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컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장조사 보고서

출판 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2023년02월

컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장 : 구성 요소(하드웨어, 소프트웨어), 기능(교육, 추론), 용도(산업, 비산업), 최종 용도 산업(자동차, 가전), 지역별 – 2028년까지의 세계 예측
AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region – Global Forecast to 2028

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리포트목차    주문/문의    납기/라이센스안내

The global AI in computer vision market is expected to be valued at USD 17.2 billion in 2023 and is projected to reach USD 45.7 billion by 2028 at a CAGR of 21.5% from 2023 to 2028.
컴퓨터 비전을 위한 인공 지능 시장의 글로벌 AI는 2023년부터 2028년까지 연평균 21.5% 성장하여 2023년에는 172억 달러, 2028년에는 457억 달러에 이를 것으로 예상됩니다.
컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장 : 구성 요소(하드웨어, 소프트웨어), 기능(교육, 추론), 용도(산업, 비산업), 최종 용도 산업(자동차, 가전), 지역별 - 2028년까지의 세계 예측 AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region - Global Forecast to 2028

The advancement in 3D acquisition systems and the computing power of smart devices/laptops have helped solve identification tasks by fitting a deformable 3D model to 2D images.Facial recognition technology uses deep learning models to detect, normalize, validate, match, and identify faces. AI models are trained with millions of facial images, and depending on the use case, they are designed to generate mathematical representations of a human face (embeddings). These embeddings can be stored and referenced by other models to infer identity.
“AI Solution: The largest growing software segment for AI in computer vision market”
Recently, most developments have been witnessed in AI solutions and related software development kits. AI solutions are created using nonprocedural languages such as LISP and PROLOG. These languages allow systems to learn and modify responses according to the environment. Depending on the application, a fast CPU, high-capacity RAM, large storage capacity, a graphics card, and a few specialized input and output devices are required to install AI software. Companies are trying to provide AI solutions to reduce the volume and complexity of data in various verticals. Digitalizing healthcare and combining the power of artificial intelligence can help healthcare providers remain competitive despite the shortage of skilled staff and continuous increase in the volumes of imaging scans. For instance, AI solutions by Siemens Healthineers (Germany) are helpful in clinical processes. During the scan preparation, AI assists in the form of an intelligent and automated workflow in CT scans to generate reliable and consistent images while reducing unwanted variations.
“Consumer Electronics: Largest end-use industry of AI in computer vision market”
The consumer electronics vertical includes cameras, gaming devices, wearables, and smartphones. The addition of AI capabilities to smartphones will help change two main aspects: user–machine interaction and context-personalized openness. User–machine interaction will improve the efficiency between the users and their phones across text, voice, image, video, and sensors. In contrast, context-personalized openness will actively provide services and aggregated information across apps, content, third-party, and native features. Amazon Web Services (US) has launched an AI-powered camera called DeepLens for developing and deploying machine learning algorithms and services for AI-powered transcription and translation. DeepLens includes applications such as optical character recognition and image and object recognition, which would help test and develop new vision-based AI functionalities efficiently and quickly.
“China: The largest consumer region in Asia Pacific for AI in computer vision”
The deployment of computer vision systems is rapidly increasing because of the growing need for automation in China. Moreover, there is a year-on-year increase in labor costs, so companies are increasingly adopting automation systems to reduce production costs. A rise in manufacturing operations mainly contributes to the country’s economic development.
China has invested heavily in computer vision technologies for security and surveillance purposes. The country has implemented several large-scale surveillance systems that rely on computer vision algorithms to monitor and track individuals in public spaces. In January 2022, a new report from the Center for Security and Emerging Technology (CSET) found that the research sector of China is investing heavily in AI-based computer vision technology, especially in the security and surveillance sector. It has a massive lead in three key areas: person re-identification (REID), crowd counting, and spoofing detection.

컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장 : 구성 요소(하드웨어, 소프트웨어), 기능(교육, 추론), 용도(산업, 비산업), 최종 용도 산업(자동차, 가전), 지역별 - 2028년까지의 세계 예측 AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region - Global Forecast to 2028

The study contains insights from various industry experts, ranging from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows:
• By Company Type: Tier 1 – 45%, Tier 2 – 32%, and Tier 3 – 23%
• By Designation: C-level Executives – 30%, Directors – 45%, and Others – 25%
• By Region: North America – 26%, Europe – 40%, Asia Pacific – 22%, RoW – 12%

The key players operating in the AI in computer vision market are NVIDIA Corporation (US), Intel Corporation (US), Microsoft (US), IBM Corporation (US), Qualcomm Technologies Inc. (US), Advanced Micro Devices, Inc (US), Alphabet, Inc. (US), Amazon (US), Basler AG (Germany), Hailo (US), and Groq, Inc. (US). The other company profiles included in the scope are Sighthound, Inc. (US), Neurala, Inc. (US), Datagen (Israel), Graphcore (UK), Groopic (US), Ultraleap (US), Algolux (US), Athena Security (US), Snorkel AI (US), Vizseek (US), Robotic Vision Technologies (US), AMP Robotics (US), CureMetrix (US), and Creative Virtual (UK).

컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장 : 구성 요소(하드웨어, 소프트웨어), 기능(교육, 추론), 용도(산업, 비산업), 최종 용도 산업(자동차, 가전), 지역별 - 2028년까지의 세계 예측 AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region - Global Forecast to 2028

Research Coverage:
The report segments the AI in the computer vision market and forecasts its size, by value, based on component, function, application, end-use industry, and region.
The report also provides a comprehensive review of market drivers, restraints, opportunities, and challenges in the AI in computer vision market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.

컴퓨터 비전을 위한 인공 지능(AI In Computer Vision) 시장 : 구성 요소(하드웨어, 소프트웨어), 기능(교육, 추론), 용도(산업, 비산업), 최종 용도 산업(자동차, 가전), 지역별 - 2028년까지의 세계 예측 AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region - Global Forecast to 2028
Key Benefits of Buying the Report
The report will help the leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market and the sub-segments. This report will help stakeholders 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 AI in computer vision market and provides them with information on key market drivers, restraints, challenges, and opportunities.


목차

1 INTRODUCTION 21
1.1 STUDY OBJECTIVES 21
1.2 MARKET DEFINITION 21
1.2.1 INCLUSIONS AND EXCLUSIONS 22
1.3 STUDY SCOPE 22
1.3.1 MARKETS COVERED 22
FIGURE 1 SEGMENTATION OF AI IN COMPUTER VISION MARKET 22
1.3.2 GEOGRAPHIC SCOPE 23
1.3.3 YEARS CONSIDERED 23
1.4 CURRENCY 24
1.5 STAKEHOLDERS 24
1.6 SUMMARY OF CHANGES 25
2 RESEARCH METHODOLOGY 26
2.1 RESEARCH DATA 26
FIGURE 2 AI IN COMPUTER VISION MARKET: RESEARCH DESIGN 26
2.1.1 SECONDARY DATA 27
2.1.1.1 Major secondary sources 27
2.1.1.2 Key data from secondary sources 27
2.1.2 PRIMARY DATA 28
2.1.2.1 Primary interviews with experts 28
2.1.2.2 Key data from primary sources 29
2.1.2.3 Key industry insights 29
2.1.2.4 Breakdown of primaries 30
2.1.3 SECONDARY AND PRIMARY RESEARCH 30
2.2 MARKET SIZE ESTIMATION 31
FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 31
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF AI COMPUTER VISION PRODUCTS AND SOLUTIONS 32
2.2.1 BOTTOM-UP APPROACH 32
2.2.1.1 Approach to arrive at market size using bottom-up analysis 32
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 33
2.2.2 TOP-DOWN APPROACH 33
2.2.2.1 Approach to capture market share using top-down analysis (supply side) 33
FIGURE 6 TOP-DOWN APPROACH 34
2.3 DATA TRIANGULATION 34
FIGURE 7 DATA TRIANGULATION 34
2.4 RESEARCH ASSUMPTIONS 35
2.5 RISK ASSESSMENT 36
TABLE 1 RISK FACTOR ANALYSIS 36
2.6 ASSUMPTIONS REGARDING RECESSION 36
TABLE 2 ASSUMPTIONS REGARDING RECESSION 36
2.7 STUDY LIMITATIONS 37
3 EXECUTIVE SUMMARY 38
3.1 RECESSION ANALYSIS 38
FIGURE 8 GDP GROWTH PROJECTION UNTIL 2023 FOR MAJOR ECONOMIES 38
FIGURE 9 MARKET PROJECTIONS FOR AI IN COMPUTER VISION MARKET 39
3.2 GROWTH RATE ASSUMPTIONS/FORECAST 40
FIGURE 10 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE BY 2028 41
FIGURE 11 AI IN COMPUTER VISION MARKET FOR INFERENCE TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 42
FIGURE 12 NON-INDUSTRIAL SEGMENT TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE IN AI COMPUTER VISION MARKET DURING FORECAST PERIOD 42
FIGURE 13 CONSUMER ELECTRONICS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 43
FIGURE 14 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 44
4 PREMIUM INSIGHTS 45
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS AI IN COMPUTER VISION MARKET 45
FIGURE 15 GOVERNMENT INITIATIVES TO SUPPORT INDUSTRIAL AUTOMATION TO CREATE ATTRACTIVE GROWTH OPPORTUNITIES FOR AI IN COMPUTER VISION MARKET PLAYERS 45
4.2 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COMPONENT AND COUNTRY 46
FIGURE 16 SOFTWARE AND US ARE LARGEST SHAREHOLDERS IN AI IN COMPUTER VISION MARKET IN 2023 46
4.3 AI IN COMPUTER VISION MARKET, BY HARDWARE PROCESSOR TYPE 46
FIGURE 17 CPU SEGMENT TO HOLD LARGEST SHARE OF AI IN COMPUTER VISION MARKET IN 2028 46
4.4 AI IN COMPUTER VISION MARKET, BY REGION 47
FIGURE 18 CHINA TO REGISTER HIGHEST CAGR IN AI IN COMPUTER VISION MARKET BETWEEN 2023 AND 2028 47
5 MARKET OVERVIEW 48
5.1 INTRODUCTION 48
5.2 MARKET DYNAMICS 48
FIGURE 19 MARKET DYNAMICS: AI IN COMPUTER VISION MARKET 48
5.2.1 DRIVERS 49
FIGURE 20 AI IN COMPUTER VISION MARKET DRIVERS: IMPACT ANALYSIS 49
5.2.1.1 Increasing demand for automation and efficiency 49
5.2.1.2 Advancements in deep learning and neural network technologies 50
5.2.1.3 Growing impact of AI in machine vision 50
5.2.2 RESTRAINTS 51
FIGURE 21 AI IN COMPUTER VISION MARKET RESTRAINTS: IMPACT ANALYSIS 51
5.2.2.1 Limited understanding and technical expertise in AI computer vision 51
5.2.2.2 High cost of acquiring and implementing AI computer vision solutions 52
5.2.2.3 Lack of skilled professionals in manufacturing factories 52
5.2.3 OPPORTUNITIES 53
FIGURE 22 AI IN COMPUTER VISION MARKET OPPORTUNITIES: IMPACT ANALYSIS 53
5.2.3.1 Emerging applications of AI computer vision in agriculture, logistics, and manufacturing 53
5.2.3.2 Increasing use of AI computer vision in autonomous systems 54
5.2.3.3 Growing demand for real-time and high-precision visual data analysis 54
5.2.3.4 Development of machine learning pertaining to vision technology 54
5.2.4 CHALLENGES 55
FIGURE 23 AI IN COMPUTER VISION MARKET CHALLENGES: IMPACT ANALYSIS 55
5.2.4.1 Overcoming limitations in current AI computer vision technologies 55
5.2.4.2 Maintaining trust and transparency of AI computer vision systems 56
5.3 VALUE CHAIN ANALYSIS 56
FIGURE 24 VALUE CHAIN ANALYSIS: AI IN COMPUTER VISION 56
5.4 ECOSYSTEM ANALYSIS 57
FIGURE 25 KEY PLAYERS IN AI IN COMPUTER VISION MARKET 57
TABLE 3 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN 58
5.5 PORTER’S FIVE FORCES ANALYSIS 59
TABLE 4 AI IN COMPUTER VISION MARKET: PORTER’S FIVE FORCES ANALYSIS 59
FIGURE 26 PORTER’S FIVE FORCES ANALYSIS: AI IN COMPUTER VISION MARKET 59
5.5.1 INTENSITY OF COMPETITIVE RIVALRY 60
5.5.2 THREAT OF NEW ENTRANTS 60
5.5.3 BARGAINING POWER OF SUPPLIERS 60
5.5.4 BARGAINING POWER OF BUYERS 60
5.5.5 THREAT OF SUBSTITUTES 61
5.6 KEY STAKEHOLDERS AND BUYING CRITERIA 61
5.6.1 KEY STAKEHOLDERS IN BUYING PROCESS 61
FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 61
TABLE 5 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 61
5.6.2 BUYING CRITERIA 62
FIGURE 28 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62
TABLE 6 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62
5.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 62
FIGURE 29 REVENUE SHIFT FOR PLAYERS IN AI COMPUTER VISION MARKET 63
5.8 CASE STUDY ANALYSIS 63
5.8.1 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 63
5.8.2 AI ALGORITHMS USED IN MEDICAL IMAGE ANALYSIS BY INCORPORATING COMPUTER VISION TECHNOLOGY 64
5.8.3 RETAIL: OBJECT DETECTION AND RECOGNITION 64
5.8.4 TRANSPORTATION: AUTONOMOUS VEHICLE NAVIGATION 64
5.8.5 AUTOMOTIVE INDUSTRY: OBJECT RECOGNITION AND CLASSIFICATION IN TRAFFIC 65
5.9 TECHNOLOGY ANALYSIS 65
5.9.1 COGNITIVE ROBOTS 65
5.9.2 INTERNET OF THINGS 65
5.9.3 ANALYSIS OF AI CHIP AND PROCESSOR TECHNOLOGY 65
TABLE 7 COMPARISON OF AI CHIP TYPES 66
5.9.4 CAMERA TECHNOLOGY 66
5.9.4.1 Frame rate 66
5.9.4.1.1 <25 fps 66 5.9.4.1.2 25–125 fps 66 5.9.4.1.3 >125 fps 67
5.9.4.2 Resolution 67
5.9.4.2.1 >=40 MP 67
5.9.4.2.2 20–39 MP 67
5.9.4.2.3 6–19 MP 67
5.9.4.2.4 >2–5 MP 67
5.9.4.2.5 <2 MP 67
5.10 AVERAGE SELLING PRICE ANALYSIS 68
FIGURE 30 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BASED ON END-USE INDUSTRY 68
5.10.1 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68
TABLE 8 AVERAGE SELLING PRICES OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68
5.10.2 AVERAGE SELLING PRICE TRENDS 68
FIGURE 31 AVERAGE SELLING PRICE ANALYSIS 69
5.10.3 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69
TABLE 9 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69
5.11 PATENT ANALYSIS 70
FIGURE 32 NUMBER OF PATENTS GRANTED IN AI IN COMPUTER VISION MARKET, 2012–2022 70
TABLE 10 LIST OF A FEW PATENTS IN AI IN COMPUTER VISION MARKET, 2019–2021 70
5.12 TRADE ANALYSIS 73
TABLE 11 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73
FIGURE 33 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73
TABLE 12 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74
FIGURE 34 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74
5.13 TARIFF ANALYSIS 75
TABLE 13 MFN TARIFFS FOR HS CODE: 854231 EXPORTED BY CHINA 75
TABLE 14 MFN TARIFFS FOR HS CODE: 851762 EXPORTED BY US 75
TABLE 15 MFN TARIFF FOR HS CODE: 851762 EXPORTED BY GERMANY 75
5.14 STANDARDS AND REGULATORY LANDSCAPE 76
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76
5.14.1.1 North America: Regulatory bodies, government agencies, and other organizations 76
TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76
5.14.1.2 Europe: Regulatory bodies, government agencies, and other organizations 76
TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76
5.14.1.3 Asia Pacific: Regulatory bodies, government agencies, and other organizations 77
TABLE 18 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77
5.14.1.4 RoW: Regulatory bodies, government agencies, and other organizations 78
TABLE 19 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78
5.14.2 STANDARDS & REGULATIONS RELATED TO AI IN COMPUTER VISION MARKET 78
5.15 KEY CONFERENCES AND EVENTS, 2022–2023 79
TABLE 20 AI IN COMPUTER VISION MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 79
6 AI IN COMPUTER VISION MARKET, BY COMPONENT 80
6.1 INTRODUCTION 81
FIGURE 35 AI IN COMPUTER VISION MARKET, BY COMPONENT 81
FIGURE 36 AI IN COMPUTER VISION MARKET FOR SOFTWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 81
TABLE 21 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 82
TABLE 22 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 82
6.2 HARDWARE 82
6.2.1 GROWING DEPLOYMENT OF AI INFRASTRUCTURE TO DRIVE MARKET 82
TABLE 23 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2019–2022 (USD MILLION) 82
TABLE 24 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 83
6.2.2 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION 83
TABLE 25 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 83
TABLE 26 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 83
6.2.3 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 83
TABLE 27 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 83
TABLE 28 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 84
6.2.4 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 84
TABLE 29 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 84
TABLE 30 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 85
6.2.5 PROCESSOR 85
TABLE 31 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2019–2022 (USD MILLION) 85
TABLE 32 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2023–2028 (USD MILLION) 86
6.2.6 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE (UNIT SHIPMENT DATA) 86
TABLE 33 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2019–2022 (MILLION UNITS) 86
TABLE 34 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2023–2028 (MILLION UNITS) 86
6.2.6.1 CPU 86
6.2.6.2 GPU 87
6.2.6.3 ASIC 88
6.2.6.4 FPGA 88
6.2.7 MEMORY 89
6.2.8 STORAGE 90
6.3 SOFTWARE 91
6.3.1 USE OF AI SOLUTIONS TO REDUCE VOLUME AND COMPLEXITY OF DATA TO LEAD TO MARKET GROWTH 91
TABLE 35 AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2019–2022 (USD MILLION) 91
TABLE 36 AI IN COMPUTER VISION MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 91
6.3.2 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION 92
TABLE 37 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 92
TABLE 38 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 92
6.3.3 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 92
TABLE 39 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 92
TABLE 40 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 92
6.3.4 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 93
TABLE 41 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 93
TABLE 42 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 93
6.3.5 AI PLATFORM 94
6.3.6 AI SOLUTION 94
7 AI IN COMPUTER VISION MARKET, BY FUNCTION 96
7.1 INTRODUCTION 97
FIGURE 37 AI IN COMPUTER VISION MARKET, BY FUNCTION 97
FIGURE 38 AI IN COMPUTER VISION MARKET FOR TRAINING FUNCTION TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 97
TABLE 43 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 97
TABLE 44 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 98
7.2 TRAINING 98
7.2.1 RISING ADOPTION OF MACHINE LEARNING AND DEEP LEARNING TECHNOLOGIES TO BOOST ADOPTION OF TRAINING FUNCTION FOR COMPUTER VISION MARKET 98
TABLE 45 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 98
TABLE 46 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 99
7.3 INFERENCE 99
7.3.1 RETAIL AND E-COMMERCE COMPANIES USE ML, AI, AND DL INFERENCE FOR TASKS SUCH AS PRODUCT RECOMMENDATIONS, PRICE OPTIMIZATION, AND INVENTORY MANAGEMENT 99
TABLE 47 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 100
TABLE 48 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 100
8 VARIOUS MACHINE LEARNING MODELS IN COMPUTER VISION 101
8.1 INTRODUCTION 101
FIGURE 39 MACHINE LEARNING MODELS OF AI IN COMPUTER VISION MARKET 101
8.2 SUPERVISED LEARNING 102
8.2.1 SUPERVISED LEARNING INCLUDES ALGORITHMS PROVIDED WITH SET OF LABELED TRAINING DATA TO LEARN 102
8.2.2 CONVOLUTIONAL NEURAL NETWORKS 102
8.2.3 RECURRENT NEURAL NETWORKS 103
8.3 UNSUPERVISED LEARNING 103
8.3.1 MARKET FOR UNSUPERVISED LEARNING TO GROW RAPIDLY AS MORE ORGANIZATIONS ADOPT MACHINE LEARNING AND AI TECHNOLOGIES 103
8.4 REINFORCEMENT LEARNING 104
8.4.1 REINFORCEMENT LEARNING ALLOWS MACHINES AND SOFTWARE AGENTS TO AUTOMATICALLY DETERMINE IDEAL BEHAVIOR TO MAXIMIZE THEIR PERFORMANCE 104
9 AI IN COMPUTER VISION MARKET, BY APPLICATION 105
9.1 INTRODUCTION 106
FIGURE 40 AI IN COMPUTER VISION MARKET, BY APPLICATION 106
FIGURE 41 NON-INDUSTRIAL SEGMENT TO CONTINUE TO HOLD LARGER SHARE OF AI IN COMPUTER VISION MARKET DURING FORECAST PERIOD 106
TABLE 49 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 106
TABLE 50 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 107
9.2 NON-INDUSTRIAL 107
9.2.1 CAMERA-ENABLED SMARTPHONES TO DRIVE MARKET FOR CONSUMER SEGMENT 107
9.3 INDUSTRIAL 108
9.3.1 FACTORS SUCH AS STRINGENT GOVERNMENT REGULATIONS AND INCREASING QUALITY MAINTENANCE ACTIVITIES TO BOOST MARKET GROWTH IN VARIOUS INDUSTRIES 108
9.3.2 2D MACHINE VISION 108
9.3.3 3D MACHINE VISION 109
9.3.4 QUALITY ASSURANCE & INSPECTION 109
10 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 111
10.1 INTRODUCTION 112
FIGURE 42 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 112
FIGURE 43 CONSUMER ELECTRONICS TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 112
TABLE 51 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 113
TABLE 52 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 113
10.2 AUTOMOTIVE 113
10.2.1 INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS TO DRIVE USE OF COMPUTER VISION SOLUTIONS 113
TABLE 53 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 114
TABLE 54 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 114
10.2.2 ADAS AND INFOTAINMENT 114
10.2.3 AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES 115
10.3 CONSUMER ELECTRONICS 115
10.3.1 GROWING DEMAND FOR SMARTPHONES WITH FRONT AND REAR CAMERAS TO BOOST MARKET 115
TABLE 55 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 116
TABLE 56 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 116
10.3.2 GAMING 116
10.3.3 CAMERAS 117
10.3.4 WEARABLES 117
10.3.5 SMARTPHONES 118
10.4 HEALTHCARE 118
10.4.1 RISING ADOPTION OF AI IN COMPUTER VISION TECHNOLOGY IN HEALTHCARE INDUSTRY TO PROPEL MARKET 118
TABLE 57 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 118
TABLE 58 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 119
10.4.2 RADIOLOGY 119
10.4.3 MEDICAL IMAGING 119
10.5 RETAIL 120
10.5.1 MARKET FOR AI IN COMPUTER VISION IN RETAIL INDUSTRY TO GROW SIGNIFICANTLY 120
TABLE 59 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121
TABLE 60 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 121
10.6 SECURITY & SURVEILLANCE 121
10.6.1 INCREASING SECURITY THREATS, RISING NEED FOR MORE EFFICIENT AND ACCURATE SECURITY SYSTEMS, AND GROWING ADOPTION OF AI-POWERED TECHNOLOGIES IN SECURITY SECTOR TO DRIVE MARKET 121
TABLE 61 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121
TABLE 62 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 122
10.6.2 BIOMETRICS 122
10.6.3 IMAGE AND VIDEO ANALYTICS 122
10.6.4 AI-GUIDED DRONE-BASED SURVEILLANCE 123
10.7 MANUFACTURING 124
10.7.1 GROWING POPULARITY OF MACHINE VISION IN MANUFACTURING AND QUALITY CONTROL TO ACCELERATE MARKET GROWTH 124
TABLE 63 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 124
TABLE 64 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 124
10.8 AGRICULTURE 125
10.8.1 INCREASING ADOPTION OF PRECISION AGRICULTURE TECHNIQUES AND RISING NEED FOR MORE EFFICIENT AND ACCURATE FARMING PRACTICES TO BOOST MARKET 125
TABLE 65 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 125
TABLE 66 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 126
10.8.2 CROP MONITORING 126
10.8.3 AUTOMATED IRRIGATION SYSTEMS 126
10.9 TRANSPORTATION & LOGISTICS 127
10.9.1 INCREASING USE OF COMPUTER VISION SYSTEMS IN REAL-LIFE TRAFFIC APPLICATIONS TO DRIVE MARKET 127
TABLE 67 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 128
TABLE 68 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 128
10.10 OTHERS 128
TABLE 69 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 129
TABLE 70 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 129
11 AI IN COMPUTER VISION MARKET, BY REGION 130
11.1 INTRODUCTION 131
FIGURE 44 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028 131
TABLE 71 AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 131
TABLE 72 AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 131
11.2 NORTH AMERICA 132
FIGURE 45 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN NORTH AMERICA 133
TABLE 73 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 133
TABLE 74 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 134
TABLE 75 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 134
TABLE 76 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 134
11.2.1 NORTH AMERICA: IMPACT OF RECESSION 134
11.2.2 US 135
11.2.2.1 Rising deployment of automation technologies in manufacturing plants to boost requirement for AI-powered computer vision solutions 135
11.2.3 CANADA 136
11.2.3.1 Constant research on AI, ML, and NLP by Canadian universities to fuel market growth 136
11.2.4 MEXICO 136
11.2.4.1 Need for AI-powered computer vision solutions in security and surveillance applications to support market growth 136
11.3 EUROPE 137
FIGURE 46 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN EUROPE 138
TABLE 77 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 138
TABLE 78 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 139
TABLE 79 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 139
TABLE 80 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 139
11.3.1 EUROPE: IMPACT OF RECESSION 140
11.3.2 UK 140
11.3.2.1 Rising investments by UK government in AI and computer vision technologies to contribute to market growth 140
11.3.3 GERMANY 141
11.3.3.1 Growing adoption of computer vision systems in healthcare, retail, and transportation industries to drive market growth 141
11.3.4 FRANCE 142
11.3.4.1 Investments in startups for development of AI ecosystem to drive market 142
11.3.5 ITALY 142
11.3.5.1 Widespread use of computer vision systems in industrial sector to boost market 142
11.3.6 SPAIN 143
11.3.6.1 Presence of strong research community and expanding startup ecosystem to propel market growth 143
11.3.7 REST OF EUROPE 144
11.4 ASIA PACIFIC 144
FIGURE 47 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN ASIA PACIFIC 145
TABLE 81 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 145
TABLE 82 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 146
TABLE 83 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146
TABLE 84 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146
11.4.1 ASIA PACIFIC: IMPACT OF RECESSION 146
11.4.2 CHINA 147
11.4.2.1 Heavy investments in computer vision technologies for security and surveillance purposes to drive market 147
11.4.3 JAPAN 148
11.4.3.1 Growing demand for autonomous vehicles to boost demand for AI in computer vision technologies across Japan 148
11.4.4 INDIA 148
11.4.4.1 Growing initiatives to implement industry 4.0 to drive market 148
11.4.5 SOUTH KOREA 149
11.4.5.1 Increasing government spending to boost AI infrastructure 149
11.4.6 REST OF ASIA PACIFIC 150
11.5 ROW 150
TABLE 85 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 150
TABLE 86 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 150
TABLE 87 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 151
TABLE 88 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 151
11.5.1 ROW: IMPACT OF RECESSION 151
11.5.2 MIDDLE EAST & AFRICA 151
11.5.2.1 Investments to promote automation in electronics and medical applications to benefit market 151
11.5.3 SOUTH AMERICA 152
11.5.3.1 Growing application of AI technologies to overcome physical limitations of capital and labor to fuel market 152
12 COMPETITIVE LANDSCAPE 153
12.1 OVERVIEW 153
12.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 153
TABLE 89 OVERVIEW OF STRATEGIES DEPLOYED BY AI IN COMPUTER VISION OEMS 153
12.3 COMPANY REVENUE ANALYSIS, 2022 156
12.3.1 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156
FIGURE 48 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156
12.4 MARKET SHARE ANALYSIS, 2022 157
FIGURE 49 SHARE OF MAJOR PLAYERS IN AI IN COMPUTER VISION MARKET, 2022 157
12.4.1 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157
TABLE 90 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157
12.5 COMPANY EVALUATION QUADRANT 159
12.5.1 STARS 159
12.5.2 PERVASIVE PLAYERS 160
12.5.3 EMERGING LEADERS 160
12.5.4 PARTICIPANTS 160
FIGURE 50 AI IN COMPUTER VISION MARKET: COMPANY EVALUATION QUADRANT, 2022 160
12.6 STARTUP/SME EVALUATION QUADRANT 161
12.6.1 PROGRESSIVE COMPANIES 161
12.6.2 RESPONSIVE COMPANIES 161
12.6.3 DYNAMIC COMPANIES 161
12.6.4 STARTING BLOCKS 161
FIGURE 51 AI IN COMPUTER VISION MARKET: STARTUP/SME EVALUATION QUADRANT, 2022 162
12.7 AI IN COMPUTER VISION MARKET: COMPANY FOOTPRINT 163
TABLE 91 FOOTPRINT OF COMPANIES 163
TABLE 92 END-USE INDUSTRY FOOTPRINT OF COMPANIES 164
TABLE 93 PRODUCT FOOTPRINT OF COMPANIES 165
TABLE 94 REGIONAL FOOTPRINT OF COMPANIES 166

12.8 STARTUP EVALUATION MATRIX 167
12.8.1 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167
TABLE 95 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167
12.8.2 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168
TABLE 96 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168
TABLE 97 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY COMPONENT 169
TABLE 98 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY REGION 169
12.9 COMPETITIVE SCENARIO AND TRENDS 170
12.9.1 DEALS 170
TABLE 99 AI IN COMPUTER VISION MARKET: DEALS, 2020–2023 170
TABLE 100 AI IN COMPUTER VISION MARKET: PRODUCT LAUNCHES, 2020–2022 175
13 COMPANY PROFILES 181
(Business overview, Products/Solutions/Services offered, Recent developments & MnM View)*
13.1 KEY PLAYERS 181
13.1.1 NVIDIA CORPORATION 181
TABLE 101 NVIDIA CORPORATION: BUSINESS OVERVIEW 181
FIGURE 52 NVIDIA CORPORATION: COMPANY SNAPSHOT 182
TABLE 102 NVIDIA CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 183
TABLE 103 NVIDIA CORPORATION: DEALS 186
TABLE 104 NVIDIA CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 188
13.1.2 IBM CORPORATION 191
TABLE 105 IBM CORPORATION: BUSINESS OVERVIEW 191
FIGURE 53 IBM CORPORATION: COMPANY SNAPSHOT 192
TABLE 106 IBM CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 192
TABLE 107 IBM CORPORATION: DEALS 193
TABLE 108 IBM CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 194
13.1.3 MICROSOFT CORPORATION 196
TABLE 109 MICROSOFT CORPORATION: BUSINESS OVERVIEW 196
FIGURE 54 MICROSOFT CORPORATION: COMPANY SNAPSHOT 197
TABLE 110 MICROSOFT CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 198
TABLE 111 MICROSOFT CORPORATION: DEALS 199
TABLE 112 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 200
13.1.4 QUALCOMM TECHNOLOGIES, INC. 202
TABLE 113 QUALCOMM TECHNOLOGIES, INC.: BUSINESS OVERVIEW 202
FIGURE 55 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 203
TABLE 114 QUALCOMM TECHNOLOGIES, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 204
TABLE 115 QUALCOMM TECHNOLOGIES, INC.: DEALS 205
TABLE 116 QUALCOMM: PRODUCT LAUNCHES 206
13.1.5 INTEL CORPORATION 208
TABLE 117 INTEL CORPORATION: BUSINESS OVERVIEW 208
FIGURE 56 INTEL CORPORATION: COMPANY SNAPSHOT 209
TABLE 118 INTEL CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 209
TABLE 119 INTEL CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 212
TABLE 120 INTEL CORPORATION: DEALS 213
13.1.6 ADVANCED MICRO DEVICES, INC.(AMD) 214
TABLE 121 ADVANCED MICRO DEVICES, INC (AMD): BUSINESS OVERVIEW 214
FIGURE 57 ADVANCED MICRO DEVICES, INC (AMD): COMPANY SNAPSHOT 215
TABLE 122 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT/SOLUTION/SERVICE OFFERINGS 216
TABLE 123 ADVANCED MICRO DEVICES, INC (AMD): DEALS 216
TABLE 124 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT LAUNCHES AND DEVELOPMENTS 217
13.1.7 ALPHABET, INC. 218
TABLE 125 ALPHABET, INC.: BUSINESS OVERVIEW 218
FIGURE 58 ALPHABET, INC.: COMPANY SNAPSHOT 219
TABLE 126 ALPHABET, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 219
TABLE 127 ALPHABET, INC.: DEALS 220
TABLE 128 ALPHABET, INC.: PRODUCT LAUNCHES AND DEVELOPMENTS 221
13.1.8 BASLER AG 222
TABLE 129 BASLER AG: BUSINESS OVERVIEW 222
FIGURE 59 BASLER AG: COMPANY SNAPSHOT 222
TABLE 130 BASLER AG: PRODUCT/SOLUTION/SERVICE OFFERINGS 223
TABLE 131 BASLER AG: PRODUCT LAUNCHES AND DEVELOPMENTS 224
13.1.9 AMAZON.COM, INC. 226
TABLE 132 AMAZON.COM, INC.: BUSINESS OVERVIEW 226
FIGURE 60 AMAZON.COM, INC: COMPANY SNAPSHOT 227
TABLE 133 AMAZON.COM, INC: PRODUCT/SOLUTION/SERVICE OFFERINGS 227
TABLE 134 AMAZON.COM, INC: PRODUCT LAUNCHES 229
TABLE 135 AMAZON.COM, INC: DEALS 230
13.1.10 GROQ, INC. 231
TABLE 136 GROQ, INC.: BUSINESS OVERVIEW 231
TABLE 137 GROQ, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 232
TABLE 138 GROQ, INC.: DEALS 233
13.1.11 HAILO 234
TABLE 139 HAILO.: BUSINESS OVERVIEW 234
TABLE 140 HAILO: PRODUCT/SOLUTION/SERVICE OFFERINGS 234
TABLE 141 HAILO: DEALS 236
TABLE 142 HAILO: PRODUCT LAUNCHES 236
*Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.

13.2 OTHER KEY PLAYERS 237
13.2.1 SIGHTHOUND, INC. 237
13.2.2 NEURALA, INC 238
13.2.3 DATAGEN 238
13.2.4 GRAPHCORE 239
13.2.5 GROOPIC 239
13.2.6 ULTRALEAP 240
13.2.7 ALGOLUX 241
13.2.8 ATHENA SECURITY 241
13.2.9 SNORKEL AI 242
13.2.10 VIZSEEK 242
13.2.11 ROBOTIC VISION TECHNOLOGIES 243
13.2.12 CREATIVE VIRTUAL 244
13.2.13 AMP ROBOTICS 245
13.2.14 CUREMETRIX 245
13.2.15 VERTA INC. 246
14 APPENDIX 247
14.1 DISCUSSION GUIDE 247
14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 252
14.3 CUSTOMIZATION OPTIONS 254
14.4 RELATED REPORTS 254
14.5 AUTHOR DETAILS 255


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