TWI798380B - 圖案邊緣檢測方法 - Google Patents
圖案邊緣檢測方法 Download PDFInfo
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- TWI798380B TWI798380B TW108108657A TW108108657A TWI798380B TW I798380 B TWI798380 B TW I798380B TW 108108657 A TW108108657 A TW 108108657A TW 108108657 A TW108108657 A TW 108108657A TW I798380 B TWI798380 B TW I798380B
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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
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/13—Edge detection
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- 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
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N23/00—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00
- G01N23/22—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by measuring secondary emission from the material
- G01N23/225—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by measuring secondary emission from the material using electron or ion
- G01N23/2251—Investigating or analysing materials by the use of wave or particle radiation, e.g. X-rays or neutrons, not covered by groups G01N3/00 – G01N17/00, G01N21/00 or G01N22/00 by measuring secondary emission from the material using electron or ion using incident electron beams, e.g. scanning electron microscopy [SEM]
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/2431—Multiple classes
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/07—Investigating materials by wave or particle radiation secondary emission
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/40—Imaging
- G01N2223/401—Imaging image processing
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/50—Detectors
- G01N2223/507—Detectors secondary-emission detector
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/60—Specific applications or type of materials
- G01N2223/611—Specific applications or type of materials patterned objects; electronic devices
- G01N2223/6116—Specific applications or type of materials patterned objects; electronic devices semiconductor wafer
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- 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
- G06T2207/10056—Microscopic image
- G06T2207/10061—Microscopic image from scanning electron microscope
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- 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
- G06T2207/20081—Training; Learning
-
- 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
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- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Life Sciences & Earth Sciences (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Multimedia (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Immunology (AREA)
- Chemical & Material Sciences (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- Pathology (AREA)
- Medical Informatics (AREA)
- Computing Systems (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Quality & Reliability (AREA)
- Databases & Information Systems (AREA)
- Mathematical Physics (AREA)
- Image Analysis (AREA)
- Image Processing (AREA)
- Testing Or Measuring Of Semiconductors Or The Like (AREA)
- Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2018059802A JP6964031B2 (ja) | 2018-03-27 | 2018-03-27 | パターンエッジ検出方法 |
| JP2018-059802 | 2018-03-27 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TW201942796A TW201942796A (zh) | 2019-11-01 |
| TWI798380B true TWI798380B (zh) | 2023-04-11 |
Family
ID=68061339
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW108108657A TWI798380B (zh) | 2018-03-27 | 2019-03-14 | 圖案邊緣檢測方法 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US11436736B2 (https=) |
| JP (1) | JP6964031B2 (https=) |
| KR (1) | KR102802574B1 (https=) |
| CN (1) | CN111902844B (https=) |
| TW (1) | TWI798380B (https=) |
| WO (1) | WO2019188009A1 (https=) |
Families Citing this family (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11380516B2 (en) | 2017-04-13 | 2022-07-05 | Fractilia, Llc | System and method for generating and analyzing roughness measurements and their use for process monitoring and control |
| US10176966B1 (en) | 2017-04-13 | 2019-01-08 | Fractilia, Llc | Edge detection system |
| US10522322B2 (en) | 2017-04-13 | 2019-12-31 | Fractilia, Llc | System and method for generating and analyzing roughness measurements |
| US12142454B2 (en) | 2017-04-13 | 2024-11-12 | Fractilla, LLC | Detection of probabilistic process windows |
| JP2020139905A (ja) * | 2019-03-01 | 2020-09-03 | セイコーエプソン株式会社 | 検査装置、検査方法、およびプログラム |
| US11355305B2 (en) * | 2019-10-08 | 2022-06-07 | Fei Company | Low keV ion beam image restoration by machine learning for object localization |
| JP6730501B1 (ja) * | 2019-10-08 | 2020-07-29 | アイコンヤマト株式会社 | 自動図化装置、自動図化方法および自動図化プログラム |
| KR102888847B1 (ko) * | 2020-01-09 | 2025-11-19 | 주식회사 히타치하이테크 | 화상을 생성하는 시스템, 및 비일시적 컴퓨터 가독 매체 |
| JP7451384B2 (ja) * | 2020-01-10 | 2024-03-18 | 東レエンジニアリング先端半導体Miテクノロジー株式会社 | パターンエッジ検出方法、パターンエッジ検出装置、パターンエッジ検出をコンピュータに実行させるためのプログラムが記録された記録媒体 |
| US12243237B2 (en) | 2020-01-10 | 2025-03-04 | Tasmit, Inc. | Pattern-edge detection method, pattern-edge detection apparatus, and storage medium storing program for causing a computer to perform pattern-edge detection |
| US11416977B2 (en) * | 2020-03-10 | 2022-08-16 | Applied Materials, Inc. | Self-measurement of semiconductor image using deep learning |
| WO2021192119A1 (ja) * | 2020-03-25 | 2021-09-30 | ソニーグループ株式会社 | 情報処理装置、プログラム、および方法 |
| CA3078085A1 (en) * | 2020-04-09 | 2021-10-09 | Techinsights Inc. | System and method for image segmentation from sparse particle impingement data |
| CN111612897B (zh) * | 2020-06-05 | 2023-11-10 | 腾讯科技(深圳)有限公司 | 三维模型的融合方法、装置、设备及可读存储介质 |
| JP7492389B2 (ja) * | 2020-07-03 | 2024-05-29 | 株式会社ホロン | 画像検査装置および画像検査方法 |
| JP7690732B2 (ja) * | 2020-12-23 | 2025-06-11 | 富士フイルムビジネスイノベーション株式会社 | 情報処理システム及びプログラム |
| TWI798650B (zh) * | 2021-02-25 | 2023-04-11 | 環球晶圓股份有限公司 | 自動光學檢測方法、自動光學檢測系統及記錄媒體 |
| JP7821013B2 (ja) * | 2022-03-24 | 2026-02-26 | 株式会社Screenホールディングス | 検査システム、教師データ生成装置、教師データ生成方法およびプログラム |
| JP7711637B2 (ja) * | 2022-06-15 | 2025-07-23 | 株式会社Sumco | ウェーハの判定方法、判定プログラム、判定装置、ウェーハの製造方法及びウェーハ |
| DE102022118920A1 (de) * | 2022-07-28 | 2024-02-08 | Carl Zeiss Smt Gmbh | Verfahren, Lithographiemaske, Verwendung einer Lithographiemaske und Bearbeitungsanordnung |
| KR20250034980A (ko) * | 2022-09-08 | 2025-03-11 | 주식회사 히타치하이테크 | 치수 계측 시스템, 추정 시스템 및 치수 계측 방법 |
| CN116168041B (zh) * | 2023-04-26 | 2023-07-11 | 湖南隆深氢能科技有限公司 | 一种应用于贴合装置的实时检测方法及其系统 |
Citations (9)
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| US20100158345A1 (en) * | 2008-12-22 | 2010-06-24 | Tadashi Kitamura | Defect And Critical Dimension Analysis Systems And Methods For A Semiconductor Lithographic Process |
| US20130234019A1 (en) * | 2010-11-24 | 2013-09-12 | Atsushi Miyamoto | Global alignment using multiple alignment pattern candidates |
| US20130336574A1 (en) * | 2012-06-14 | 2013-12-19 | Kla-Tencor Corporation | Apparatus and methods for inspecting extreme ultra violet reticles |
| TWI515409B (zh) * | 2013-01-29 | 2016-01-01 | 日立全球先端科技股份有限公司 | A pattern evaluation device, and an appearance inspection device provided with a pattern evaluation device |
| US20160154922A1 (en) * | 2014-12-01 | 2016-06-02 | Globalfoundries Inc. | Optical proximity correction taking into account wafer topography |
| TW201706959A (zh) * | 2015-03-31 | 2017-02-16 | 克萊譚克公司 | 在圖案化晶圓上缺陷之子像素及子解析度局部化 |
| TWI594067B (zh) * | 2015-07-27 | 2017-08-01 | 達盟系統有限公司 | 在半導體製程的晶片設計佈局中發現未知問題圖案的系統與方法 |
| TW201741779A (zh) * | 2016-03-01 | 2017-12-01 | Asml荷蘭公司 | 判定圖案化製程參數之方法與裝置 |
| US20180005363A1 (en) * | 2015-01-30 | 2018-01-04 | Hitachi High-Technologies Corporation | Pattern Matching Device and Computer Program for Pattern Matching |
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| US6400838B2 (en) * | 1997-07-29 | 2002-06-04 | Kabushiki Kaisha Toshiba | Pattern inspection equipment, pattern inspection method, and storage medium storing pattern inspection program |
| JP3485052B2 (ja) * | 1999-12-16 | 2004-01-13 | 日本電気株式会社 | 参照画像作成方法、パターン検査装置及び参照画像作成プログラムを記録した記録媒体 |
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2018
- 2018-03-27 JP JP2018059802A patent/JP6964031B2/ja active Active
-
2019
- 2019-03-04 KR KR1020207030084A patent/KR102802574B1/ko active Active
- 2019-03-04 WO PCT/JP2019/008345 patent/WO2019188009A1/ja not_active Ceased
- 2019-03-04 US US17/040,533 patent/US11436736B2/en active Active
- 2019-03-04 CN CN201980021715.6A patent/CN111902844B/zh active Active
- 2019-03-14 TW TW108108657A patent/TWI798380B/zh active
Patent Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20100158345A1 (en) * | 2008-12-22 | 2010-06-24 | Tadashi Kitamura | Defect And Critical Dimension Analysis Systems And Methods For A Semiconductor Lithographic Process |
| US20130234019A1 (en) * | 2010-11-24 | 2013-09-12 | Atsushi Miyamoto | Global alignment using multiple alignment pattern candidates |
| US20130336574A1 (en) * | 2012-06-14 | 2013-12-19 | Kla-Tencor Corporation | Apparatus and methods for inspecting extreme ultra violet reticles |
| TWI515409B (zh) * | 2013-01-29 | 2016-01-01 | 日立全球先端科技股份有限公司 | A pattern evaluation device, and an appearance inspection device provided with a pattern evaluation device |
| US20160154922A1 (en) * | 2014-12-01 | 2016-06-02 | Globalfoundries Inc. | Optical proximity correction taking into account wafer topography |
| US20180005363A1 (en) * | 2015-01-30 | 2018-01-04 | Hitachi High-Technologies Corporation | Pattern Matching Device and Computer Program for Pattern Matching |
| TW201706959A (zh) * | 2015-03-31 | 2017-02-16 | 克萊譚克公司 | 在圖案化晶圓上缺陷之子像素及子解析度局部化 |
| TWI594067B (zh) * | 2015-07-27 | 2017-08-01 | 達盟系統有限公司 | 在半導體製程的晶片設計佈局中發現未知問題圖案的系統與方法 |
| TW201741779A (zh) * | 2016-03-01 | 2017-12-01 | Asml荷蘭公司 | 判定圖案化製程參數之方法與裝置 |
Also Published As
| Publication number | Publication date |
|---|---|
| JP6964031B2 (ja) | 2021-11-10 |
| CN111902844B (zh) | 2024-10-11 |
| US11436736B2 (en) | 2022-09-06 |
| JP2019174940A (ja) | 2019-10-10 |
| US20210027473A1 (en) | 2021-01-28 |
| TW201942796A (zh) | 2019-11-01 |
| CN111902844A (zh) | 2020-11-06 |
| KR102802574B1 (ko) | 2025-05-07 |
| KR20200135991A (ko) | 2020-12-04 |
| WO2019188009A1 (ja) | 2019-10-03 |
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