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비전 트랜스포머 (ViT) 시장조사 보고서

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2023년11월

Vision Transformers Market – Global Forecast to 2028

비전 트랜스포머 (ViT) 시장 : 제공 내용(솔루션, 전문 서비스), 용도(이미지 세그멘테이션, 물체 검출, 이미지 캡션), 업종(미디어와 엔터테인먼트, 소매 및 전자상거래, 자동차), 지역별 – 2028년까지의 세계 예측
Vision Transformers Market by Offering (Solutions, Professional Services), Application (Image Segmentation, Object Detection, Image Captioning), Vertical (Media & Entertainment, Retail & eCommerce, Automotive) and Region – Global Forecast to 2028

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Report Overview

The market size of the vision transformers market is projected to grow from USD 0.2 billion in 2023 to USD 1.2 billion by 2028 at a CAGR of 34.2% during the forecast period. The vision transformers market represents an exciting frontier in AI and computer vision, potentially transforming industries and improving image understanding and analysis.

비전 트랜스포머 (ViT) 시장조사 보고서

“As per solution, the hardware segment holds the highest CAGR during the forecast period.”
The vision transformation market by solution bifurcates into hardware and software. During the forecast period, 2023-2028, the hardware segment holds the highest CAGR. Hardware plays a critical role in enabling the efficient execution of computationally intensive tasks related to computer vision. Hardware often includes specialized processing units, such as Graphics Processing Units (GPUs) and Tensor Processing Units (TPUs), which help accelerate the training and inference of deep learning models, including vision transformers. These processing units are optimized for handling large-scale matrix operations, making them essential for the high computational demands of vision transformers. Central Processing Units (CPUs) are also crucial hardware components, mainly for handling various tasks in the computer vision pipeline.


“As per vertical, the automotive vertical holds the highest CAGR during the forecast period.”
The verticals studied in the report are retail & e-commerce, automotive, government & defense, media & entertainment, healthcare & life sciences, and other verticals (education & agriculture). During the forecast period, 2023-2028, the automotive vertical segment holds the highest CAGR. The automotive vertical is experiencing a significant transformation by adopting vision transformers in the market. Vision transformers, a class of neural network architecture, play a pivotal role in enhancing vehicle perception, safety, and automation. Vision transformers are at the forefront of autonomous driving technology, enabling vehicles to perceive and interpret their surroundings. They process sensor data, including images from cameras, LiDAR, and radar, to make real-time driving decisions. Vision transformers are essential for ADAS features, such as adaptive cruise control, lane-keeping, automatic emergency braking, and parking assistance, enhancing vehicle safety.

“As per region, Europe holds the second-largest market share during the forecast period.”
The vision transformers market includes an analysis of five regions. Europe holds the second-largest market share in 2023 and will have similar dominance over the forecast period. Europe has diverse business needs, as several large retailers and manufacturing companies demand robust and scalable IT infrastructure solutions. The region has always been a challenging market for cloud providers due to the stringent regulations and security standards about user data privacy. Europe has been at the forefront of data protection regulations, particularly implementing the General Data Protection Regulation (GDPR). GDPR emphasizes the need for data privacy, security, and protection of individuals’ data. The region has well-established providers of image sensors and image-processing algorithms, software for machine vision products designed for industrial applications. The automation level and the adoption rate of machine vision products are rapidly increasing, particularly in deep learning and neural networks, which have enabled machines to recognize and interpret images and video data with greater accuracy and speed.

비전 트랜스포머 (ViT) 시장조사 보고서 - region

The breakup of the profiles of the primary respondents is below:
 By Company: Tier I: 30%, Tier II: 45%, and Tier III: 25%
 By Designation: C-Level Executives: 50%, Director Level: 35%, and Others: 15%
 By Region: North America: 50%, Asia Pacific: 15%, Europe: 30%, Rest of World: 5%
Note: Others include sales managers, marketing managers, and product managers
Note: The rest of the World consists of the Middle East & Africa, and Latin America
Note: Tier 1 companies have revenues of more than USD 100 million; tier 2 companies’ revenue ranges from USD 10 million to USD 100 million; and tier 3 companies’ revenue is less than 10 million
Source: Secondary Literature, Expert Interviews, and MarketsandMarkets Analysis


The key technology vendors in the market include Google (US), OpenAI (US), Meta (US), AWS (US), NVIDIA Corporation (US), LeewayHertz (US), Synopsys (US), Hugging Face (US), Microsoft (US), Qualcomm (US), Intel (US), Clarifai (US), Quadric (US), Viso.ai (Switzerland), Deci (Israel), and V7 Labs (UK). Most key players have adopted partnerships and product developments to cater to the demand for vision transformers.

비전 트랜스포머 (ViT) 시장조사 보고서 - ecosystem

Research coverage:
The market study covers the vision transformers market across segments. The study aims to estimate the market size and the growth potential of the vision transformers market across different market segments, including offering, application, verticals, and region analysis. It includes an in-depth competitive intelligence analysis of the key players in the market, company profiles, observations related to products, services, business offerings, recent developments, and key market strategies.

The report provides insights on the following pointers:

• Analysis of key drivers (Need for image recognition in the automotive industry, Transfer learning plays a crucial role in the adoption of ViTs, Technology advancements boost the demand for image recognition among CPG and retail companies, Growing impact of AI in machine vision, Attention mechanism drives the market growth), restraints (Concerns related to high computational intensity and resource requirements, High installation cost of image recognition solutions, Data annotation and privacy concerns), opportunities (Increase in the demand for big data analytics, Integration of AI capabilities with image recognition solutions, Development of machine learning about vision technology)and challenges (Challenge related to large scale data requirements, Regulatory compliance challenge) influencing the growth of the vision transformers market.

• Product Development/Innovation: Detailed insights on the latest technologies in the vision transformers market

• Market Development: In-depth information about lucrative markets – the report analyses the vision transformers market across various regions.

• Market Diversification: Comprehensive information about new products & services, recent developments, untapped geographies, and investments in the vision transformers market.

• Competitive Assessment: Detailed assessment of growth strategies, market shares, and solution offerings of leading players. The critical technology vendors in the market include Google (US), OpenAI (US), Meta (US), AWS (US), and NVIDIA Corporation (US), among others, in the vision transformers market.

Table of Contents

1            INTRODUCTION            29

1.1         STUDY OBJECTIVES      29

1.2         MARKET DEFINITION   29

1.3         STUDY SCOPE  30

1.3.1      MARKET SEGMENTATION         30

1.3.2      INCLUSIONS & EXCLUSIONS     30

1.3.3      REGIONS COVERED      31

1.4         YEARS CONSIDERED     31

1.5         CURRENCY CONSIDERED          32

TABLE 1             USD EXCHANGE RATES, 2018–2022         32

1.6         STAKEHOLDERS            32

1.7         RECESSION IMPACT      33

2            RESEARCH METHODOLOGY     34

2.1         RESEARCH DATA           34

FIGURE 1           VISION TRANSFORMERS MARKET: RESEARCH DESIGN  35

2.1.1      SECONDARY DATA       35

2.1.2      PRIMARY DATA 36

2.1.2.1   Breakup of primary profiles             36

2.1.2.2   Key industry insights          37

2.2         MARKET FORECAST      37

TABLE 2             FACTOR ANALYSIS        37

2.3         MARKET SIZE ESTIMATION       38

FIGURE 2           VISION TRANSFORMERS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES           38

2.3.1      TOP-DOWN APPROACH             39

FIGURE 3           MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH       39

2.3.2      BOTTOM-UP APPROACH           39

FIGURE 4           MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH       40

FIGURE 5           VISION TRANSFORMERS MARKET: RESEARCH FLOW     40

2.3.3      MARKET SIZE ESTIMATION METHODOLOGIES 41

FIGURE 6           MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION     41

FIGURE 7           MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS          42

FIGURE 8           BOTTOM-UP APPROACH FROM SUPPLY SIDE: COLLECTIVE REVENUE OF VENDORS              42

FIGURE 9           VISION TRANSFORMERS MARKET: DEMAND-SIDE APPROACH              43

2.4         MARKET BREAKUP AND DATA TRIANGULATION           44

FIGURE 10         VISION TRANSFORMERS MARKET: MARKET BREAKUP AND DATA TRIANGULATION             44

2.5         IMPACT OF RECESSION ON GLOBAL VISION TRANSFORMERS MARKET              45

2.6         RESEARCH ASSUMPTIONS         45

2.7         LIMITATIONS AND RISK ASSESSMENT  47

3            EXECUTIVE SUMMARY 48

TABLE 3             VISION TRANSFORMERS MARKET SIZE AND GROWTH,  2022–2028 (USD MILLION, Y-O-Y GROWTH)   49

FIGURE 11         GLOBAL VISION TRANSFORMERS MARKET TO WITNESS SIGNIFICANT GROWTH 49

FIGURE 12         NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023              50

FIGURE 13         FASTEST-GROWING SEGMENTS OF VISION TRANSFORMERS MARKET            51

4            PREMIUM INSIGHTS      53

4.1         OPPORTUNITIES FOR PLAYERS IN VISION TRANSFORMERS MARKET              53

FIGURE 14         PROLIFERATION OF IMAGE AND VIDEO DATA ON INTERNET AND GROWTH OF DATA COLLECTION TECHNOLOGIES TO BOOST VISION TRANSFORMERS MARKET         53

4.2         VISION TRANSFORMERS MARKET, BY OFFERING           53

FIGURE 15         VISION TRANSFORMER SOLUTIONS TO ACCOUNT FOR LARGER MARKET SHARE IN 2023 AND 2028         53

4.3         VISION TRANSFORMERS MARKET, BY APPLICATION     54

FIGURE 16         OBJECT DETECTION APPLICATION TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD   54

4.4         VISION TRANSFORMERS MARKET, BY VERTICAL            54

FIGURE 17         MEDIA & ENTERTAINMENT VERTICAL TO ACCOUNT FOR LARGEST SHARE IN 2023             54

4.5         VISION TRANSFORMERS MARKET: REGIONAL SCENARIO           55

FIGURE 18         ASIA PACIFIC TO EMERGE AS LUCRATIVE MARKET FOR INVESTMENTS IN NEXT FIVE YEARS      55

5            MARKET OVERVIEW AND INDUSTRY TRENDS   56

5.1         INTRODUCTION            56

5.2         MARKET DYNAMICS     56

FIGURE 19         VISION TRANSFORMERS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES,  AND CHALLENGES 56

5.2.1      DRIVERS            57

5.2.1.1   Increasing demand for automation   57

5.2.1.2   Increasing need for vision transformers in automotive industry  57

5.2.1.3   Versatility and efficiency of transfer learning 58

5.2.1.4   Rapid technology advancements      58

5.2.1.5   Growing impact of AI in machine vision         59

5.2.1.6   Rapid adoption of attention mechanism         59

5.2.1.7   Continuous advancements in vision transformer architectures   60

5.2.2      RESTRAINTS     60

5.2.2.1   Concerns related to high computational intensity and resource requirements              60

5.2.2.2   High installation cost         61

5.2.2.3   Data annotation and privacy concerns            61

5.2.3      OPPORTUNITIES           62

5.2.3.1   Increasing demand for big data analytics        62

5.2.3.2   Integration of AI capabilities with image recognition solutions   62

5.2.3.3   Development of machine learning pertaining to vision technology           63

5.2.3.4   Advancements in hardware 63

5.2.4      CHALLENGES   63

5.2.4.1   Limited understanding and technical expertise            63

5.2.4.2   Challenges related to large-scale data requirements     64

5.2.4.3   Stringent data privacy regulations    64

5.3         CASE STUDY ANALYSIS 65

5.3.1      PUBLIC SECTOR COMPANY DEPLOYED DECI’S AUTO NAC ENGINE TO ACCELERATE PRODUCT DEVELOPMENT           65

5.3.2      LEEWAYHERTZ TEAMED UP WITH WINE COMPANY TO HELP CUSTOMERS MAKE INFORMED CHOICES ABOUT BUYING WINE             65

5.3.3      HYUNDAI DEPLOYED AMAZON SAGEMAKER’S SOLUTIONS TO OPTIMIZE TRAINING AND DEVELOPMENT       66

5.3.4      GENMAB ADOPTED V7’S SOLUTIONS TO STREAMLINE DATA ANNOTATION PROCESSES        66

5.3.5      CELGENE ADOPTED AMAZON SAGEMAKER AND NVIDIA GPUS TO ACCELERATE ALGORITHM DEVELOPMENT, ALLOWING RESEARCHERS TO FOCUS ON CORE TASKS             67

5.4         SUPPLY CHAIN ANALYSIS          67

FIGURE 20         SUPPLY CHAIN MAP      69

5.5         ECOSYSTEM ANALYSIS 69

FIGURE 21         ECOSYSTEM MAP          70

5.6         TECHNOLOGY ANALYSIS           70

5.6.1      KEY TECHNOLOGIES    70

5.6.1.1   Natural Language Processing (NLP)             70

5.6.1.2   Computer Vision 71

5.6.2      COMPLEMENTARY TECHNOLOGIES     71

5.6.2.1   Cloud    71

5.6.2.2   IoT        72

5.6.2.3   Big Data 73

5.6.3      ADJACENT TECHNOLOGIES      73

5.6.3.1   Deep Learning Models      73

5.6.3.1.1 Transformers       73

5.6.3.1.2 Large Language Models (LLMs)     74

5.6.3.2   Machine Learning             74

5.6.3.3   Generative AI      75

FIGURE 22         GENERATIVE AI: STARTUP FUNDING    76

5.7         PRICING ANALYSIS        77

5.7.1      AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY SOLUTION              77

5.7.2      INDICATIVE PRICING ANALYSIS OF VISION TRANSFORMER VENDORS, BY SOLUTION   78

TABLE 4             INDICATIVE PRICING ANALYSIS OF GOOGLE, BY SOLUTION              78

TABLE 5             INDICATIVE PRICING ANALYSIS OF HUGGING FACE, BY SOLUTION        79

5.8         PATENT ANALYSIS        79

FIGURE 23         NUMBER OF PATENTS PUBLISHED, 2012–2022   79

FIGURE 24         TOP FIVE PATENT OWNERS (GLOBAL) 80

TABLE 6             TOP 10 PATENT APPLICANTS (US)        80

5.9         PORTER’S FIVE FORCES ANALYSIS         80

FIGURE 25         PORTER’S FIVE FORCES ANALYSIS         81

TABLE 7             IMPACT OF PORTER’S FIVE FORCES ON VISION TRANSFORMERS MARKET         81

5.9.1      THREAT OF NEW ENTRANTS    81

5.9.2      THREAT OF SUBSTITUTES         82

5.9.3      BARGAINING POWER OF SUPPLIERS     82

5.9.4      BARGAINING POWER OF BUYERS           82

5.9.5      INTENSITY OF COMPETITIVE RIVALRY 82

5.10       TARIFF AND REGULATORY LANDSCAPE            82

5.10.1    TARIFF ANALYSIS          82

TABLE 8             MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY US, 2022              83

TABLE 9             MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY AUSTRALIA, 2022      83

TABLE 10           MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY CANADA, 2022              83

5.10.2    REGULATIONS, BY REGION       83

TABLE 11           NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         83

TABLE 12           EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84

TABLE 13           ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         85

TABLE 14           MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         85

TABLE 15           LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         86

5.10.3    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS          86

5.10.3.1 European Union (EU) – Artificial Intelligence Act (AIA)           86

5.10.3.2 Interim Administrative Measures for Generative Artificial Intelligence Services              87

5.10.3.3 General Data Protection Regulation 87

5.10.3.4 National Artificial Intelligence Initiative Act (NAIIA)  87

5.10.3.5 Information Security Technology – Personal Information Security Specification GB/T 35273-2017             88

5.10.3.6 Artificial Intelligence and Data Act (AIDA)   88

5.10.3.7 General Data Protection Law          88

5.10.3.8 Law No. 13 of 2016 on Protecting Personal Data         89

5.10.3.9 NIST Special Publication 800-144 – Guidelines on Security and Privacy in Public Cloud Computing 89

5.11       TRADE ANALYSIS          90

TABLE 16           IMPORT DATA, BY COUNTRY, 2018–2022 (USD MILLION)              90

FIGURE 26         IMPORT DATA, BY COUNTRY, 2018–2022 (USD MILLION)              90

TABLE 17           EXPORT DATA, BY COUNTRY, 2018–2022 (USD MILLION)              91

FIGURE 27         EXPORT DATA, BY COUNTRY, 2018–2022 (USD MILLION)              91

5.12       TRENDS/DISRUPTIONS IMPACTING BUYERS    92

FIGURE 28         TRENDS/DISRUPTIONS IMPACTING BUYERS    92

5.13       KEY STAKEHOLDERS & BUYING CRITERIA          92

5.13.1    KEY STAKEHOLDERS IN BUYING PROCESS         92

FIGURE 29         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY VERTICALS             92

TABLE 18           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY VERTICALS             93

5.13.2    BUYING CRITERIA         93

FIGURE 30         KEY BUYING CRITERIA FOR KEY VERTICALS     93

TABLE 19           KEY BUYING CRITERIA FOR TOP VERTICALS     93

5.14       VISION TRANSFORMERS MARKET: BUSINESS MODEL ANALYSIS              94

FIGURE 31         VISION TRANSFORMERS MARKET: BUSINESS MODELS  94

5.14.1    SUBSCRIPTION BUSINESS MODEL         94

5.14.2    SERVICE BUSINESS MODEL       95

5.15       KEY CONFERENCES & EVENTS  96

TABLE 20           KEY CONFERENCES & EVENTS, 2023–2024           96

6            VISION TRANSFORMERS MARKET, BY OFFERING           98

6.1         INTRODUCTION            99

6.1.1      OFFERINGS: VISION TRANSFORMERS MARKET DRIVERS            99

FIGURE 32         PROFESSIONAL SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD        100

TABLE 21           VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION) 100

6.2         SOLUTIONS      100

FIGURE 33         SOFTWARE SEGMENT TO LEAD MARKET BY 2028           101

TABLE 22           VISION TRANSFORMERS MARKET, BY SOLUTION, 2022–2028 (USD MILLION) 101

TABLE 23           SOLUTIONS: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          102

6.2.1      SOFTWARE       102

6.2.1.1   Need for efficient vision data handling to drive market for vision transformer software solutions 102

TABLE 24           SOFTWARE: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          103

6.2.1.2   Standalone vision transformer software packages         103

6.2.1.3   Vision transformer libraries and frameworks  103

6.2.2      HARDWARE      104

6.2.2.1   Hardware supports development, training, and deployment of computer vision models   104

TABLE 25           HARDWARE: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          105

6.3         PROFESSIONAL SERVICES          105

FIGURE 34         CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD     106

TABLE 26          VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE,  2022–2028 (USD MILLION)          106

TABLE 27           PROFESSIONAL SERVICES: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)             107

6.3.1      CONSULTING   107

6.3.1.1   Consulting services help organizations manage development, deployment, and maintenance of vision transformers 107

TABLE 28           CONSULTING: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          108

6.3.2      DEPLOYMENT & INTEGRATION             108

6.3.2.1   Deployment and integration services enable organizations to make most of their investments in vision transformer solutions   108

TABLE 29           DEPLOYMENT & INTEGRATION: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)          109

6.3.3      TRAINING, SUPPORT, AND MAINTENANCE       109

6.3.3.1   High demand for training and support services from companies adopting vision transformers to drive market            109

TABLE 30           TRAINING, SUPPORT, AND MAINTENANCE: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          110

7            VISION TRANSFORMERS MARKET, BY APPLICATION     111

7.1         INTRODUCTION            112

FIGURE 35         IMAGE CAPTIONING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD     112

7.1.1      APPLICATIONS: VISION TRANSFORMERS MARKET DRIVERS      112

TABLE 31           VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION) 113

7.2         IMAGE CLASSIFICATION            113

7.2.1      INCREASING ADOPTION OF IMAGE CLASSIFICATION ACROSS VARIOUS INDUSTRIES AND SECTORS TO BOOST GROWTH       113

7.2.2      SINGLE-LABEL IMAGE CLASSIFICATION             113

7.2.3      FINE-GRAINED IMAGE CLASSIFICATION            114

7.2.4      MULTI-LABEL CLASSIFICATION             114

7.2.5      OTHERS             115

TABLE 32           IMAGE CLASSIFICATION: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     115

7.3         IMAGE CAPTIONING     115

7.3.1      IMAGE CAPTIONING HAS POTENTIAL TO REVOLUTIONIZE UTILIZATION OF VISUAL CONTENT ACROSS INDUSTRIES         115

7.3.2      FEATURE EXTRACTION 116

7.3.3      MULTI-MODAL FUSION             116

7.3.4      OTHERS             117

TABLE 33           IMAGE CAPTIONING: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     117

7.4         IMAGE SEGMENTATION            117

7.4.1      USE OF IMAGE SEGMENTATION IN WIDE RANGE OF APPLICATIONS, SUCH AS OBJECT DETECTION, MEDICAL IMAGING, AND AUTONOMOUS VEHICLES, TO DRIVE MARKET  117

7.4.2      SEMANTIC SEGMENTATION     118

7.4.3      INSTANCE SEGMENTATION      118

7.4.4      OTHERS             119

TABLE 34           IMAGE SEGMENTATION: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     119

7.5         OBJECT DETECTION    120

7.5.1      PRECISION AND EFFICIENCY OF VISION TRANSFORMER ARCHITECTURES TO DRIVE THEIR USE FOR OBJECT DETECTION         120

7.5.2      SINGLE SHOT DETECTORS (SSDS)         120

7.5.3      REGION-BASED CONVOLUTIONAL NEURAL NETWORKS (R-CNN)              121

7.5.4      OTHERS             121

TABLE 35           OBJECT DETECTION: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     121

7.6         OTHER APPLICATIONS 121

TABLE 36           OTHER APPLICATIONS: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     122

8            VISION TRANSFORMERS MARKET, BY VERTICAL            123

8.1         INTRODUCTION            124

FIGURE 36         MEDIA & ENTERTAINMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023         124

8.1.1      VERTICALS: VISION TRANSFORMERS MARKET DRIVERS             124

TABLE 37           VISION TRANSFORMERS MARKET, BY VERTICAL, 2022–2028 (USD MILLION) 125

8.2         RETAIL & ECOMMERCE 125

8.2.1      NEED FOR RETAILERS TO USE VISION TRANSFORMERS TO COLLECT AND ANALYZE DATA ON CUSTOMER BEHAVIOR TO BOOST MARKET   125

8.2.2      VISUAL SEARCH & RECOMMENDATION             126

8.2.3      VIRTUAL TRY-ON & FITTING ROOMS    126

8.2.4      AUTOMATED PRODUCT TAGGING & CATALOGING      127

8.2.5      OTHERS             127

TABLE 38           RETAIL & ECOMMERCE: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     127

8.3         MEDIA & ENTERTAINMENT      128

8.3.1      DEMAND FOR OPTIMIZED CONTENT CREATION, MANAGEMENT, AND DELIVERY TO BOOST MARKET EXPANSION       128

8.3.2      CONTENT RECOMMENDATION             128

8.3.3      CONTENT MODERATION          128

8.3.4      VIDEO SUMMARIZATION & HIGHLIGHT EXTRACTION  129

8.3.5      OTHERS             129

TABLE 39           MEDIA & ENTERTAINMENT: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)             129

8.4         AUTOMOTIVE  129

8.4.1      INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS TO DRIVE USE OF COMPUTER VISION SOLUTIONS     129

8.4.2      AUTONOMOUS DRIVING & ADVANCED DRIVER ASSISTANCE SYSTEMS (ADAS) 130

8.4.3      PEDESTRIAN & CYCLIST DETECTION   130

8.4.4      OTHERS             130

TABLE 40           AUTOMOTIVE: VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          131

8.5         GOVERNMENT & DEFENSE        131

8.5.1      RISING NEED TO IMPROVE SITUATIONAL AWARENESS, SECURITY, AND OPERATIONAL EFFICIENCY TO DRIVE ADOPTION OF VISION TRANSFORMERS IN GOVERNMENT AND DEFENSE SECTORS     131

8.5.2      BORDER SECURITY & SURVEILLANCE   131

8.5.3      AERIAL & SATELLITE IMAGE ANALYSIS 132

8.5.4      OBJECT DETECTION & TRACKING         132

8.5.5      OTHERS             132

TABLE 41           GOVERNMENT & DEFENSE: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)             132

8.6         HEALTHCARE & LIFE SCIENCES 133

8.6.1      VISION TRANSFORMERS ENHANCE MEDICAL ROBOTICS APPLICATIONS BY PROVIDING REAL-TIME VISUAL FEEDBACK AND GUIDANCE DURING PROCEDURES        133

8.6.2      MEDICAL IMAGE ANALYSIS       133

8.6.3      DISEASE DETECTION & CLASSIFICATION           133

8.6.4      DRUG DISCOVERY & DRUG DEVELOPMENT      134

8.6.5      OTHERS             134

TABLE 42           HEALTHCARE & LIFE SCIENCES: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)          134

8.7         OTHER VERTICALS       134

TABLE 43           OTHER VERTICALS: VISION TRANSFORMERS MARKET, BY REGION,  2022–2028 (USD MILLION)     135

9            VISION TRANSFORMERS MARKET, BY REGION  136

9.1         INTRODUCTION            137

FIGURE 37         NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD      137

TABLE 44           VISION TRANSFORMERS MARKET, BY REGION, 2022–2028 (USD MILLION)          137

9.2         NORTH AMERICA          137

9.2.1      NORTH AMERICA: VISION TRANSFORMERS MARKET DRIVERS  138

9.2.2      NORTH AMERICA: RECESSION IMPACT 138

FIGURE 38         NORTH AMERICA: MARKET SNAPSHOT 139

TABLE 45           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY OFFERING,  2022–2028 (USD MILLION) 139

TABLE 46           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY SOLUTION,  2022–2028 (USD MILLION) 140

TABLE 47           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE,  2022–2028 (USD MILLION)    140

TABLE 48           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)        140

TABLE 49           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY VERTICAL,  2022–2028 (USD MILLION) 141

TABLE 50           NORTH AMERICA: VISION TRANSFORMERS MARKET, BY COUNTRY,  2022–2028 (USD MILLION) 141

9.2.3      US         141

9.2.3.1   Growth in technology hubs across country, with participation from companies and research institutions, to drive market             141

TABLE 51           US: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION) 142

TABLE 52           US: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)     142

9.2.4      CANADA            142

9.2.4.1   Growing innovation in healthcare applications and IT infrastructure to boost growth   142

TABLE 53           CANADA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)          143

TABLE 54           CANADA: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)          143

9.3         EUROPE             143

9.3.1      EUROPE: VISION TRANSFORMERS MARKET DRIVERS    144

9.3.2      EUROPE: RECESSION IMPACT   144

TABLE 55           EUROPE: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)          145

TABLE 56           EUROPE: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022–2028 (USD MILLION)          145

TABLE 57           EUROPE: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE,  2022–2028 (USD MILLION)    145

TABLE 58           EUROPE: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)          146

TABLE 59           EUROPE: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022–2028 (USD MILLION)          146

TABLE 60           EUROPE: VISION TRANSFORMERS MARKET, BY COUNTRY, 2022–2028 (USD MILLION)          146

9.3.3      UK         147

9.3.3.1   Rise in investments by government in AI and computer vision technologies to spur market expansion 147

TABLE 61           UK: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     147

TABLE 62           UK: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)     148

9.3.4      GERMANY         148

9.3.4.1   German government to become technology’s global leader by galvanizing AI R&D and application    148

TABLE 63           GERMANY: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)          148

TABLE 64           GERMANY: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)        149

9.3.5      FRANCE             149

9.3.5.1   Government initiatives to support adoption of vision and AI technologies to drive market growth     149

TABLE 65           FRANCE: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)          149

TABLE 66           FRANCE: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          150

9.3.6      ITALY   150

9.3.6.1   Increasing government support and initiatives related to AI and technology innovation to encourage growth       150

TABLE 67           ITALY: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     150

TABLE 68           ITALY: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          151

9.3.7      REST OF EUROPE           151

TABLE 69           REST OF EUROPE: VISION TRANSFORMERS MARKET, BY OFFERING,  2022–2028 (USD MILLION) 151

TABLE 70           REST OF EUROPE: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)        152

9.4         ASIA PACIFIC    152

9.4.1      ASIA PACIFIC: VISION TRANSFORMERS MARKET DRIVERS          153

9.4.2      ASIA PACIFIC: RECESSION IMPACT        153

FIGURE 39         ASIA PACIFIC: MARKET SNAPSHOT       154

TABLE 71          ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY OFFERING,  2022–2028 (USD MILLION)          154

TABLE 72           ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY SOLUTION,  2022–2028 (USD MILLION) 155

TABLE 73           ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE,  2022–2028 (USD MILLION)    155

TABLE 74           ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)        155

TABLE 75           ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY VERTICAL,  2022–2028 (USD MILLION)          156

TABLE 76          ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY COUNTRY,  2022–2028 (USD MILLION)          156

9.4.3      CHINA  156

9.4.3.1   Rapid digitalization, economic growth, and increase in data consumption to propel market expansion 156

TABLE 77           CHINA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     157

TABLE 78           CHINA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          157

9.4.4      JAPAN  157

9.4.4.1   Engagement of prominent tech companies in AI development to boost market              157

TABLE 79           JAPAN: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     158

TABLE 80           JAPAN: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          158

9.4.5      INDIA   158

9.4.5.1   Growth in initiatives to implement Industry 4.0 to encourage market expansion              158

TABLE 81           INDIA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     159

TABLE 82           INDIA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          159

9.4.6      REST OF ASIA PACIFIC  159

TABLE 83           REST OF ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY OFFERING,  2022–2028 (USD MILLION) 160

TABLE 84           REST OF ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY APPLICATION,  2022–2028 (USD MILLION)        160

9.5         REST OF THE WORLD (ROW)    160

9.5.1      EXTENSIVE USE OF VISION TRANSFORMERS IN AGRICULTURE AND TO ADDRESS SECURITY CHALLENGES TO SPUR GROWTH 160

9.5.2      ROW: VISION TRANSFORMERS MARKET DRIVERS          161

9.5.3      ROW: RECESSION IMPACT         161

TABLE 85           ROW: VISION TRANSFORMERS MARKET, BY OFFERING, 2022–2028 (USD MILLION)     162

TABLE 86           ROW: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022–2028 (USD MILLION)     163

TABLE 87           ROW: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE,  2022–2028 (USD MILLION)    163

TABLE 88           ROW: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022–2028 (USD MILLION)          163

TABLE 89           ROW: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022–2028 (USD MILLION)     164

10          COMPETITIVE LANDSCAPE       165

10.1       INTRODUCTION            165

10.2       KEY PLAYER STRATEGIES/RIGHT TO WIN          165

TABLE 90           OVERVIEW OF STRATEGIES ADOPTED BY KEY VISION TRANSFORMER VENDORS         165

10.3       REVENUE ANALYSIS      169

FIGURE 40         HISTORICAL FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF KEY VISION TRANSFORMER PROVIDERS            169

10.4       MARKET SHARE ANALYSIS         169

FIGURE 41         MARKET SHARE ANALYSIS, 2022             170

TABLE 91           VISION TRANSFORMERS MARKET: INTENSITY OF COMPETITIVE RIVALRY             170

10.5       BRAND COMPARISON/VENDOR PRODUCT LANDSCAPE             171

TABLE 92           BRAND COMPARISON/VENDOR PRODUCT LANDSCAPE              171

10.6       GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS   172

FIGURE 42         VISION TRANSFORMERS MARKET: GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS            173

10.7       COMPANY EVALUATION MATRIX          173

FIGURE 43         COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE              174

10.7.1    STARS  174

10.7.2    EMERGING LEADERS    174

10.7.3    PERVASIVE PLAYERS     174

10.7.4    PARTICIPANTS 175

FIGURE 44         COMPANY EVALUATION MATRIX          175

10.7.5    COMPANY FOOTPRINT 176

TABLE 93           COMPANY FOOTPRINT, BY REGION      176

TABLE 94           COMPANY FOOTPRINT, BY OFFERING  176

TABLE 95           OVERALL COMPANY FOOTPRINT          177

10.8       VALUATION AND FINANCIAL METRICS OF VISION TRANSFORMER VENDORS          178

FIGURE 45         VALUATION AND FINANCIAL METRICS OF VISION TRANSFORMER VENDORS         178

10.9       KEY MARKET DEVELOPMENTS 178

10.9.1    PRODUCT LAUNCHES & ENHANCEMENTS         178

TABLE 96           VISION TRANSFORMERS MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, 2022–2023      178

10.9.2    DEALS  182

TABLE 97           VISION TRANSFORMERS MARKET: DEALS, 2022–2023     182

11          COMPANY PROFILES    185

11.1       INTRODUCTION            185

11.2       MAJOR PLAYERS            185

(Business overview, Products/Solutions/Services offered, Recent developments, MnM view, Key strengths, Strategic choices made, and Weaknesses and Competitive threats)*

11.2.1    GOOGLE           185

TABLE 98           GOOGLE: BUSINESS OVERVIEW 185

FIGURE 46         GOOGLE: COMPANY SNAPSHOT            186

TABLE 99           GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              186

TABLE 100         GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS              187

11.2.2    OPENAI              189

TABLE 101         OPENAI: COMPANY OVERVIEW 189

TABLE 102         OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 190

TABLE 103         OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS 190

TABLE 104         OPENAI: DEALS 191

11.2.3    META   193

TABLE 105         META: COMPANY OVERVIEW    193

FIGURE 47         META: COMPANY SNAPSHOT   194

TABLE 106         META: PRODUCTS/SOLUTIONS/SERVICES OFFERED     194

TABLE 107         META: PRODUCT LAUNCHES AND ENHANCEMENTS    195

11.2.4    AWS      197

TABLE 108         AWS: COMPANY OVERVIEW      197

FIGURE 48         AWS: COMPANY SNAPSHOT      197

TABLE 109         AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED       198

TABLE 110         AWS: PRODUCT LAUNCHES AND ENHANCEMENTS       198

TABLE 111         AWS: DEALS      201

11.2.5    NVIDIA CORPORATION 203

TABLE 112         NVIDIA CORPORATION: BUSINESS OVERVIEW  203

FIGURE 49         NVIDIA CORPORATION: COMPANY SNAPSHOT 204

TABLE 113         NVIDIA CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS       204

TABLE 114         NVIDIA CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS          205

TABLE 115         NVIDIA CORPORATION: DEALS 205

11.2.6    LEEWAYHERTZ 207

TABLE 116         LEEWAYHERTZ: BUSINESS OVERVIEW  207

TABLE 117         LEEWAYHERTZ: PRODUCTS/SERVICES OFFERED           207

11.2.7    SYNOPSYS         209

TABLE 118         SYNOPSYS: BUSINESS OVERVIEW           209

FIGURE 50         SYNOPSYS: COMPANY SNAPSHOT         210

TABLE 119         SYNOPSYS: PRODUCTS/SERVICES OFFERED      210

TABLE 120         SYNOPSYS: PRODUCT LAUNCHES & ENHANCEMENTS  211

11.2.8    HUGGING FACE             212

TABLE 121         HUGGING FACE: BUSINESS OVERVIEW 212

TABLE 122         HUGGING FACE: PRODUCTS/SERVICES OFFERED          213

TABLE 123         HUGGING FACE: PRODUCT LAUNCHES AND ENHANCEMENTS              213

TABLE 124         HUGGING FACE: DEALS             214

11.2.9    MICROSOFT      215

TABLE 125         MICROSOFT: BUSINESS OVERVIEW       215

FIGURE 51         MICROSOFT: COMPANY SNAPSHOT      216

TABLE 126         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              216

TABLE 127         MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS              217

TABLE 128         MICROSOFT: DEALS      218

11.2.10  QUALCOMM     219

TABLE 129         QUALCOMM: BUSINESS OVERVIEW       219

FIGURE 52         QUALCOMM: COMPANY SNAPSHOT     220

TABLE 130         QUALCOMM: PRODUCTS/SOLUTIONS OFFERED           220

TABLE 131         QUALCOMM: PRODUCT LAUNCHES AND ENHANCEMENTS              221

TABLE 132         QUALCOMM: DEALS     221

11.2.11  INTEL   222

TABLE 133         INTEL: BUSINESS OVERVIEW    222

FIGURE 53         INTEL: COMPANY SNAPSHOT   223

TABLE 134         INTEL: PRODUCTS/SOLUTIONS OFFERED         223

TABLE 135         INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS    224

TABLE 136         INTEL: DEALS   224

11.3       OTHER PLAYERS           225

11.3.1    CLARIFAI           225

11.3.2    QUADRIC          226

11.3.3    VISO.AI 227

11.3.4    DECI     228

11.3.5    V7 LABS             229

*Details on Business overview, Products/Solutions/Services offered, Recent developments, MnM view, Key strengths, Strategic choices made, and Weaknesses and Competitive threats might not be captured in case of unlisted companies.

12          ADJACENT & RELATED MARKETS          230

12.1       INTRODUCTION            230

12.1.1    RELATED MARKETS      230

12.1.2    LIMITATIONS   230

12.2       GENERATIVE AI MARKET           230

TABLE 137         GENERATIVE AI MARKET, BY OFFERING, 2019–2022 (USD MILLION)          230

TABLE 138         GENERATIVE AI MARKET, BY OFFERING, 2023–2030 (USD MILLION)          231

TABLE 139         GENERATIVE AI MARKET, BY SERVICE, 2019–2022 (USD MILLION)          231

TABLE 140         GENERATIVE AI MARKET, BY SERVICE, 2023–2030 (USD MILLION)          231

TABLE 141         GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2022 (USD MILLION) 231

TABLE 142         GENERATIVE AI MARKET, BY DATA MODALITY, 2023–2030 (USD MILLION) 232

TABLE 143         GENERATIVE AI MARKET, BY REGION, 2019–2022 (USD MILLION)          232

TABLE 144         GENERATIVE AI MARKET, BY REGION, 2023–2030 (USD MILLION)          232

12.3       AI IN COMPUTER VISION MARKET         233

TABLE 145         AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 233

TABLE 146         AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 233

TABLE 147         AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2019–2022 (USD MILLION)     233

TABLE 148         AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION)     234

TABLE 149         AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2019–2022 (USD MILLION)     234

TABLE 150         AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2023–2028 (USD MILLION)     234

TABLE 151         AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 234

TABLE 152         AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 234

TABLE 153         AI IN COMPUTER VISION MARKET, BY APPLICATION, 2019–2022 (USD MILLION)     235

TABLE 154         AI IN COMPUTER VISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION)     235

TABLE 155         AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION)          235

TABLE 156         AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION)          236

TABLE 157         AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION)          236

TABLE 158         AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION)          236

13          APPENDIX         237

13.1       DISCUSSION GUIDE      237

13.2       KNOWLEDGESTORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL             240

13.3       CUSTOMIZATION OPTIONS      242

13.4       RELATED REPORTS       242

13.5       AUTHOR DETAILS         243


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