Matching criteria, e.g. proximity measures
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00Image enhancement or restoration
    • G06T5/50Image enhancement or restoration using two or more images, e.g. averaging or subtraction
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/56Cameras or camera modules comprising electronic image sensors; Control thereof provided with illuminating means
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10016Video; Image sequence
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10024Color image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20212Image combination
    • G06T2207/20224Image subtraction
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30108Industrial image inspection
    • G06T2207/30148Semiconductor; IC; Wafer

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  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Quality & Reliability (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Signal Processing (AREA)
  • Multimedia (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Chemical & Material Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • General Health & Medical Sciences (AREA)
  • Immunology (AREA)
  • Pathology (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
  • Testing Or Measuring Of Semiconductors Or The Like (AREA)
JP2017548970A 2015-03-16 2016-03-15 検査ツールの検査感度を高めるシステム及び方法 Active JP6807324B2 (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201562133959P 2015-03-16 2015-03-16
US62/133,959 2015-03-16
US15/068,320 US9747520B2 (en) 2015-03-16 2016-03-11 Systems and methods for enhancing inspection sensitivity of an inspection tool
US15/068,320 2016-03-11
PCT/US2016/022497 WO2016149285A1 (en) 2015-03-16 2016-03-15 Systems and methods for enhancing inspection sensitivity of an inspection tool

Publications (3)

Publication Number Publication Date
JP2018516451A JP2018516451A (ja) 2018-06-21
JP2018516451A5 JP2018516451A5 (https=) 2019-04-18
JP6807324B2 true JP6807324B2 (ja) 2021-01-06

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JP2017548970A Active JP6807324B2 (ja) 2015-03-16 2016-03-15 検査ツールの検査感度を高めるシステム及び方法

Country Status (7)

Country Link
US (1) US9747520B2 (https=)
EP (1) EP3271939B1 (https=)
JP (1) JP6807324B2 (https=)
KR (1) KR102364951B1 (https=)
CN (1) CN107580710B (https=)
TW (1) TWI668436B (https=)
WO (1) WO2016149285A1 (https=)

Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101939288B1 (ko) * 2014-02-12 2019-01-16 에이에스엠엘 네델란즈 비.브이. 프로세스 윈도우를 최적화하는 방법
US10563973B2 (en) 2016-03-28 2020-02-18 Kla-Tencor Corporation All surface film metrology system
JP6233824B1 (ja) * 2017-04-25 2017-11-22 合同会社ウイングビジョン 画像検査装置、生産システム、画像検査方法、プログラム及び記憶媒体
US11346882B2 (en) * 2017-11-03 2022-05-31 Tokyo Electron Limited Enhancement of yield of functional microelectronic devices
US11244873B2 (en) * 2018-10-31 2022-02-08 Tokyo Electron Limited Systems and methods for manufacturing microelectronic devices
US11953448B2 (en) * 2019-09-27 2024-04-09 Taiwan Semiconductor Manufacturing Company Ltd. Method for defect inspection
US11221300B2 (en) 2020-03-20 2022-01-11 KLA Corp. Determining metrology-like information for a specimen using an inspection tool
US11774371B2 (en) * 2020-05-22 2023-10-03 Kla Corporation Defect size measurement using deep learning methods
US11935244B2 (en) 2020-10-29 2024-03-19 Changxin Memory Technologies, Inc. Method and apparatus for improving sensitivity of wafer detection, and storage medium
US11868119B2 (en) 2021-09-24 2024-01-09 Tokyo Electron Limited Method and process using fingerprint based semiconductor manufacturing process fault detection
CN113936002A (zh) * 2021-12-17 2022-01-14 成都数之联科技有限公司 周期提取方法、装置、计算机设备及可读存储介质
CN116107154B (zh) * 2023-04-13 2023-09-05 长鑫存储技术有限公司 掩膜版数据生成方法、装置、设备及介质
TWI900897B (zh) * 2023-09-28 2025-10-11 聯策科技股份有限公司 晶圓檢測方法
CN117269197B (zh) * 2023-11-21 2024-02-02 昆明理工大学 多晶硅原料表面质量检测方法及检测装置
US12523934B2 (en) 2023-12-06 2026-01-13 Canon Kabushiki Kaisha Apparatus and method for calibrating a fluid dispenser

Family Cites Families (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5050230A (en) * 1989-11-29 1991-09-17 Eastman Kodak Company Hybrid residual-based hierarchical storage and display method for high resolution digital images in a multiuse environment
US6578188B1 (en) * 1997-09-17 2003-06-10 Numerical Technologies, Inc. Method and apparatus for a network-based mask defect printability analysis system
IL131092A (en) * 1999-07-25 2006-08-01 Orbotech Ltd Optical inspection system
TW563345B (en) * 2001-03-15 2003-11-21 Canon Kk Image processing for correcting defects of read image
US6859565B2 (en) * 2001-04-11 2005-02-22 Hewlett-Packard Development Company, L.P. Method and apparatus for the removal of flash artifacts
DE10330003B4 (de) * 2003-07-03 2007-03-08 Leica Microsystems Semiconductor Gmbh Vorrichtung, Verfahren und Computerprogramm zur Wafer-Inspektion
JP4562126B2 (ja) * 2004-09-29 2010-10-13 大日本スクリーン製造株式会社 欠陥検出装置および欠陥検出方法
JP4778755B2 (ja) * 2005-09-09 2011-09-21 株式会社日立ハイテクノロジーズ 欠陥検査方法及びこれを用いた装置
JP4723362B2 (ja) 2005-11-29 2011-07-13 株式会社日立ハイテクノロジーズ 光学式検査装置及びその方法
JP5228490B2 (ja) * 2005-12-26 2013-07-03 株式会社ニコン 画像解析によって欠陥検査を行う欠陥検査装置
WO2007091846A1 (en) * 2006-02-07 2007-08-16 Hantech Co., Ltd. Apparatus and method for detecting defects in wafer using line sensor camera
US7589869B2 (en) * 2006-04-28 2009-09-15 Electro Scientific Industries, Inc. Adjusting image quality using multi-wavelength light
JP5144202B2 (ja) * 2007-10-05 2013-02-13 オリンパス株式会社 画像処理装置およびプログラム
JP5286938B2 (ja) * 2008-05-27 2013-09-11 東京エレクトロン株式会社 針跡検査装置、プローブ装置、及び針跡検査方法、並びに記憶媒体
US8223327B2 (en) * 2009-01-26 2012-07-17 Kla-Tencor Corp. Systems and methods for detecting defects on a wafer
US8754960B2 (en) * 2009-05-01 2014-06-17 Koninklijke Philips N.V. Systems and apparatus for image-based lighting control and security control
US8855403B2 (en) * 2010-04-16 2014-10-07 Koh Young Technology Inc. Method of discriminating between an object region and a ground region and method of measuring three dimensional shape by using the same
TWI502549B (zh) 2012-02-20 2015-10-01 Univ Nat Kaohsiung Applied Sci 元件影像檢測方法及其系統
US9939386B2 (en) 2012-04-12 2018-04-10 KLA—Tencor Corporation Systems and methods for sample inspection and review
US8643836B1 (en) * 2012-08-30 2014-02-04 National Applied Research Laboratories Inspection method for inspecting defects of wafer surface
JP5862522B2 (ja) * 2012-09-06 2016-02-16 株式会社島津製作所 検査装置
KR101590831B1 (ko) * 2013-04-02 2016-02-03 주식회사 고영테크놀러지 기판의 이물질 검사방법
US9658150B2 (en) 2015-01-12 2017-05-23 Kla-Tencor Corporation System and method for semiconductor wafer inspection and metrology

Also Published As

Publication number Publication date
US9747520B2 (en) 2017-08-29
EP3271939A4 (en) 2018-09-12
EP3271939B1 (en) 2019-09-25
TW201636602A (zh) 2016-10-16
WO2016149285A1 (en) 2016-09-22
KR102364951B1 (ko) 2022-02-17
CN107580710B (zh) 2019-05-14
TWI668436B (zh) 2019-08-11
EP3271939A1 (en) 2018-01-24
US20160275671A1 (en) 2016-09-22
JP2018516451A (ja) 2018-06-21
CN107580710A (zh) 2018-01-12
KR20170128507A (ko) 2017-11-22

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