Table of Content

1 INTRODUCTION 32
1.1 STUDY OBJECTIVES 32
1.2 MARKET DEFINITION 32
1.2.1 INCLUSIONS AND EXCLUSIONS 33
1.3 STUDY SCOPE 33
1.3.1 MARKETS COVERED 33
FIGURE 1 SEGMENTATION OF AI IN COMPUTER VISION MARKET 33
1.3.2 GEOGRAPHIC SCOPE 34
1.3.3 YEARS CONSIDERED 34
1.4 CURRENCY 34
1.5 LIMITATIONS 35
1.6 STAKEHOLDERS 35
1.7 SUMMARY OF CHANGES 36
2 RESEARCH METHODOLOGY 37
2.1 RESEARCH DATA 37
FIGURE 2 AI IN COMPUTER VISION MARKET: RESEARCH DESIGN 38
2.1.1 SECONDARY DATA 38
2.1.1.1 Major secondary sources 39
2.1.1.2 Key data from secondary sources 39
2.1.2 PRIMARY DATA 40
2.1.2.1 Primary interviews with experts 40
2.1.2.2 Key data from primary sources 41
2.1.2.3 Key industry insights 41
2.1.2.4 Breakdown of primaries 42
2.1.3 SECONDARY AND PRIMARY RESEARCH 42
2.2 MARKET SIZE ESTIMATION 43
FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 43
2.2.1 BOTTOM-UP APPROACH 44
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF AI COMPUTER VISION PRODUCTS AND SOLUTIONS 44
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 44
FIGURE 6 TOP-DOWN APPROACH 45
2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 46
FIGURE 7 DATA TRIANGULATION 46
2.4 RESEARCH ASSUMPTIONS 47
2.5 RISK ASSESSMENT 48
TABLE 1 RISK FACTOR ANALYSIS 48
2.6 FORECASTING ASSUMPTIONS 48
2.7 COMPETITIVE LEADERSHIP MAPPING METHODOLOGY 49
TABLE 2 EVALUATION CRITERIA 49
2.7.1 VENDOR INCLUSION CRITERIA 49
2.8 LIMITATIONS OF THE STUDY 50
3 EXECUTIVE SUMMARY 51
FIGURE 8 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE BY 2026 52
FIGURE 9 AI IN COMPUTER VISION MARKET FOR INFERENCE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 52
FIGURE 10 SUPERVISED LEARNING SEGMENT TO HOLD LARGEST SHARE IN AI COMPUTER VISION MARKET DURING FORECAST PERIOD 53
FIGURE 11 NON-INDUSTRIAL SEGMENT TO ACCOUNT LARGER MARKET SHARE IN AI COMPUTER VISION MARKET DURING FORECAST PERIOD 53
FIGURE 12 CONSUMER ELECTRONICS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE WHILE HEALTHCARE TO EXHIBIT HIGHEST CAGR BY 2026 54
FIGURE 13 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO WITNESS HIGHEST GROWTH BY 2026 55
3.1 IMPACT ANALYSIS OF COVID-19 ON AI IN COMPUTER VISION MARKET 56
FIGURE 14 AI IN COMPUTER VISION MARKET SIZE IN OPTIMISTIC, PESSIMISTIC, AND REALISTIC SCENARIOS 56
TABLE 3 AI IN COMPUTER VISION MARKET, BY SCENARIO,
2018–2026 (USD MILLION) 56
3.1.1 OPTIMISTIC SCENARIO 57
3.1.2 REALISTIC SCENARIO 57
3.1.3 PESSIMISTIC SCENARIO 57
4 PREMIUM INSIGHTS 58
4.1 ATTRACTIVE OPPORTUNITIES IN AI IN COMPUTER VISION MARKET 58
FIGURE 15 GOVERNMENT INITIATIVES TO SUPPORT INDUSTRIAL AUTOMATION TO CREATE ATTRACTIVE GROWTH OPPORTUNITIES FOR AI IN COMPUTER VISION MARKET 58
4.2 AI IN COMPUTER VISION MARKET, BY APPLICATION 58
FIGURE 16 NON-INDUSTRIAL SEGMENT TO DOMINATE AI IN COMPUTER VISION MARKET BETWEEN 2021 AND 2026 58
4.3 AI IN COMPUTER VISION MARKET, BY HARDWARE PROCESSOR COMPONENT 59
FIGURE 17 CPU SEGMENT TO HOLD LARGEST SHARE OF AI IN COMPUTER VISION MARKET BY 2026 59
4.4 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 59
FIGURE 18 CONSUMER ELECTRONICS SEGMENT TO HOLD LARGEST SHARE OF AI IN COMPUTER VISION MARKET BY 2026 59
4.5 AI IN COMPUTER VISION MARKET, BY REGION 60
FIGURE 19 APAC TO REGISTER HIGHEST CAGR IN AI IN COMPUTER VISION MARKET BETWEEN 2021 AND 2026 60
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5 MARKET OVERVIEW 61
5.1 INTRODUCTION 61
5.2 MARKET DYNAMICS 61
FIGURE 20 MARKET DYNAMICS: AI IN COMPUTER VISION MARKET 61
5.2.1 DRIVERS 62
5.2.1.1 Growing need for quality inspection and automation 62
5.2.1.2 Increasing demand for computer vision systems in non-traditional and emerging applications 63
FIGURE 21 INVESTMENTS IN AUGMENTED REALITY BETWEEN 2020 AND 2025 63
5.2.1.3 Growing impact of AI on machine vision 64
FIGURE 22 REDUCTION IN ERROR RATES USING AI-ENABLED COMPUTER VISION SYSTEMS IN HEALTHCARE 65
5.2.1.4 Rising need for application-specific integrated circuits (ASICs) 65
5.2.2 RESTRAINTS 66
5.2.2.1 Increasing security concerns related to cloud-based image processing and analytics 66
5.2.2.2 Low awareness and technical knowledge 66
5.2.2.3 Lack of skilled professionals in manufacturing factories 67
FIGURE 23 UNDERQUALIFIED WORKERS IN VARIOUS COUNTRIES, 2019 67
5.2.3 OPPORTUNITIES 68
5.2.3.1 Increasing manufacturing of hybrid and electric cars 68
FIGURE 24 INCREASING DEMAND FOR HYBRID AND ELECTRIC VEHICLES BETWEEN
2020 AND 2040 69
5.2.3.2 Government initiatives to boost development of AI-related technologies 69
5.2.3.3 Increasing demand for artificial intelligence (AI) in machine vision 70
5.2.3.4 Development of machine learning pertaining to vision technology 70
5.2.3.5 Increased computing capacity of AI-based GPUs 71
FIGURE 25 COMPUTING COST AND MEMORY COMPARISON OF GPUS 71
5.2.3.6 Integrating AI into edge devices 71
5.2.4 CHALLENGES 72
5.2.4.1 Premium pricing of AI hardware 72
5.2.4.2 Lack of user awareness pertaining to rapidly changing machine vision technology 72
5.3 VALUE CHAIN ANALYSIS 73
FIGURE 26 VALUE CHAIN ANALYSIS: AI IN COMPUTER VISION 73
5.4 REVENUE SHIFT AND NEW REVENUE POCKETS FOR AI IN COMPUTER VISION MARKET 74
FIGURE 27 REVENUE SHIFT IN AI IN COMPUTER VISION MARKET 74
5.5 ECOSYSTEM 75
FIGURE 28 AI IN COMPUTER VISION MARKET ECOSYSTEM 75
TABLE 4 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN 75
5.6 PORTER’S FIVE FORCES ANALYSIS 77
TABLE 5 AI IN COMPUTER VISION MARKET: PORTER’S FIVE FORCES ANALYSIS 77
FIGURE 29 PORTER’S FIVE FORCES ANALYSIS: AI IN COMPUTER VISION MARKET 77
5.6.1 COMPETITIVE RIVALRY 78
5.6.2 THREAT OF NEW ENTRANTS 78
5.6.3 BARGAINING POWER OF SUPPLIERS 78
5.6.4 BARGAINING POWER OF BUYERS 78
5.6.5 THREAT OF SUBSTITUTES 78
5.7 USE CASES 79
5.7.1 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 79
5.7.2 AUTOMATED WELD DEFECT DETECTION AND ROBOT ACTUATION FOR MANUFACTURERS 79
5.7.3 RETAIL: CUSTOMER BEHAVIOR TRACKING 80
5.7.4 PUBLIC HEALTH: IMAGE SEGMENTATION OF SCAN 80
5.7.5 AUTOMOTIVE INDUSTRY: OBJECT RECOGNITION AND CLASSIFICATION IN TRAFFIC 80
5.8 TECHNOLOGY ANALYSIS 81
5.8.1 COGNITIVE ROBOTS 81
5.8.2 INTERNET OF THINGS 81
5.8.3 ANALYSIS OF AI CHIP AND PROCESSORS TECHNOLOGY 81
TABLE 6 COMPARISON OF AI CHIP TYPES 82
5.8.4 CAMERA TECHNOLOGY 82
TABLE 7 AI IN COMPUTER VISION CAMERA MARKET, BY FRAME RATE,
2018–2020 (MILLION UNITS) 82
TABLE 8 AI IN COMPUTER VISION CAMERA MARKET, BY FRAME RATE,
2021–2026 (MILLION UNITS) 82
5.8.4.1 Frame rate 83
5.8.4.1.1 <25 fps 83
5.8.4.1.2 25–125 fps 83
5.8.4.1.3 >125 fps 83
5.8.4.2 Resolution 83
5.8.4.2.1 >=40 MP 83
5.8.4.2.2 20–39 MP 83
5.8.4.2.3 6–19 MP 83
5.8.4.2.4 >2–5 MP 84
5.8.4.2.5 <2 MP 84
TABLE 9 AI IN COMPUTER VISION CAMERA MARKET, BY CAMERA RESOLUTION, 2018–2020 (MILLION UNITS) 84
TABLE 10 AI IN COMPUTER VISION CAMERA MARKET, BY CAMERA RESOLUTION, 2021–2026 (MILLION UNITS) 84
5.9 INDUSTRY TRENDS 85
5.10 PRICING ANALYSIS 85
TABLE 11 PRICING ANALYSIS FOR AI COMPUTER VISION PROCESSOR 85
FIGURE 30 AVERAGE SELLING PRICE ANALYSIS 86
TABLE 12 SUBSCRIPTION-BASED COMPUTER VISION PRICING 86
5.11 PATENTS ANALYSIS 87
FIGURE 31 PATENTS ANALYSIS 87
TABLE 13 IMPORTANT PATENTS RELATED TO AI IN COMPUTER VISION 87
5.12 MARKET REGULATIONS 89
5.13 TRADE ANALYSIS 90
TABLE 14 EXPORTS DATA, BY COUNTRY, 2015–2019 (USD MILLION) 90
FIGURE 32 EXPORTS DATA FOR HS CODE 854231 FOR TOP FIVE COUNTRIES IN AI IN COMPUTER VISION MARKET, 2015–2019 (THOUSAND UNITS) 90
TABLE 15 IMPORTS DATA, BY COUNTRY, 2015–2019 (USD MILLION) 91
FIGURE 33 IMPORTS DATA FOR HS CODE 854231 FOR TOP FIVE COUNTRIES IN AI IN COMPUTER VISION MARKET, 2015–2019 (THOUSAND UNITS) 91
6 AI IN COMPUTER VISION MARKET, BY COMPONENT 92
6.1 INTRODUCTION 93
FIGURE 34 AI IN COMPUTER VISION MARKET, BY COMPONENT 93
FIGURE 35 SOFTWARE TO ACCOUNT FOR LARGER SHARE OF AI IN COMPUTER VISION MARKET BY 2026 93
TABLE 16 AI IN COMPUTER VISION MARKET, BY COMPONENT,
2018–2020 (USD MILLION) 94
TABLE 17 AI IN COMPUTER VISION MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 94
6.2 HARDWARE 94
6.2.1 THE GROWING DEPLOYMENT OF AI INFRASTRUCTURE IS EXPECTED TO PLAY A KEY ROLE IN GROWTH OF HARDWARE SEGMENT 94
FIGURE 36 AI IN COMPUTER VISION MARKET: BY HARDWARE 95
TABLE 18 AI IN COMPUTER VISION MARKET, BY HARDWARE,
2018–2020 (USD MILLION) 95
TABLE 19 AI IN COMPUTER VISION MARKET, BY HARDWARE,
2021–2026 (USD MILLION) 95
TABLE 20 AI IN COMPUTER VISION MARKET FOR HARDWARE, BY REGION,
2018–2020 (USD MILLION) 96
TABLE 21 AI IN COMPUTER VISION MARKET FOR HARDWARE, BY REGION,
2021–2026 (USD MILLION) 96
6.2.2 PROCESSOR 96
TABLE 22 AI IN COMPUTER VISION MARKET, BY PROCESSOR TYPE,
2018–2020 (MILLION UNITS) 97
TABLE 23 AI IN COMPUTER VISION MARKET, BY PROCESSOR TYPE,
2021–2026 (MILLION UNITS) 97
TABLE 24 AI IN COMPUTER VISION MARKET, BY PROCESSOR TYPE,
2018–2020 (USD MILLION) 97
TABLE 25 AI IN COMPUTER VISION MARKET, BY PROCESSOR TYPE,
2021–2026 (USD MILLION) 98
TABLE 26 AI IN COMPUTER VISION MARKET FOR PROCESSORS, BY REGION,
2018–2020 (USD MILLION) 98
TABLE 27 AI IN COMPUTER VISION MARKET FOR PROCESSORS, BY REGION,
2021–2026 (USD MILLION) 98
6.2.2.1 CPU 99
TABLE 28 AI IN COMPUTER VISION MARKET FOR CPU, BY REGION,
2018–2020 (USD MILLION) 99
TABLE 29 AI IN COMPUTER VISION MARKET FOR CPU, BY REGION,
2021–2026 (USD MILLION) 99
6.2.2.2 GPU 100
TABLE 30 AI IN COMPUTER VISION MARKET FOR GPU, BY REGION,
2018–2020 (USD MILLION) 100
TABLE 31 AI IN COMPUTER VISION MARKET FOR GPU, BY REGION,
2021–2026 (USD MILLION) 100
6.2.2.3 ASIC 100
TABLE 32 AI IN COMPUTER VISION MARKET FOR ASIC, BY REGION,
2018–2020 (USD MILLION) 101
TABLE 33 AI IN COMPUTER VISION MARKET FOR ASIC, BY REGION,
2021–2026 (USD MILLION) 101
6.2.2.4 FPGA 101
TABLE 34 AI IN COMPUTER VISION MARKET FOR FPGA, BY REGION,
2018–2020 (USD MILLION) 101
TABLE 35 AI IN COMPUTER VISION MARKET FOR FPGA, BY REGION,
2021–2026 (USD MILLION) 102
6.2.3 MEMORY 102
TABLE 36 AI IN COMPUTER VISION MARKET FOR MEMORY, BY REGION,
2018–2020 (USD MILLION) 102
TABLE 37 AI IN COMPUTER VISION MARKET FOR MEMORY, BY REGION,
2021–2026 (USD MILLION) 103
6.2.4 STORAGE 103
TABLE 38 AI IN COMPUTER VISION MARKET FOR STORAGE, BY REGION,
2018–2020 (USD MILLION) 104
TABLE 39 AI IN COMPUTER VISION MARKET FOR STORAGE, BY REGION,
2021–2026 (USD MILLION) 104
6.3 SOFTWARE 104
6.3.1 USE OF AI SOLUTIONS TO REDUCE VOLUME AND COMPLEXITY OF DATA WILL LEAD TO GROWTH OF SOFTWARE SEGMENT 104
FIGURE 37 AI IN COMPUTER VISION MARKET, BY SOFTWARE 105
TABLE 40 AI IN COMPUTER VISION MARKET, BY SOFTWARE,
2018–2020 (USD MILLION) 105
TABLE 41 AI IN COMPUTER VISION MARKET, BY SOFTWARE,
2021–2026 (USD MILLION) 105
TABLE 42 AI IN COMPUTER VISION MARKET FOR SOFTWARE, BY REGION,
2018–2020 (USD MILLION) 105
TABLE 43 AI IN COMPUTER VISION MARKET FOR SOFTWARE, BY REGION,
2021–2026 (USD MILLION) 106
6.3.2 AI PLATFORM 106
TABLE 44 AI IN COMPUTER VISION MARKET FOR AI PLATFORM, BY REGION,
2018–2020 (USD MILLION) 106
TABLE 45 AI IN COMPUTER VISION MARKET FOR AI PLATFORM, BY REGION,
2021–2026 (USD MILLION) 107
6.3.3 AI SOLUTION 107
TABLE 46 AI IN COMPUTER VISION MARKET FOR AI SOLUTION, BY REGION,
2018–2020 (USD MILLION) 107
TABLE 47 AI IN COMPUTER VISION MARKET FOR AI SOLUTION, BY REGION,
2021–2026 (USD MILLION) 108
7 AI IN COMPUTER VISION MARKET, BY MACHINE LEARNING MODEL 109
7.1 INTRODUCTION 110
FIGURE 38 AI IN COMPUTER VISION MARKET, BY MACHINE LEARNING MODEL 110
FIGURE 39 SUPERVISED LEARNING TO HOLD THE MAJOR SHARE OF THE AI COMPUTER VISION MARKET DURING FORECAST PERIOD 111
TABLE 48 AI IN COMPUTER VISION MARKET, BY MACHINE LEARNING MODEL,
2018–2020 (USD MILLION) 111
TABLE 49 AI IN COMPUTER VISION MARKET, BY MACHINE LEARNING MODEL,
2021–2026 (USD MILLION) 111
7.2 SUPERVISED LEARNING 112
7.2.1 SUPERVISED LEARNING REFERS TO ALGORITHMS PROVIDED WITH A SET OF LABELED TRAINING DATA TO LEARN 112
TABLE 50 AI IN COMPUTER VISION MARKET, BY SUPERVISED LEARNING MODEL, 2018–2020 (USD MILLION) 112
TABLE 51 AI IN COMPUTER VISION MARKET, BY SUPERVISED LEARNING MODEL, 2021–2026 (USD MILLION) 112
7.2.2 CONVOLUTIONAL NEURAL NETWORKS 112
7.2.3 RECURRENT NEURAL NETWORKS 113
7.3 UNSUPERVISED LEARNING 113
7.3.1 UNSUPERVISED LEARNING REFERS TO AN ALGORITHM MODEL PROVIDED WITH UNLABELED TRAINING DATA, WITH THE TASK OF INFERRING CATEGORIES 113
7.4 REINFORCEMENT LEARNING 113
7.4.1 REINFORCEMENT LEARNING ALLOWS MACHINES AND SOFTWARE AGENTS TO AUTOMATICALLY DETERMINE IDEAL BEHAVIOR TO MAXIMIZE THEIR PERFORMANCE 113
8 AI IN COMPUTER VISION MARKET, BY FUNCTION 114
8.1 INTRODUCTION 115
FIGURE 40 AI IN COMPUTER VISION MARKET, BY FUNCTION 115
FIGURE 41 AI IN COMPUTER VISION MARKET FOR TRAINING FUNCTION IS PROJECTED TO GROW AT A HIGHER CAGR 115
TABLE 52 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2018–2020 (USD MILLION) 115
TABLE 53 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2020–2026 (USD MILLION) 116
8.2 TRAINING 116
8.2.1 ML AND DL MODELS ARE TRAINED TO DEVELOP THE ABILITY TO UNDERSTAND A DATASET AND ACT ON NEW DATA 116
8.3 INFERENCE 116
8.3.1 INFERENCE IS COMPUTATIONALLY LESS INTENSE THAN TRAINING 116
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9 AI IN COMPUTER VISION MARKET, BY APPLICATION 117
9.1 INTRODUCTION 118
FIGURE 42 AI IN COMPUTER VISION MARKET, BY APPLICATION 118
FIGURE 43 NON-INDUSTRIAL TO HOLD LARGER SHARE OF AI COMPUTER VISION MARKET DURING FORECAST PERIOD 118
TABLE 54 AI IN COMPUTER VISION MARKET, BY APPLICATION,
2018–2020 (USD MILLION) 118
TABLE 55 AI IN COMPUTER VISION MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 119
9.2 NON-INDUSTRIAL 119
9.2.1 CAMERA-ENABLED SMARTPHONES DRIVING MARKET FOR CONSUMER SEGMENT 119
9.3 INDUSTRIAL 120
9.3.1 FACTORS SUCH AS STRINGENT GOVERNMENT REGULATIONS AND INCREASING QUALITY MAINTENANCE ACTIVITIES DRIVING MARKET GROWTH IN VARIOUS INDUSTRIES 120
TABLE 56 AI IN COMPUTER VISION MARKET, BY VISION, 2018–2020 (USD MILLION) 120
TABLE 57 AI IN COMPUTER VISION MARKET, BY VISION, 2021–2026 (USD MILLION) 120
9.3.2 2D MACHINE VISION 121
9.3.3 3D MACHINE VISION 121
9.3.4 QUALITY ASSURANCE & INSPECTION 121
9.3.5 POSITIONING AND GUIDANCE 122
9.3.6 OTHERS 122
10 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 123
10.1 INTRODUCTION 124
FIGURE 44 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 124
FIGURE 45 CONSUMER ELECTRONICS TO ACCOUNT FOR LARGEST MARKET SHARE WHILE HEALTHCARE TO GROW AT HIGHEST CAGR BY 2026 124
TABLE 58 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY,
2018–2020 (USD MILLION) 125
TABLE 59 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY,
2021–2026 (USD MILLION) 125
10.2 AUTOMOTIVE 126
10.2.1 INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS IS RESULTING IN GROWING USE OF COMPUTER VISION SOLUTIONS 126
TABLE 60 AI IN COMPUTER VISION MARKET FOR AUTOMOTIVE, BY REGION,
2018–2020 (USD MILLION) 126
TABLE 61 AI IN COMPUTER VISION MARKET FOR AUTOMOTIVE, BY REGION,
2021–2026 (USD MILLION) 126
10.2.1.1 Impact of COVID-19 127
10.2.2 ADAS AND INFOTAINMENT 127
10.2.3 AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES 127
10.3 CONSUMER ELECTRONICS 128
10.3.1 GROWING DEMAND FOR SMARTPHONES WITH FRONT AND REAR CAMERAS IS DRIVING AI IN COMPUTER VISION MARKET 128
TABLE 62 AI IN COMPUTER VISION MARKET FOR CONSUMER ELECTRONICS,
BY REGION, 2018–2020 (USD MILLION) 128
TABLE 63 AI IN COMPUTER VISION MARKET FOR CONSUMER ELECTRONICS,
BY REGION, 2021–2026 (USD MILLION) 128
10.3.1.1 Impact of COVID-19 129
10.3.2 GAMING 129
10.3.3 CAMERAS 129
10.3.4 WEARABLES 129
10.3.5 SMARTPHONES 129
10.4 HEALTHCARE 130
10.4.1 AI-ENABLED COMPUTER VISION HAS A WIDE RANGE OF APPLICATIONS IN IMAGING AND ANALYTICAL SYSTEMS 130
TABLE 64 AI IN COMPUTER VISION MARKET FOR HEALTHCARE, BY REGION,
2018–2020 (USD MILLION) 130
TABLE 65 AI IN COMPUTER VISION MARKET FOR HEALTHCARE, BY REGION,
2021–2026 (USD MILLION) 130
10.4.1.1 Impact of COVID-19 131
10.4.2 RADIOLOGY 131
10.4.3 MEDICAL IMAGING 131
10.5 RETAIL 132
10.5.1 AI-ENABLED VISION TECHNOLOGY ASSISTS IN TRACKING ACTIVITIES OF CUSTOMERS WITH INCREASED ACCURACY 132
TABLE 66 AI IN COMPUTER VISION MARKET FOR RETAIL, BY REGION,
2018–2020 (USD MILLION) 132
TABLE 67 AI IN COMPUTER VISION MARKET FOR RETAIL, BY REGION,
2021–2026 (USD MILLION) 132
10.6 SECURITY & SURVEILLANCE 133
10.6.1 AI-ENABLED COMPUTER VISION SYSTEMS ARE INCREASINGLY BEING USED TO IDENTIFY THREATS AND PEOPLE 133
TABLE 68 AI IN COMPUTER VISION MARKET FOR SECURITY & SURVEILLANCE,
BY REGION, 2018–2020 (USD MILLION) 133
TABLE 69 AI IN COMPUTER VISION MARKET FOR SECURITY & SURVEILLANCE,
BY REGION, 2021–2026 (USD MILLION) 133
10.6.2 BIOMETRICS 133
10.6.3 IMAGE AND VIDEO ANALYTICS 134
10.6.4 AI-GUIDED DRONE-BASED SURVEILLANCE 134
10.7 MANUFACTURING 134
10.7.1 MACHINE VISION HAS BECOME KEY TECHNOLOGY IN MANUFACTURING AND QUALITY CONTROL BECAUSE OF INCREASING DEMAND FOR QUALITY FROM MANUFACTURERS AND CUSTOMERS 134
TABLE 70 AI IN COMPUTER VISION MARKET FOR MANUFACTURING, BY REGION,
2018–2020 (USD MILLION) 135
TABLE 71 AI IN COMPUTER VISION MARKET FOR MANUFACTURING, BY REGION,
2021–2026 (USD MILLION) 135
10.8 AGRICULTURE 135
10.8.1 COMBINATION OF IOT AND ADVANCED ANALYTICS WITH AI ALLOWS FARMERS TO ANALYZE REAL-TIME DATA 135
TABLE 72 AI IN COMPUTER VISION MARKET FOR AGRICULTURE, BY REGION,
2018–2020 (USD MILLION) 136
TABLE 73 AI IN COMPUTER VISION MARKET FOR AGRICULTURE, BY REGION,
2021–2026 (USD MILLION) 136
10.8.2 CROP MONITORING 136
10.8.3 AUTOMATED IRRIGATION SYSTEM 136
10.9 TRANSPORTATION & LOGISTICS 137
10.9.1 USE OF COMPUTER VISION SYSTEMS IS EXPECTED TO INCREASE IN REAL-LIFE TRAFFIC APPLICATIONS DUE TO INCREASING TRAFFIC CONGESTION AND INVESTMENTS LED BY GOVERNMENTS 137
TABLE 74 AI IN COMPUTER VISION MARKET FOR TRANSPORTATION & LOGISTICS,
BY REGION, 2018–2020 (USD MILLION) 137
TABLE 75 AI IN COMPUTER VISION MARKET FOR TRANSPORTATION & LOGISTICS,
BY REGION, 2021–2026 (USD MILLION) 137
10.10 OTHERS 138
TABLE 76 AI IN COMPUTER VISION MARKET FOR OTHERS, BY REGION,
2018–2020 (USD MILLION) 138
TABLE 77 AI IN COMPUTER VISION MARKET FOR OTHERS, BY REGION,
2021–2026 (USD MILLION) 138
11 GEOGRAPHIC ANALYSIS 139
11.1 INTRODUCTION 140
11.1.1 IMPACT OF COVID-19 140
FIGURE 46 AI IN COMPUTER VISION MARKET SEGMENTATION, BY REGION 140
FIGURE 47 GEOGRAPHIC SNAPSHOT: AI IN COMPUTER VISION MARKET TO GROW AT HIGHEST CAGR IN CHINA DURING FORECAST PERIOD 141
FIGURE 48 AI IN COMPUTER VISION MARKET IN APAC REGION TO GROW AT HIGHEST CAGR BETWEEN 2021 AND 2026 141
TABLE 78 AI IN COMPUTER VISION MARKET, BY REGION, 2018–2020 (USD MILLION) 142
TABLE 79 AI IN COMPUTER VISION MARKET, BY REGION, 2021–2026 (USD MILLION) 142
11.2 NORTH AMERICA 143
11.2.1 IMPACT OF COVID-19 143
FIGURE 49 SEGMENTATION OF AI IN COMPUTER VISION MARKET IN NORTH AMERICA,
BY COUNTRY 143
FIGURE 50 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN NORTH AMERICA 144
TABLE 80 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COMPONENT, 2018–2020 (USD MILLION) 144
TABLE 81 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COMPONENT, 2021–2026 (USD MILLION) 145
TABLE 82 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY HARDWARE, 2018–2020 (USD MILLION) 145
TABLE 83 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY HARDWARE, 2021–2026 (USD MILLION) 145
TABLE 84 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY PROCESSOR, 2018–2020 (USD MILLION) 145
TABLE 85 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY PROCESSOR, 2021–2026 (USD MILLION) 146
TABLE 86 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY FUNCTION,
2018–2020 (USD MILLION) 146
TABLE 87 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY FUNCTION,
2021–2026 (USD MILLION) 146
TABLE 88 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY APPLICATION, 2018–2020 (USD MILLION) 146
TABLE 89 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY APPLICATION, 2021–2026 (USD MILLION) 147
TABLE 90 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY SOFTWARE,
2018–2020 (USD MILLION) 147
TABLE 91 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY SOFTWARE,
2021–2026 (USD MILLION) 147
TABLE 92 AI IN COMPUTER VISION MARKET IN NORTH AMERICA,
BY END-USE INDUSTRY, 2018–2020 (USD MILLION) 148
TABLE 93 AI IN COMPUTER VISION MARKET IN NORTH AMERICA,
BY END-USE INDUSTRY, 2021–2026 (USD MILLION) 148
TABLE 94 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COUNTRY,
2018–2020 (USD MILLION) 149
TABLE 95 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COUNTRY,
2021–2026 (USD MILLION) 149
11.2.2 US 149
11.2.2.1 Increased demand for modern technologies boosts AI in computer vision market growth 149
11.2.2.2 Impact of COVID-19 150
11.2.3 CANADA 150
11.2.3.1 Increasing adoption of AI technologies, especially ML and NLP, is fueling market growth in Canada 150
11.2.3.2 Impact of COVID-19 150
11.2.4 MEXICO 150
11.2.4.1 Proximity to US and governments movement to augment manufacturing activities have fueled market growth in Mexico 150
11.3 EUROPE 151
11.3.1 IMPACT OF COVID-19 151
FIGURE 51 SEGMENTATION OF AI IN COMPUTER VISION MARKET IN EUROPE,
BY COUNTRY 151
FIGURE 52 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN EUROPE 152
TABLE 96 AI IN COMPUTER VISION MARKET IN EUROPE, BY COMPONENT,
2018–2020 (USD MILLION) 152
TABLE 97 AI IN COMPUTER VISION MARKET IN EUROPE, BY COMPONENT,
2021–2026 (USD MILLION) 153
TABLE 98 AI IN COMPUTER VISION MARKET IN EUROPE, BY HARDWARE,
2018–2020 (USD MILLION) 153
TABLE 99 AI IN COMPUTER VISION MARKET IN EUROPE, BY HARDWARE,
2021–2026 (USD MILLION) 153
TABLE 100 AI IN COMPUTER VISION MARKET IN EUROPE, BY PROCESSOR,
2018–2020 (USD MILLION) 153
TABLE 101 AI IN COMPUTER VISION MARKET IN EUROPE, BY PROCESSOR,
2021–2026 (USD MILLION) 154
TABLE 102 AI IN COMPUTER VISION MARKET IN EUROPE, BY FUNCTION,
2018–2020 (USD MILLION) 154
TABLE 103 AI IN COMPUTER VISION MARKET IN EUROPE, BY FUNCTION,
2021–2026 (USD MILLION) 154
TABLE 104 AI IN COMPUTER VISION MARKET IN EUROPE, BY APPLICATION,
2018–2020 (USD MILLION) 154
TABLE 105 AI IN COMPUTER VISION MARKET IN EUROPE, BY APPLICATION,
2021–2026 (USD MILLION) 155
TABLE 106 AI IN COMPUTER VISION MARKET IN EUROPE, BY SOFTWARE,
2018–2020 (USD MILLION) 155
TABLE 107 AI IN COMPUTER VISION MARKET IN EUROPE, BY SOFTWARE,
2021–2026 (USD MILLION) 155
TABLE 108 AI IN COMPUTER VISION MARKET IN EUROPE, BY END-USE INDUSTRY,
2018–2020 (USD MILLION) 156
TABLE 109 AI IN COMPUTER VISION MARKET IN EUROPE, BY END-USE INDUSTRY,
2021–2026 (USD MILLION) 156
TABLE 110 AI IN COMPUTER VISION MARKET IN EUROPE, BY COUNTRY,
2018–2020 (USD MILLION) 157
TABLE 111 AI IN COMPUTER VISION MARKET IN EUROPE, BY COUNTRY,
2021–2026 (USD MILLION) 157
11.3.2 UK 157
11.3.2.1 Automotive sector in UK is contributing to growth of domestic market 157
11.3.3 GERMANY 158
11.3.3.1 Demand for advanced computer vision systems to drive market growth in Germany 158
11.3.3.2 Impact of COVID-19 158
11.3.4 FRANCE 158
11.3.4.1 Investments in French startups for development of AI ecosystem drive AI in computer vision market 158
11.3.4.2 Impact of COVID-19 159
11.3.5 ITALY 159
11.3.5.1 Widespread use of computer vision systems in industrial sector in Italy is boosting market growth 159
11.3.5.2 Impact of COVID-19 159
11.3.6 SPAIN 159
11.3.6.1 Spain has potential for AI in sectors such as BFSI and healthcare 159
11.3.7 REST OF EUROPE 159
11.4 APAC 160
11.4.1 IMPACT OF COVID-19 160
FIGURE 53 SEGMENTATION OF AI IN COMPUTER VISION MARKET IN EUROPE,
BY COUNTRY 160
FIGURE 54 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN APAC 161
TABLE 112 AI IN COMPUTER VISION MARKET IN APAC, BY COMPONENT,
2018–2020 (USD MILLION) 161
TABLE 113 AI IN COMPUTER VISION MARKET IN APAC, BY COMPONENT,
2021–2026 (USD MILLION) 162
TABLE 114 AI IN COMPUTER VISION MARKET IN APAC, BY HARDWARE,
2018–2020 (USD MILLION) 162
TABLE 115 AI IN COMPUTER VISION MARKET IN APAC, BY HARDWARE,
2021–2026 (USD MILLION) 162
TABLE 116 AI IN COMPUTER VISION MARKET IN APAC, BY PROCESSOR,
2018–2020 (USD MILLION) 162
TABLE 117 AI IN COMPUTER VISION MARKET IN APAC, BY PROCESSOR,
2021–2026 (USD MILLION) 163
TABLE 118 AI IN COMPUTER VISION MARKET IN APAC, BY FUNCTION,
2018–2020 (USD MILLION) 163
TABLE 119 AI IN COMPUTER VISION MARKET IN APAC, BY FUNCTION,
2021–2026 (USD MILLION) 163
TABLE 120 AI IN COMPUTER VISION MARKET IN APAC, BY APPLICATION,
2018–2020 (USD MILLION) 163
TABLE 121 AI IN COMPUTER VISION MARKET IN APAC, BY APPLICATION,
2021–2026 (USD MILLION) 164
TABLE 122 AI IN COMPUTER VISION MARKET IN APAC, BY SOFTWARE,
2018–2020 (USD MILLION) 164
TABLE 123 AI IN COMPUTER VISION MARKET IN APAC, BY SOFTWARE,
2021–2026 (USD MILLION) 164
TABLE 124 AI IN COMPUTER VISION MARKET IN APAC, BY END-USE INDUSTRY,
2018–2020 (USD MILLION) 165
TABLE 125 AI IN COMPUTER VISION MARKET IN APAC, BY END-USE INDUSTRY,
2021–2026 (USD MILLION) 165
TABLE 126 AI IN COMPUTER VISION MARKET IN APAC, BY COUNTRY,
2018–2020 (USD MILLION) 166
TABLE 127 AI IN COMPUTER VISION MARKET IN APAC, BY COUNTRY,
2021–2026 (USD MILLION) 166
11.4.2 CHINA 166
11.4.2.1 Growing deployment of data centers is escalating demand for AI infrastructure in China 166
11.4.2.2 Impact of COVID-19 167
11.4.3 JAPAN 167
11.4.3.1 Use of AI infrastructure by small and medium-sized companies in Japan is leading to growing adoption of AI in computer vision 167
11.4.4 INDIA 167
11.4.4.1 Growing adoption of cloud-based services would positively impact AI infrastructure and computer vision market 167
11.4.5 SOUTH KOREA 168
11.4.5.1 Increasing government spending to boost AI infrastructure is driving AI in computer vision market in South Korea 168
11.4.6 REST OF APAC 168
11.5 ROW 169
FIGURE 55 SEGMENTATION OF AI IN COMPUTER VISION MARKET IN ROW, BY REGION 169
TABLE 128 AI IN COMPUTER VISION MARKET IN ROW, BY COMPONENT,
2018–2020 (USD MILLION) 169
TABLE 129 AI IN COMPUTER VISION MARKET IN ROW, BY COMPONENT,
2021–2026 (USD MILLION) 169
TABLE 130 AI IN COMPUTER VISION MARKET IN ROW, BY HARDWARE,
2018–2020 (USD MILLION) 170
TABLE 131 AI IN COMPUTER VISION MARKET IN ROW, BY HARDWARE,
2021–2026 (USD MILLION) 170
TABLE 132 AI IN COMPUTER VISION MARKET IN ROW, BY PROCESSOR,
2018–2020 (USD MILLION) 170
TABLE 133 AI IN COMPUTER VISION MARKET IN ROW, BY PROCESSOR,
2021–2026 (USD MILLION) 171
TABLE 134 AI IN COM