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欠陥検出市場(COVID-19インパクト分析付き):提供形態別(ハードウェア(カメラ、光学系、プロセッサ)、ソフトウェア(従来型、深層学習)、サービス)、用途別(製造、包装)、業種別、地域別 - 2026年までの世界予測


Defect Detection Market with COVID-19 Impact Analysis, by Offering (Hardware (Camera, Optics, and Processor), Software (Traditional and Deep-Learning); and Service), Application (Manufacturing, Packaging), Vertical, and Geography - Global Forecast to 2026

世界の欠陥検出市場は、2021年の35億米ドルから2026年には50億米ドルまで、2021年から2026年の間に7.5%のCAGRで成長すると予測されています。欠陥検出市場の成長は、メーカーが品質管理や品質保証プロセスの自... もっと見る

 

 

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MarketsandMarkets
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世界の欠陥検出市場は、2021年の35億米ドルから2026年には50億米ドルまで、2021年から2026年の間に7.5%のCAGRで成長すると予測されています。欠陥検出市場の成長は、メーカーが品質管理や品質保証プロセスの自動化に強く注力していること、政府や標準化団体が世界の製造企業に課している厳しい健康・安全対策、特定用途向け集積回路(ASIC)の需要が高いことなどが要因となっています。
"予測期間中、ハードウェア分野が最大のシェアを占めると推定"
欠陥検出市場のハードウェアセグメントは、2026年に最大の市場シェアを記録すると予測されています(提供による)。欠陥検出システムのハードウェアタイプには、カメラ、フレームグラバー、光学系、プロセッサなどがあります。市場の成長を促進する主な要因は、新興国での急速な工業化、製造業における自動外観検査システムの導入の増加、各国での賃金の上昇などです。
"製造用途が予測期間中に高いCAGRを記録"
製造業向けの欠陥検出市場は、アプリケーション別に、予測期間中に高いCAGRを記録すると予測されています。製造用途では、従来のルールベースのマシンビジョンアルゴリズムや人間の目では検査が困難な、あらゆる種類の表面上の化粧品の欠陥を検出することが求められます。産業界では、製造プロセスにおける品質保証の重要性が認識されており、その結果、長期的な自動化開発プロセスの不可欠な要素として欠陥検出が広く受け入れられています。自動化された生産プロセス全体で欠陥検出を使用することで、複雑な欠陥を短時間で特定することができます。これにより、コストの削減、応答時間と品質の向上につながります。また、製品の検査を迅速化し、欠陥の迅速な検出を容易にするために、深層学習やAIをベースにした欠陥検出システムの製造業への導入が増加していることも、市場の成長を促進しています。
"電子機器&半導体セグメントは、予測期間中に最大のシェアを占めると推定される"
欠陥検出市場の電子機器&半導体セグメントは、2026年に垂直方向で最大の市場シェアを記録すると推定されています。電子機器・半導体分野では、キズ、へこみ、色むら、ラベルの汚れ、髪の毛などの外観上の欠陥のほかに、ポートやコネクターのピンの曲がり、ネジの緩み、部品の欠落、バーコードの間違いなどの機能上の欠陥も検出して、不良品を減らし、生産品質を向上させる必要があります。電子機器・半導体分野では、部品のスループットが速い高速組立検査の需要が増加しており、厳しい品質基準に準拠する必要性が高まっていることが成長の原動力となっています。さらに、業界では、厚さがナノメートル単位の半導体ウェハーの製造が増加しており、今後、欠陥検出システムの需要が増加すると考えられます。
"APACは2021年から2026年にかけて最も速い地理的市場になると予測される"
予測期間中、APACの市場は最も高いCAGRで成長すると予想されています。中国、日本、インド、韓国などのAPAC諸国には、大規模な製造施設があり、自動化が最優先されています。工業化が急速に進んでおり、半導体、食品・包装、自動車などの産業が発達していることが、市場の成長を後押ししていると考えられます。また、「Make in India」など、大企業や中堅企業を後押しする政府のさまざまな取り組みも、APACの市場成長を後押ししています。この地域のメーカーは、産業用モノのインターネット(IIoT)やその他の産業用オートメーションソリューションの研究開発と導入に非常に多くの投資を行っています。
主な参加企業のプロファイルの内訳
- 会社別。ティア1=50%、ティア2=30%、ティア3=20
- 呼称別。Cレベルエグゼクティブ=30%、ディレクター=30%、その他(セールス、マーケティング、プロダクトマネージャー、各種組織のメンバー)=40%。
- 地域別 北米=30%、欧州=25%、APAC=40%、ROW=5%。
 
本レポートで紹介している主なプレイヤー
欠陥検出市場は、Microsoft(米国)、IBM(米国)、Amazon Web Services(米国)、OMRON Corporation(日本)、Cognex Corporation(米国)など、いくつかの確立されたプレーヤーによって支配されています。
 
調査範囲
当レポートでは、欠陥検出市場について、提供形態(ハードウェア、ソフトウェア、サービス)、用途(製造、包装)、業種(電子・半導体、自動車、金属・機械、食品・包装、医薬品)、地域(北米、欧州、アジア太平洋(APAC)、中東・アフリカ(MEA)を含むその他の地域(RoW))、南米に基づいて詳細に分析しています。また、このレポートでは、欠陥検出市場の推進要因、抑制要因、機会、課題についても包括的に検討しています。また、これらの市場の定量的な側面に加え、定性的な側面についても報告しています。
本レポートを購入する主なメリット
本レポートは、この欠陥検出市場のリーダー/新規参入者が、市場全体およびサブセグメントの収益数値の最も近い近似値に関する情報を得るのに役立ちます。このレポートは、ステークホルダーが競争状況を理解し、ビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、ステークホルダーが欠陥検出市場の脈動を理解するのに役立ち、主要な市場推進要因、阻害要因、課題、および機会に関する情報を提供します。

 



 

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Summary

The global defect detection market is estimated to grow from USD 3.5 billion in 2021 to USD 5.0 billion by 2026 at a CAGR of 7.5% during 2021–2026. The growth of the defect detection market is driven by factors such as strong focus of manufacturers on automating quality control and quality assurance processes; stringent health and safety measures imposed by governments and standards organizations on global manufacturing firms; and high demand for application-specific integrated circuits (ASICs).
“Hardware segment is estimated to hold the largest share of the market during the forecast period”
The hardware segment of the defect detection market is estimated to register the largest market share in 2026, by offering. Hardware type in defect detection systems include cameras, frame grabbers, optics, and processors. Major factors driving the growth of the market are rapid industrialization in emerging economies, increasing adoption of automated visual inspection systems in manufacturing, and increasing wages in various countries.
“Manufacturing application to register higher CAGR during the forecast period”
The defect detection market for manufacturing is projected to register the higher CAGR during the forecast period, by application. The manufacturing application requires defect detection of cosmetic defects on all types of surfaces, which are difficult to inspect with conventional rule-based machine vision algorithms and human eye. Industries have realized the importance of quality assurance in manufacturing processes, resulting in the widespread acceptance of defect detection as an integral part of the long-term automation development process. The use of defect detection throughout an automated production process further helps identify complex defects in a short span of time. This, in turn, helps in reducing costs and improving response time and quality. Also, increasing adoption of defect detection system based on deep learning and AI in manufacturing to expedite the inspection of products and to facilitate prompt detection of defects is also driving the market growth.
“Electronics & semiconductors segment is estimated to hold the largest share of the market during the forecast period”
The electronics & semiconductors segment of the defect detection market is estimated to register the largest market share in 2026, by vertical. In the electronics & semiconductors vertical, apart from cosmetic defects such as scratches, dents, shade variations, smeared labels and strands of human hair, functional defects such as bent pins on ports and connectors, untightened screws, missing components, and wrong barcodes also need to be detected to produce fewer defective products and improve quality production. Increasing demand for high-speed assembly inspection where the throughput of components is rapid and growing need to comply with stringent quality standards is driving the growth of the electronics & semiconductors segment. Moreover, the industry is increasingly manufacturing semiconductor wafers with thickness in nanometers; this will increase the demand for defect detection systems in the coming years.
“APAC is projected to become the fastest geographical market between 2021 and 2026”
The market in APAC is expected to grow at the highest CAGR during the forecast period. Countries in APAC, such as China, Japan, India, and South Korea, have some of the largest manufacturing facilities, wherein automation has been accorded the highest priority. Rapid industrialization, presence of well-established semiconductors, food & packaging, and automotive industries are likely to drive the market growth. Also, various government initiatives such as “Make in India” to encourage large and medium-sized enterprises are fueling the market growth in APAC. Manufacturers in this region are exceedingly investing in the R&D and implementation of Industrial Internet of Things (IIoT) and other industrial automation solutions.
Breakdown of profiles of primary participants:
• By Company: Tier 1 = 50%, Tier 2 = 30%, and Tier 3 = 20%
• By Designation: C-level Executives = 30%, Directors = 30%, and Others (sales, marketing, and product managers, as well as members of various organizations) = 40%
• By Region: North America = 30%, Europe= 25%, APAC=40%, and ROW=5%

Major players profiled in this report:
The defect detection market is dominated by a few established players such as Microsoft (US), IBM (US), Amazon Web Services (US), OMRON Corporation (Japan), and Cognex Corporation (US).

Research coverage
This report offers detailed insights into the defect detection market based on offering (hardware, software, services), application (manufacturing, and packaging), vertical (electronics & semiconductors, automotive, metals & machinery, food and packaging, and pharmaceuticals), and region (North America, Europe, Asia Pacific (APAC), and Rest of the World (RoW) which includes the Middle East & Africa (MEA)) and South America. The report also provides a comprehensive review of defect detection market drivers, restraints, opportunities, and challenges in the market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.
Key Benefits of Buying the Report
The report will help the leaders/new entrants in this defect detection market with information on the closest approximations of the revenue numbers for the overall market and the sub-segments. This report will help stakeholders understand the competitive landscape and gain more insights to better position their businesses and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the defect detection market and provides them information on key market drivers, restraints, challenges, and opportunities.



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Table of Contents

1 INTRODUCTION 27
1.1 STUDY OBJECTIVES 27
1.2 MARKET DEFINITION AND SCOPE 27
1.2.1 INCLUSIONS AND EXCLUSIONS 28
1.3 STUDY SCOPE 28
FIGURE 1 DEFECT DETECTION MARKET: SEGMENTATION 28
1.3.1 YEARS CONSIDERED 29
1.4 CURRENCY 29
1.5 VOLUME UNIT CONSIDERED 29
1.6 LIMITATIONS 30
1.7 STAKEHOLDERS 30
2 RESEARCH METHODOLOGY 31
2.1 RESEARCH DATA 31
FIGURE 2 DEFECT DETECTION MARKET: RESEARCH DESIGN 31
2.1.1 SECONDARY DATA 32
2.1.1.1 Major secondary sources 32
2.1.1.2 Secondary sources 33
2.1.2 PRIMARY DATA 33
2.1.2.1 Primary interviews with experts 33
2.1.2.2 Key data from primary sources 34
2.1.2.3 Key industry insights 34
2.1.2.4 Breakdown of primaries 35
2.1.3 SECONDARY AND PRIMARY RESEARCH 35
2.2 MARKET SIZE ESTIMATION 36
FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 36
2.2.1 BOTTOM-UP APPROACH 36
2.2.1.1 Estimating market size by bottom-up approach (demand side) 36
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 37
2.2.2 TOP-DOWN APPROACH 37
2.2.2.1 Estimating market size by top-down approach (supply side) 37
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 37
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 38
FIGURE 6 DATA TRIANGULATION 38
2.4 RESEARCH ASSUMPTIONS 39
2.5 RISK ASSESSMENT 40
TABLE 1 LIMITATIONS AND ASSOCIATED RISKS 40

3 EXECUTIVE SUMMARY 41
FIGURE 7 HARDWARE SEGMENT EXPECTED TO DOMINATE DEFECT DETECTION
MARKET DURING FORECAST PERIOD 42
FIGURE 8 MANUFACTURING SEGMENT EXPECTED TO HOLD LARGER
MARKET SHARE IN 2026 42
FIGURE 9 ELECTRONICS & SEMICONDUCTORS SEGMENT TO REGISTER HIGHEST CAGR IN DEFECT DETECTION MARKET FROM 2021 TO 2026 43
FIGURE 10 APAC ACCOUNTED FOR LARGEST SHARE OF DEFECT DETECTION
MARKET IN 2021 44
4 PREMIUM INSIGHTS 45
4.1 DEFECT DETECTION MARKET, 2021–2026 45
FIGURE 11 STRONG FOCUS OF MANUFACTURERS ON AUTOMATING QUALITY
CONTROL AND QUALITY ASSURANCE PROCESSES IS DRIVING DEFECT DETECTION MARKET GROWTH 45
4.2 DEFECT DETECTION MARKET, BY OFFERING 45
FIGURE 12 SOFTWARE SEGMENT TO GROW AT HIGHEST CAGR
DURING FORECAST PERIOD 45
4.3 DEFECT DETECTION MARKET, BY VERTICAL 46
FIGURE 13 ELECTRONICS & SEMICONDUCTORS SEGMENT PROJECTED TO
CAPTURE HIGHEST CAGR DURING FORECAST PERIOD 46
4.4 DEFECT DETECTION MARKET, BY APPLICATION 46
FIGURE 14 MANUFACTURING SEGMENT PROJECTED TO RECORD HIGHER CAGR
DURING FORECAST PERIOD 46
4.5 DEFECT DETECION MARKET IN APAC, BY APPLICATION & COUNTRY, 2020 47
FIGURE 15 CHINA ACCOUNTED FOR LARGEST SHARE OF APAC DEFECT DETECTION MARKET IN 2020 47
4.6 DEFECT DETECTION MARKET, BY REGION 47
FIGURE 16 APAC ESTIMATD TO HOLD LARGEST SHARE OF DEFECT
DETECTION MARKET IN 2021 47
5 MARKET OVERVIEW 48
5.1 INTRODUCTION 48
5.2 MARKET DYNAMICS 48
FIGURE 17 IMPACT OF DRIVERS AND OPPORTUNITIES ON DEFECT DETECTION MARKET 48
FIGURE 18 IMPACT OF CHALLENGES AND RESTRAINTS ON DEFECT DETECTION MARKET 49
5.2.1 DRIVERS 49
5.2.1.1 Strong focus of manufacturers on automating quality control and quality assurance processes 49
5.2.1.2 Stringent health and safety measures imposed by governments and standards organizations on global manufacturing firms 50
5.2.1.3 High demand for application-specific integrated circuits (ASICs) 50
5.2.2 RESTRAINTS 51
5.2.2.1 Dearth of skilled professionals in manufacturing factories 51

5.2.3 OPPORTUNITIES 52
5.2.3.1 Increasing adoption of artificial intelligence (AI) technology in
defect detection 52
5.2.3.2 Rapid industrialization in emerging economies, along with government initiatives to facilitate adoption of automated tools in manufacturing plants 53
5.2.4 CHALLENGES 53
5.2.4.1 Complexity in implementation of defect detection
solutions and technologies 53
5.3 VALUE CHAIN ANALYSIS 54
FIGURE 19 VALUE CHAIN ANALYSIS: MAXIMUM VALUE IS ADDED BY COMPONENT AND SYSTEM MANUFACTURERS, FOLLOWED BY SYSTEM INTEGRATORS 54
5.3.1 RESEARCH & DEVELOPMENT ENGINEERS AND RAW MATERIAL SUPPLIERS 54
5.3.2 COMPONENT AND SYSTEM MANUFACTURERS 54
5.3.3 SYSTEM INTEGRATORS 55
5.3.4 SUPPLIERS AND DISTRIBUTORS 55
5.4 PORTER’S FIVE FORCES ANALYSIS 55
TABLE 2 IMPACT OF EACH FORCE ON DEFECT DETECTION MARKET 55
5.5 AVERAGE SELLING PRICE ANALYSIS 56
TABLE 3 AVERAGE SELLING PRICE OF SMART CAMERAS AND INSPECTION SYSTEMS 56
TABLE 4 PRICING ANALYSIS OF CAMERAS AND MODULES USED
FOR DEFECT DETECTION 57
5.6 TRADE ANALYSIS 57
5.6.1 IMPORT SCENARIO OF PRODUCTS UNDER HS CODE 852580 57
TABLE 5 IMPORT DATA FOR PRODUCTS UNDER HS CODE 852580, BY COUNTRY, 2016–2020 (USD MILLION) 58
5.6.2 EXPORT SCENARIO OF PRODUCTS UNDER HS CODE 852580 58
TABLE 6 EXPORT DATA FOR PRODUCTS UNDER HS CODE 852580, BY COUNTRY, 2016–2020 (USD MILLION) 59
5.7 REVENUE SHIFT AND NEW REVENUE POCKETS FOR DEFECT
DETECTION MARKET PLAYERS 59
FIGURE 20 REVENUE SHIFT IN DEFECT DETECTION MARKET 59
5.8 DEFECT DETECTION ECOSYSTEM 60
5.8.1 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN 60
5.9 CASE STUDY ANALYSIS 61
5.9.1 COGNEX CORPORATION: AVTEX (CANADA) 61
TABLE 7 COGNEX CORPORATION: COGNEX VISIONPRO SOFTWARE 61
5.9.2 MICROSOFT: AIRBUS (GERMANY) 62
TABLE 8 MICROSOFT: AZURE COGNITIVE SERVICES 62
5.9.3 DATALOGIC: NEWBAZE IRELAND NUTRITION (IRELAND) 62
TABLE 9 DATALOGIC: MX-E PROCESSOR 62
5.10 PATENT ANALYSIS 63
5.10.1 PATENT REGISTRATIONS, 2018–2021 63
TABLE 10 SOME PATENT REGISTRATIONS, 2018–2021 63
5.10.2 DEFECT DETECTION: PATENT ANALYSIS 64
5.10.2.1 Methodology 64
5.10.2.2 Document type 64
TABLE 11 PATENTS FILED 64
FIGURE 21 PATENTS FILED BETWEEN 2018 AND 2020 65
FIGURE 22 GRANTED PATENT TRENDS, 2015–2020 65
5.10.2.3 Insight 65
5.11 TECHNOLOGY TRENDS 66
5.11.1 AI IN DEFECT DETECTION 66
5.11.2 DEEP LEARNING 66
5.11.3 LIQUID LENSES 66
5.11.4 ROBOTIC VISION 67
5.11.5 INDUSTRIAL INTERNET OF THINGS AND AI 67
5.12 TARIFFS AND REGULATIONS 67
5.12.1 NEGATIVE IMPACT OF TARIFFS ON MACHINE VISION MARKET 67
5.12.2 POSITIVE IMPACT OF TARIFFS ON MACHINE VISION MARKET 68
5.12.3 REGULATIONS 68
5.12.3.1 CAMERA 68
5.12.3.1.1 EMVA 1288 68
5.12.3.1.2 ASTM E57 68
5.12.3.2 Lens 68
6 DEFECT DETECTION MARKET, BY OFFERING 69
6.1 INTRODUCTION 70
FIGURE 23 DEFECT DETECTION MARKET FOR SOFTWARE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 70
TABLE 12 DEFECT DETECTION MARKET, BY OFFERING, 2018–2020 (USD MILLION) 70
TABLE 13 DEFECT DETECTION MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 70
6.2 HARDWARE 71
FIGURE 24 CAMERAS SEGMENT TO GROW AT HIGHEST CAGR IN DEFECT DETECTION MARKET FOR HARDWARE DURING FORECAST PERIOD 71
TABLE 14 DEFECT DETECTION MARKET FOR HARDWARE, BY TYPE,
2018–2020 (USD MILLION) 71
TABLE 15 DEFECT DETECTION MARKET FOR HARDWARE, BY TYPE,
2021–2026 (USD MILLION) 72
6.2.1 CAMERAS 72
6.2.1.1 Cameras, by format 73
6.2.1.1.1 Area scan cameras 73
6.2.1.1.1.1 Area scan cameras are used for stationary test objects 73
6.2.1.1.2 Line scan cameras 74
6.2.1.1.2.1 Line scan cameras provide cost advantage and can offer higher resolution than area scan cameras 74
6.2.1.2 Cameras, by frame rate 74
6.2.1.2.1 Frame rates of less than 25 fps are used for applications involving large objects 74
6.2.1.3 Sensors 74
6.2.1.3.1 CCD sensor 74
6.2.1.3.1.1 CCD sensors offer higher sensitivity with lower noise than CMOS sensors 74
6.2.1.3.2 CMOS sensor 75
6.2.1.3.2.1 CMOS offers benefits such as low power consumption and high-speed performance 75
6.2.2 FRAME GRABBERS 75
6.2.2.1 Frame grabbers are used to capture high-resolution digital still images from analog signal or digital video systems 75
6.2.3 OPTICS 76
6.2.3.1 Optics deliver captured images through image sensors present in cameras to end users 76
6.2.4 PROCESSORS 76
6.2.4.1 FPGAs are most preferred processors in defect detection market 76
6.3 SOFTWARE 77
FIGURE 25 DEFECT DETECTION MARKET FOR DEEP LEARNING SOFTWARE TO
GROW AT HIGHER CAGR DURING FORECAST PERIOD 77
TABLE 16 DEFECT DETECTION MARKET FOR SOFTWARE, BY TYPE,
2018–2020 (USD MILLION) 78
TABLE 17 DEFECT DETECTION MARKET FOR SOFTWARE, BY TYPE,
2021–2026 (USD MILLION) 78
6.3.1 TRADITIONAL SOFTWARE 78
6.3.1.1 Traditional software held largest share of market in 2020 78
6.3.2 DEEP LEARNING SOFTWARE 79
6.3.2.1 Deep learning software automates and scales defect detection 79
6.4 SERVICES 79
6.4.1 GROWING ADOPTION OF AI AND DEEP LEARNING TECHNOLOGIES TO
BOOST DEMAND FOR SERVICES 79
7 DEFECT DETECTION MARKET, BY APPLICATION 81
7.1 INTRODUCTION 82
FIGURE 26 MANUFACTURING APPLICATION EXPECTED TO REGISTER HIGHER CAGR IN DEFECT DETECTION MARKET DURING FORECAST PERIOD 82
TABLE 18 DEFECT DETECTION MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 82
TABLE 19 DEFECT DETECTION MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 83
7.2 MANUFACTURING 83
TABLE 20 DEFECT DETECTION MARKET FOR MANUFACTURING APPLICATION, BY TYPE, 2018–2020 (USD MILLION) 83
TABLE 21 DEFECT DETECTION MARKET FOR MANUFACTURING APPLICATION, BY TYPE, 2021–2026 (USD MILLION) 84
TABLE 22 DEFECT DETECTION MARKET FOR MANUFACTURING, BY VERTICAL,
2018–2020 (USD MILLION) 84
TABLE 23 DEFECT DETECTION MARKET FOR MANUFACTURING, BY VERTICAL,
2021–2026 (USD MILLION) 84
FIGURE 27 APAC EXPECTED TO REGISTER HIGHEST CAGR IN DEFECT DETECTION MARKET FOR MANUFACTURING APPLICATION FROM 2021 TO 2026 85
TABLE 24 DEFECT DETECTION MARKET FOR MANUFACTURING, BY REGION,
2018–2020 (USD MILLION) 85
TABLE 25 DEFECT DETECTION MARKET FOR MANUFACTURING, BY REGION,
2021–2026 (USD MILLION) 85
7.2.1 ASSEMBLY VERIFICATION 86
TABLE 26 USE CASE: COGNEX IN-SIGHT ENSURES QUALITY CONTROL OF
GUANGDONG TYCO PRODUCTS 86
7.2.1.1 Presence/Absence checks 87
7.2.1.1.1 Defect detection systems ensure completeness of
final product and detect missing items before
they are distributed 87
TABLE 27 USE CASE: COGNEX’S VISION SYSTEM ENABLES FAST AND INEXPENSIVE UPGRADE OF TABLET PRINTING SYSTEMS 87
7.2.1.2 Feature location 88
7.2.1.2.1 Deep learning-based defect detection systems identify complex defects 88
7.2.1.3 Visual Inspection 88
7.2.1.3.1 Defect detection system helps in detecting defects related to quantity in vials and dimension in tablets/pills 88
7.2.2 FLAW DETECTION 88
7.2.2.1 Measurement (Size outside tolerances) 89
7.2.2.1.1 Defect detection systems find defects related to measurement in production processes 89
7.2.2.2 Surface anomalies 89
7.2.2.2.1 Technologically advanced defect detection systems ensure consistent quality through anomaly detection 89
TABLE 28 USE CASE: COGNEX’S VIDI MACHINE VISION SYSTEM HELPED IN
ENHANCING PART IDENTIFICATION ACCURACY 89
7.2.3 FABRICATION INSPECTION 90
7.2.3.1 Welding inspection 90
7.2.3.1.1 Defect detection systems are capable of identifying complex weld defects 90
7.2.3.2 Semiconductor device fabrication 90
7.2.3.2.1 Defect detection systems inspect silicon wafer defects at fabrication stage to avoid errors at later stages 90
TABLE 29 USE CASE: OMRON CORPORATION: FH SERIES VISION SYSTEM FOR
HDI PCB MANUFACTURER 91
7.3 PACKAGING 91
TABLE 30 USE CASE: NOVIO PACKAGING REACHED NEW LEVELS OF QUALITY
WITH OMRON MACHINE VISION SYSTEM 92
TABLE 31 DEFECT DETECTION MARKET FOR PACKAGING APPLICATION, BY TYPE,
2018–2020 (USD MILLION) 92
TABLE 32 DEFECT DETECTION MARKET FOR PACKAGING APPLICATION, BY TYPE,
2021–2026 (USD MILLION) 92
FIGURE 28 FOOD & PACKAGING VERTICAL EXPECTED TO REGISTER HIGHEST CAGR IN DEFECT DETECTION MARKET FOR PACKAGING APPLICATION DURING FORECAST PERIOD 93
TABLE 33 DEFECT DETECTION MARKET FOR PACKAGING, BY VERTICAL,
2018–2020 (USD MILLION) 93
TABLE 34 DEFECT DETECTION MARKET FOR PACKAGING, BY VERTICAL,
2021–2026 (USD MILLION) 93
TABLE 35 DEFECT DETECTION MARKET FOR PACKAGING, BY REGION,
2018–2020 (USD MILLION) 94
TABLE 36 DEFECT DETECTION MARKET FOR PACKAGING, BY REGION,
2021–2026 (USD MILLION) 94
7.3.1 GRADING 94
7.3.1.1 Defect detection systems are used for grading based on size,
color, and other parameters 94
7.3.1.2 Organic grading 94
TABLE 37 USE CASE: NKL CONTACTLENZEN IMPROVED QUALITY AND TRACEABILITY WITH COGNEX’S IN-SIGHT VISION SYSTEMS 95
7.3.2 LABEL VALIDATION 95
TABLE 38 USE CASE: COGNEX’S VISION SENSORS VERIFY LABELING LANGUAGE FOR RECONCILE ENGINEERING 96
7.3.2.1 Product information 96
7.3.2.1.1 Defect detection systems are used to detect product information defects 96
7.3.2.2 Barcodes 97
7.3.2.2.1 Defect detection systems are used to detect barcode defects such as poorly printed code, low-contrast, scratched, or hard-to-read codes 97
7.3.3 CONTAINER/PACKAGING INSPECTION 97
TABLE 39 USE CASE: COGNEX CORPORATION: COGNEX IN-SIGHT VISION SYSTEMS USED BY PACKAGING TECHNOLOGIES & INSPECTION (US) 98
7.3.3.1 Packaging integrity 98
7.3.3.1.1 Defect detection system caters to detect defects in package assembly and wrapping 98
TABLE 40 USE CASE: VARTA USES VISIONPRO 3D TO ACHIEVE PRODUCTION SPEED AND PRODUCT QUALITY 99
8 DEFECT DETECTION MARKET, BY VERTICAL 100
8.1 INTRODUCTION 101
FIGURE 29 ELECTRONICS & SEMICONDUCTORS TO REGISTER HIGHEST CAGR
BETWEEN 2021 AND 2026 101
TABLE 41 DEFECT DETECTION MARKET, BY VERTICAL, 2018–2020 (USD MILLION) 101
TABLE 42 DEFECT DETECTION MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 102
8.2 AUTOMOTIVE 102
8.2.1 DEFECT DETECTION OFFERS IMPROVED ACCURACY IN CRITICAL ACTIVITIES IN AUTOMOTIVE SECTOR 102
TABLE 43 AUTOMOTIVE: DEFECT DETECTION MARKET, BY APPLICATION,
2018–2020 (USD MILLION) 103
TABLE 44 AUTOMOTIVE: DEFECT DETECTION MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 103
TABLE 45 AUTOMOTIVE MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 103
TABLE 46 AUTOMOTIVE MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 103
TABLE 47 AUTOMOTIVE PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 104
TABLE 48 AUTOMOTIVE PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 104
8.3 ELECTRONICS & SEMICONDUCTOR 104
8.3.1 IDENTIFICATION OF MACRO AND MICROSCOPIC DEFECTS BOOST VERTICAL 104
FIGURE 30 MANUFACTURING OF ELECTRONICS & SEMICONDUCTORS TO GROW AT HIGHEST CAGR (2021–2026) 105
TABLE 49 ELECTRONICS & SEMICONDUCTOR: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 105
TABLE 50 ELECTRONICS & SEMICONDUCTOR: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 105
TABLE 51 ELECTRONICS & SEMICONDUCTOR MANUFACTURING: DEFECT DETECTION MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 106
TABLE 52 ELECTRONICS & SEMICONDUCTOR MANUFACTURING: DEFECT DETECTION MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 106
TABLE 53 ELECTRONICS & SEMICONDUCTOR PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 106
TABLE 54 ELECTRONICS & SEMICONDUCTOR PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 106
8.4 METALS & MACHINERY 107
8.4.1 COST-EFFECTIVENESS, EFFICIENCY, AND ACCURACY FUEL
GROWTH IN VERTICAL 107
TABLE 55 METALS & MACHINERY: DEFECT DETECTION MARKET, BY APPLICATION, 2018–2020 (USD MILLION) 107
TABLE 56 METALS & MACHINERY: DEFECT DETECTION MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 107
TABLE 57 METALS & MACHINERY MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 108
TABLE 58 METALS & MACHINERY MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 108
TABLE 59 METALS & MACHINERY PACKAGING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 108
TABLE 60 METALS & MACHINERY PACKAGING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 108
8.5 FOOD & PACKAGING 109
8.5.1 DEFECT DETECTION SYSTEMS INSPECT PACKAGING PROCESSES
AND REDUCE ERRORS 109
FIGURE 31 FOOD PACKAGING TO DOMINATE DEFECT DETECTION MARKET
FROM 2021 TO 2026 109
TABLE 61 FOOD & PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION,
2018–2020 (USD MILLION) 110
TABLE 62 FOOD & PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 110
TABLE 63 FOOD & PACKAGING MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 110
TABLE 64 FOOD & PACKAGING MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 111
TABLE 65 FOOD PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION,
2018–2020 (USD MILLION) 111
TABLE 66 FOOD PACKAGING: DEFECT DETECTION MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 111
8.6 PHARMACEUTICALS 112
8.6.1 DEMAND DRIVEN BY NEED FOR STRICT QUALITY ASSURANCE IN PHARMACEUTICAL VERTICAL 112
TABLE 67 PHARMACEUTICALS: DEFECT DETECTION MARKET, BY APPLICATION,
2018–2020 (USD MILLION) 112
TABLE 68 PHARMACEUTICALS: DEFECT DETECTION MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 112
TABLE 69 PHARMACEUTICALS MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 113
TABLE 70 PHARMACEUTICALS MANUFACTURING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 113
TABLE 71 PHARMACEUTICALS PACKAGING: DEFECT DETECTION MARKET,
BY APPLICATION, 2018–2020 (USD MILLION) 113
TABLE 72 PHARMACEUTICALS PACKAGING: DEFECT DETECTION MARKET,
BY APPLICATION, 2021–2026 (USD MILLION) 113
9 GEOGRAPHIC ANALYSIS 114
9.1 INTRODUCTION 115
FIGURE 32 GEOGRAPHIC SNAPSHOT OF DEFECT DETECTION MARKET, 2021–2026 115
TABLE 73 DEFECT DETECTION MARKET, BY REGION, 2018–2020 (USD MILLION) 115
TABLE 74 DEFECT DETECTION MARKET, BY REGION, 2021–2026 (USD MILLION) 116
9.2 NORTH AMERICA 116
FIGURE 33 SNAPSHOT: DEFECT DETECTION MARKET IN NORTH AMERICA 117
TABLE 75 DEFECT DETECTION MARKET IN NORTH AMERICA, BY COUNTRY,
2018–2020 (USD MILLION) 117
TABLE 76 DEFECT DETECTION MARKET IN NORTH AMERICA, BY COUNTRY,
2021–2026 (USD MILLION) 118
TABLE 77 DEFECT DETECTION MARKET IN NORTH AMERICA, BY APPLICATION,
2018–2020 (USD MILLION) 118
TABLE 78 DEFECT DETECTION MARKET IN NORTH AMERICA, BY APPLICATION,
2021–2026 (USD MILLION) 118
9.2.1 US 118
9.2.1.1 Presence of prominent players to drive market growth in US 118
TABLE 79 DEFECT DETECTION MARKET IN US, BY APPLICATION,
2018–2020 (USD MILLION) 119
TABLE 80 DEFECT DETECTION MARKET IN US, BY APPLICATION,
2021–2026 (USD MILLION) 119

9.2.2 CANADA 119
9.2.2.1 Growing food industry to accelerate demand for defect detection systems for quality assurance in Canada 119
TABLE 81 DEFECT DETECTION MARKET IN CANADA, BY APPLICATION,
2018–2020 (USD MILLION) 120
TABLE 82 DEFECT DETECTION MARKET IN CANADA, BY APPLICATION,
2021–2026 (USD MILLION) 120
9.2.3 MEXICO 120
9.2.3.1 Expanding manufacturing sector to create opportunities for defect detection market in Mexico 120
TABLE 83 DEFECT DETECTION MARKET IN MEXICO, BY APPLICATION,
2018–2020 (USD MILLION) 121
TABLE 84 DEFECT DETECTION MARKET IN MEXICO, BY APPLICATION,
2021–2026 (USD MILLION) 121
9.3 EUROPE 121
FIGURE 34 SNAPSHOT: DEFECT DETECTION MARKET IN EUROPE 122
TABLE 85 DEFECT DETECTION MARKET IN EUROPE, BY COUNTRY,
2018–2020 (USD MILLION) 122
TABLE 86 DEFECT DETECTION MARKET IN EUROPE, BY COUNTRY,
2021–2026 (USD MILLION) 123
TABLE 87 DEFECT DETECTION MARKET IN EUROPE, BY APPLICATION,
2018–2020 (USD MILLION) 123
TABLE 88 DEFECT DETECTION MARKET IN EUROPE, BY APPLICATION,
2021–2026 (USD MILLION) 123
9.3.1 GERMANY 123
9.3.1.1 Germany accounted for largest share of defect detection market in Europe in 2020 123
TABLE 89 DEFECT DETECTION MARKET IN GERMANY, BY APPLICATION,
2018–2020 (USD MILLION) 124
TABLE 90 DEFECT DETECTION MARKET IN GERMANY, BY APPLICATION,
2021–2026 (USD MILLION) 124
9.3.2 UK 124
9.3.2.1 Growing investment in AI to accelerate adoption of industrial automation in UK 124
TABLE 91 DEFECT DETECTION MARKET IN UK, BY APPLICATION,
2018–2020 (USD MILLION) 125
TABLE 92 DEFECT DETECTION MARKET IN UK, BY APPLICATION,
2021–2026 (USD MILLION) 125
9.3.3 FRANCE 125
9.3.3.1 France likely to be fastest-growing defect detection market in Europe from 2021 to 2026 125
TABLE 93 DEFECT DETECTION MARKET IN FRANCE, BY APPLICATION,
2018–2020 (USD MILLION) 126
TABLE 94 DEFECT DETECTION MARKET IN FRANCE, BY APPLICATION,
2021–2026 (USD MILLION) 126
9.3.4 REST OF EUROPE 126
TABLE 95 DEFECT DETECTION MARKET IN REST OF EUROPE, BY APPLICATION,
2018–2020 (USD MILLION) 126
TABLE 96 DEFECT DETECTION MARKET IN REST OF EUROPE, BY APPLICATION,
2021–2026 (USD MILLION) 127
9.4 APAC 127
FIGURE 35 SNAPSHOT: DEFECT DETECTION MARKET IN ASIA PACIFIC 128
TABLE 97 DEFECT DETECTION MARKET IN APAC, BY COUNTRY,
2018–2020 (USD MILLION) 128
TABLE 98 DEFECT DETECTION MARKET IN APAC, BY COUNTRY,
2021–2026 (USD MILLION) 129
TABLE 99 DEFECT DETECTION MARKET IN APAC, BY APPLICATION,
2018–2020 (USD MILLION) 129
TABLE 100 DEFECT DETECTION MARKET IN APAC, BY APPLICATION,
2021–2026 (USD MILLION) 129
9.4.1 CHINA 129
9.4.1.1 Government initiatives to support industrialization and adoption of advanced technologies are driving growth of defect detection
market in China 129
TABLE 101 DEFECT DETECTION MARKET IN CHINA, BY APPLICATION,
2018–2020 (USD MILLION) 130
TABLE 102 DEFECT DETECTION MARKET IN CHINA, BY APPLICATION,
2021–2026 (USD MILLION) 130
9.4.2 JAPAN 130
9.4.2.1 Surge in adoption of industrial automation to boost demand for defect detection systems in Japan 130
TABLE 103 DEFECT DETECTION MARKET IN JAPAN, BY APPLICATION,
2018–2020 (USD MILLION) 131
TABLE 104 DEFECT DETECTION MARKET IN JAPAN, BY APPLICATION,
2021–2026 (USD MILLION) 131
9.4.3 SOUTH KOREA 131
9.4.3.1 Presence of leading electronics and semiconductor manufacturers boost demand for defect detection systems in South Korea 131
TABLE 105 DEFECT DETECTION MARKET IN SOUTH KOREA, BY APPLICATION,
2018–2020 (USD MILLION) 132
TABLE 106 DEFECT DETECTION MARKET IN SOUTH KOREA, BY APPLICATION,
2021–2026 (USD MILLION) 132
9.4.4 INDIA 132
9.4.4.1 Government initiatives to encourage automation in manufacturing to fuel growth of defect detection market in India 132
TABLE 107 DEFECT DETECTION MARKET IN INDIA, BY APPLICATION,
2018–2020 (USD MILLION) 133
TABLE 108 DEFECT DETECTION MARKET IN INDIA, BY APPLICATION,
2021–2026 (USD MILLION) 133
9.4.5 REST OF APAC 133
TABLE 109 DEFECT DETECTION MARKET IN REST OF APAC, BY APPLICATION,
2018–2020 (USD MILLION) 134
TABLE 110 DEFECT DETECTION MARKET IN REST OF APAC, BY APPLICATION,
2021–2026 (USD MILLION) 134

9.5 ROW 134
TABLE 111 DEFECT DETECTION MARKET IN ROW, BY REGION,
2018–2020 (USD MILLION) 134
TABLE 112 DEFECT DETECTION MARKET IN ROW, BY REGION,
2021–2026 (USD MILLION) 134
TABLE 113 DEFECT DETECTION MARKET IN ROW, BY APPLICATION,
2018–2020 (USD MILLION) 135
TABLE 114 DEFECT DETECTION MARKET IN ROW, BY APPLICATION,
2021–2026 (USD MILLION) 135
9.5.1 SOUTH AMERICA 135
9.5.1.1 South America has significant potential to use
defect detection systems 135
TABLE 115 DEFECT DETECTION MARKET IN SOUTH AMERICA, BY APPLICATION,
2018–2020 (USD MILLION) 135
TABLE 116 DEFECT DETECTION MARKET IN SOUTH AMERICA, BY APPLICATION,
2021–2026 (USD MILLION) 136
9.5.2 MIDDLE EAST & AFRICA 136
9.5.2.1 Rising automation in various industries to strengthen defect detection market growth in Middle East & Africa 136
TABLE 117 DEFECT DETECTION MARKET IN MIDDLE EAST & AFRICA, BY APPLICATION, 2018–2020 (USD MILLION) 136
TABLE 118 DEFECT DETECTION MARKET IN MIDDLE EAST & AFRICA, BY APPLICATION, 2021–2026 (USD MILLION) 137
10 COMPETITIVE LANDSCAPE 138
10.1 OVERVIEW 138
10.2 MARKET EVALUATION FRAMEWORK 138
TABLE 119 OVERVIEW OF STRATEGIES ADOPTED BY KEY DEFECT
DETECTION SYSTEM PROVIDERS 138
10.2.1 PRODUCT PORTFOLIO 139
10.2.2 REGIONAL FOCUS 139
10.2.3 MANUFACTURING FOOTPRINT 139
10.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES 139
10.3 MARKET SHARE ANALYSIS, 2020 139
TABLE 120 DEFECT DETECTION MARKET: DEGREE OF COMPETITION 140
10.4 REVENUE ANALYSIS OF TOP PLAYERS IN DEFECT DETECTION MARKET 142
FIGURE 36 5-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN DEFECT DETECTION MARKET 142
10.5 COMPANY EVALUATION QUADRANT 143
10.5.1 STAR 143
10.5.2 PERVASIVE 143
10.5.3 EMERGING LEADER 143
10.5.4 PARTICIPANT 144
FIGURE 37 DEFECT DETECTION MARKET (GLOBAL) COMPANY EVALUATION
QUADRANT, 2020 144

10.6 START-UP/SME EVALUATION QUADRANT 145
10.6.1 PROGRESSIVE COMPANY 146
10.6.2 RESPONSIVE COMPANY 146
10.6.3 DYNAMIC COMPANY 146
10.6.4 STARTING BLOCK 146
FIGURE 38 DEFECT DETECTION MARKET (GLOBAL), START-UP/SME EVALUATION QUADRANT, 2020 147
10.7 COMPANY PRODUCT FOOTPRINT 148
TABLE 121 COMPANY PRODUCT FOOTPRINT (20 COMPANIES) 148
TABLE 122 FOOTPRINT OF DEFECT DETECTION OFFERINGS BY DIFFERENT COMPANIES 149
TABLE 123 FOOTPRINT OF APPLICATIONS BY DIFFERENT COMPANIES 150
TABLE 124 REGION FOOTPRINT OF DIFFERENT COMPANIES 151
10.8 COMPETITIVE SITUATIONS & TRENDS 152
10.8.1 PRODUCT LAUNCHES AND DEVELOPMENTS 152
TABLE 125 DEFECT DETECTION MARKET: PRODUCT LAUNCHES,
JANUARY 2017–AUGUST 2021 152
10.8.2 DEALS 155
TABLE 126 DEFECT DETECTION MARKET: DEALS, JANUARY 2017–AUGUST 2021 155
11 COMPANY PROFILES 159
11.1 KEY PLAYERS 159
(Business Overview, Products/Solutions/Services offered, Recent Developments, and MnM View)*
11.1.1 MICROSOFT 159
TABLE 127 MICROSOFT: BUSINESS OVERVIEW 160
FIGURE 39 MICROSOFT: COMPANY SNAPSHOT 160
11.1.2 IBM 164
TABLE 128 IBM: BUSINESS OVERVIEW 164
FIGURE 40 IBM: COMPANY SNAPSHOT 165
11.1.3 AMAZON WEB SERVICES (AWS) 170
TABLE 129 AMAZON WEB SERVICES: BUSINESS OVERVIEW 170
FIGURE 41 AMAZON.COM: COMPANY SNAPSHOT 171
11.1.4 OMRON CORPORATION 176
TABLE 130 OMRON CORPORATION: BUSINESS OVERVIEW 176
FIGURE 42 OMRON CORPORATION: COMPANY SNAPSHOT 177
11.1.5 COGNEX CORPORATION 183
TABLE 131 COGNEX CORORATION: BUSINESS OVERVIEW 183
FIGURE 43 COGNEX CORPORATION: COMPANY SNAPSHOT 184
11.1.6 TELEDYNE TECHNOLOGIES 190
TABLE 132 TELEDYNE TECHNOLOGIES: BUSINESS OVERVIEW 190
FIGURE 44 TELEDYNE TECHNOLOGIES: COMPANY SNAPSHOT 191
11.1.7 ISRA VISION 197
TABLE 133 ISRA VISION: BUSINESS OVERVIEW 197
FIGURE 45 ISRA VISION: COMPANY SNAPSHOT 198
TABLE 134 ISRA VISION: PRODUCT LAUNCHES 200
11.1.8 MATROX ELECTRONIC SYSTEMS 205
TABLE 135 MATROX ELECTRONIC SYSTEMS: BUSINESS OVERVIEW 205
11.1.9 KEYENCE 209
TABLE 136 KEYENCE: BUSINESS OVERVIEW 209
FIGURE 46 KEYENCE: COMPANY SNAPSHOT 209
11.1.10 DATALOGIC 212
TABLE 137 DATALOGIC: BUSINESS OVERVIEW 212
FIGURE 47 DATALOGIC: COMPANY SNAPSHOT 213
* Business Overview, Products/Solutions/Services offered, Recent Developments, and MnM View might not be captured in case of unlisted companies.
11.2 OTHER PLAYERS 217
11.2.1 NIKON CORPORATION 217
11.2.2 ALLIED VISION TECHNOLOGIES 218
11.2.3 QUALITAS TECHNOLOGIES 219
11.2.4 BEYONDMINDS 219
11.2.5 ELUNIC AG 220
11.2.6 CHOOCH INTELLIGENCE TECHNOLOGIES 220
11.2.7 KILI TECHNOLOGY 221
11.2.8 MOBIDEV 222
11.2.9 DWFRITZ AUTOMATION 222
11.2.10 RADIANT OPTRONICS PTE LTD 223
11.2.11 VISIONIFY 223
12 APPENDIX 224
12.1 DISCUSSION GUIDE 224
12.2 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 227
12.3 AVAILABLE CUSTOMIZATIONS 229
12.4 RELATED REPORTS 229
12.5 AUTHOR DETAILS 230

 

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