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 PDFInfo
- Publication number
- 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
- 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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Classifications
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- 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
- G06T7/001—Industrial image inspection using an image reference approach
-
- 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
- G01N21/8806—Specially adapted optical and illumination features
-
- G—PHYSICS
- G03—PHOTOGRAPHY; CINEMATOGRAPHY; ANALOGOUS TECHNIQUES USING WAVES OTHER THAN OPTICAL WAVES; ELECTROGRAPHY; HOLOGRAPHY
- 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
- G03F1/00—Originals 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
- G03F1/68—Preparation processes not covered by groups G03F1/20 - G03F1/50
- G03F1/82—Auxiliary processes, e.g. cleaning or inspecting
- G03F1/84—Inspecting
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/22—Matching criteria, e.g. proximity measures
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/50—Image enhancement or restoration using two or more images, e.g. averaging or subtraction
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
- H04N23/56—Cameras or camera modules comprising electronic image sensors; Control thereof provided with illuminating means
-
- 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
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
-
- 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
- G06T2207/10—Image acquisition modality
- G06T2207/10024—Color image
-
- 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
- G06T2207/20—Special algorithmic details
- G06T2207/20212—Image combination
- G06T2207/20224—Image subtraction
-
- 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)
- 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)
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 |
Family
ID=56919431
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| 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)
| 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)
| 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 |
-
2016
- 2016-03-11 US US15/068,320 patent/US9747520B2/en active Active
- 2016-03-15 WO PCT/US2016/022497 patent/WO2016149285A1/en not_active Ceased
- 2016-03-15 JP JP2017548970A patent/JP6807324B2/ja active Active
- 2016-03-15 CN CN201680013835.8A patent/CN107580710B/zh active Active
- 2016-03-15 KR KR1020177029582A patent/KR102364951B1/ko active Active
- 2016-03-15 EP EP16765600.8A patent/EP3271939B1/en active Active
- 2016-03-16 TW TW105108129A patent/TWI668436B/zh active
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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