세계의 비전 트랜스포머 시장(-2028년) : 제공 서비스(솔루션 및 프로페셔널 서비스), 용도(이미지 분류, 객체 검출 및 이미지 캡셔닝), 산업(미디어＆엔터테인먼트, 소매&E-Commerce 및 자동차), 지역별

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

US $ 4,950 ￦ 7,151,000

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한글목차

보고서 개요

조사 범위
조사 대상년도	2022-2028년
기준년	2022년
예측 기간	2023-2028년
단위	금액(달러)
부문	제공 구분, 용도 및 산업별
대상 지역	북미, 유럽, 아시아태평양 및 기타 지역

비전 트랜스포머 시장 규모는 2023년 2억 달러에 달했으며, 예측 기간 동안 34.2%의 CAGR로 성장을 지속하여 2028년에는 12억 달러 규모로 성장할 것으로 예측됩니다.

이 시장은 AI와 컴퓨터 비전의 흥미로운 프론티어로, 산업을 변화시키고 이미지의 이해와 분석을 향상시킬 수 있습니다.

솔루션별로는 하드웨어 부문이 예측 기간 동안 가장 높은 CAGR을 보여줄 전망입니다. 하드웨어는 컴퓨터 비전과 관련된 계산 집약적인 작업을 효율적으로 수행할 수 있도록 하는 데 중요한 역할을 합니다. 하드웨어에는 종종 GPU 및 TPU와 같은 특수 처리 유닛이 포함되어 있어 비전 트랜스포머를 포함한 딥러닝 모델의 교육 및 추론을 가속화할 수 있습니다. 이러한 프로세싱 유닛은 대규모 행렬 연산을 처리하기 위해 최적화되어 있으며 비전 트랜스포머의 높은 계산 요구에 필수적입니다. CPU는 주로 컴퓨터 비전 파이프라인의 다양한 작업을 처리하는 중요한 하드웨어 구성 요소입니다.

산업별로는 자동차산업이 예측기간 중 가장 높은 CAGR을 보여줄 전망입니다. 신경망 아키텍처의 일종인 비전 트랜스포머는 자동차의 지각, 안전성, 자동화를 강화하는데 있어서 매우 중요한 역할을 하고 있습니다. 비전 트랜스포머는 자율주행 기술의 최전선에 위치하여 차량이 주변 상황을 인식하고 해석할 수 있도록 합니다. 카메라, LiDAR, 레이더의 이미지를 포함한 센서 데이터를 처리하고 실시간 운전 판단을 수행합니다. 비전 트랜스포머는 적응형 크루즈 컨트롤, 레인 유지, 자동 비상 브레이크, 주차 지원 등 ADAS 기능에 필수적이며 자동차 안전을 향상시킵니다.

본 보고서에서는 세계의 비전 트랜스포머 시장을 조사하여, 시장 개요, 시장 영향요인 및 시장 기회 분석, 기술 및 특허 동향, 사례 연구, 법규제 환경, 시장 규모 추이 및 예측, 각종 구분, 지역별의 상세 분석, 경쟁 구도, 주요 기업 프로파일 등을 정리했습니다.

목차

제1장 서문

제2장 조사 방법

제3장 주요 요약

제4장 중요 인사이트

제5장 시장 개요 및 산업 동향

• 시장 역학
  • 성장 촉진요인
  • 억제 요인
  • 기회
  • 과제
• 사례 연구 분석
• 공급망 분석
• 생태계 분석
• 기술 분석
• 가격 분석
• 특허 분석
• Porter's Five Forces 분석
• 관세 및 규제 상황
• 무역 분석
• 구매자에게 영향을 미치는 동향 및 혼란
• 주요 이해 관계자와 구매 기준
• 비전 트랜스포머 시장 : 비즈니스 모델 분석
• 주요 회의 및 이벤트

제6장 비전 트랜스포머 시장 : 제공 구분별

• 솔루션
  • 소프트웨어
  • 하드웨어
• 전문 서비스
  • 컨설팅
  • 도입 및 통합
  • 교육, 지원 및 유지보수

제7장 비전 트랜스포머 시장 : 용도별

• 이미지 분류
  • 단일 라벨 이미지 분류
  • 섬세한 이미지 분류
  • 멀티 라벨 분류
  • 기타
• 이미지 캡션
  • 특징 추출
  • 멀티모달 융합
  • 기타
• 화상 분할
  • 시맨틱 세분화
  • 인스턴스 세분화
  • 기타
• 오브젝트 검출
  • 싱글샷 검출기(SSD)
  • 지역 기반의 컨벌루션 신경망(R-CNN)
  • 기타
• 기타

제8장 비전 트랜스포머 시장 : 산업별

• 소매 및 전자상거래
  • 비주얼 검색 및 추천
  • 가상 시착 및 피팅 룸
  • 자동 제품 태그 부착 및 카탈로그 작성
  • 기타
• 미디어 및 엔터테인먼트
  • 컨텐츠 추천
  • 컨텐츠의 모더레이션
  • 비디오 요약 및 하이라이트 추출
  • 기타
• 자동차
  • ADAS
  • 보행자 및 자전거의 검출
  • 기타
• 정부 및 방위
  • 국경 경비 및 감시
  • 항공 화상 및 위성 화상 분석
  • 오브젝트 검출 및 추적
  • 기타
• 건강관리 및 생명과학
  • 의료 영상 분석
  • 질병 검출 및 분류
  • 창약 및 약제 개발
  • 기타
• 기타

제9장 비전 트랜스포머 시장 : 지역별

• 북미
• 유럽
• 아시아태평양
• 기타 지역

제10장 경쟁 구도

• 주요 기업의 전략
• 수익 분석
• 시장 점유율 분석
• 브랜드 비교 및 벤더 제품의 정세
• 주요 기업의 스냅샷
• 기업 평가 매트릭스
• 벤더 평가 및 재무 지표
• 시장의 주요 전개

제11장 기업 프로파일

• 주요 기업
  • GOOGLE
  • OPENAI
  • META
  • AWS
  • NVIDIA CORPORATION
  • LEEWAYHERTZ
  • SYNOPSYS
  • HUGGING FACE
  • MICROSOFT
  • QUALCOMM
  • INTEL
• 기타 기업
  • CLARIFAI
  • QUADRIC
  • VISO.AI
  • DECI
  • V7 LABS

제12장 인접 시장 및 관련 시장

제13장 부록

AJY

영문 목차

영문목차

Report Description

Scope of the Report
Years Considered for the Study	2022-2028
Base Year	2022
Forecast Period	2023-2028
Units Considered	Value (USD Million/ Billion)
Segments	Offering, Applications, Verticals
Regions covered	North America, Europe, Asia Pacific, and Rest of the World

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.

"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.

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.

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.

Reasons to buy this report:

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

• 1.1 STUDY OBJECTIVES
• 1.2 MARKET DEFINITION
• 1.3 STUDY SCOPE
  • 1.3.1 MARKET SEGMENTATION
  • 1.3.2 INCLUSIONS & EXCLUSIONS
  • 1.3.3 REGIONS COVERED
• 1.4 YEARS CONSIDERED
• 1.5 CURRENCY CONSIDERED
  • TABLE 1 USD EXCHANGE RATES, 2018-2022
• 1.6 STAKEHOLDERS
• 1.7 RECESSION IMPACT

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • FIGURE 1 VISION TRANSFORMERS MARKET: RESEARCH DESIGN
  • 2.1.1 SECONDARY DATA
  • 2.1.2 PRIMARY DATA
    • 2.1.2.1 Breakup of primary profiles
    • 2.1.2.2 Key industry insights
• 2.2 MARKET FORECAST
  • TABLE 2 FACTOR ANALYSIS
• 2.3 MARKET SIZE ESTIMATION
  • FIGURE 2 VISION TRANSFORMERS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • 2.3.1 TOP-DOWN APPROACH
  • FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
  • 2.3.2 BOTTOM-UP APPROACH
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
  • FIGURE 5 VISION TRANSFORMERS MARKET: RESEARCH FLOW
  • 2.3.3 MARKET SIZE ESTIMATION METHODOLOGIES
  • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION
  • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS
  • FIGURE 8 BOTTOM-UP APPROACH FROM SUPPLY SIDE: COLLECTIVE REVENUE OF VENDORS
  • FIGURE 9 VISION TRANSFORMERS MARKET: DEMAND-SIDE APPROACH
• 2.4 MARKET BREAKUP AND DATA TRIANGULATION
  • FIGURE 10 VISION TRANSFORMERS MARKET: MARKET BREAKUP AND DATA TRIANGULATION
• 2.5 IMPACT OF RECESSION ON GLOBAL VISION TRANSFORMERS MARKET
• 2.6 RESEARCH ASSUMPTIONS
• 2.7 LIMITATIONS AND RISK ASSESSMENT

3 EXECUTIVE SUMMARY

• TABLE 3 VISION TRANSFORMERS MARKET SIZE AND GROWTH, 2022-2028 (USD MILLION, Y-O-Y GROWTH)
• FIGURE 11 GLOBAL VISION TRANSFORMERS MARKET TO WITNESS SIGNIFICANT GROWTH
• FIGURE 12 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023
• FIGURE 13 FASTEST-GROWING SEGMENTS OF VISION TRANSFORMERS MARKET

4 PREMIUM INSIGHTS

• 4.1 OPPORTUNITIES FOR PLAYERS IN VISION TRANSFORMERS MARKET
  • FIGURE 14 PROLIFERATION OF IMAGE AND VIDEO DATA ON INTERNET AND GROWTH OF DATA COLLECTION TECHNOLOGIES TO BOOST VISION TRANSFORMERS MARKET
• 4.2 VISION TRANSFORMERS MARKET, BY OFFERING
  • FIGURE 15 VISION TRANSFORMER SOLUTIONS TO ACCOUNT FOR LARGER MARKET SHARE IN 2023 AND 2028
• 4.3 VISION TRANSFORMERS MARKET, BY APPLICATION
  • FIGURE 16 OBJECT DETECTION APPLICATION TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD
• 4.4 VISION TRANSFORMERS MARKET, BY VERTICAL
  • FIGURE 17 MEDIA & ENTERTAINMENT VERTICAL TO ACCOUNT FOR LARGEST SHARE IN 2023
• 4.5 VISION TRANSFORMERS MARKET: REGIONAL SCENARIO
  • FIGURE 18 ASIA PACIFIC TO EMERGE AS LUCRATIVE MARKET FOR INVESTMENTS IN NEXT FIVE YEARS

5 MARKET OVERVIEW AND INDUSTRY TRENDS

• 5.1 INTRODUCTION
• 5.2 MARKET DYNAMICS
  • FIGURE 19 VISION TRANSFORMERS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • 5.2.1 DRIVERS
    • 5.2.1.1 Increasing demand for automation
    • 5.2.1.2 Increasing need for vision transformers in automotive industry
    • 5.2.1.3 Versatility and efficiency of transfer learning
    • 5.2.1.4 Rapid technology advancements
    • 5.2.1.5 Growing impact of AI in machine vision
    • 5.2.1.6 Rapid adoption of attention mechanism
    • 5.2.1.7 Continuous advancements in vision transformer architectures
  • 5.2.2 RESTRAINTS
    • 5.2.2.1 Concerns related to high computational intensity and resource requirements
    • 5.2.2.2 High installation cost
    • 5.2.2.3 Data annotation and privacy concerns
  • 5.2.3 OPPORTUNITIES
    • 5.2.3.1 Increasing demand for big data analytics
    • 5.2.3.2 Integration of AI capabilities with image recognition solutions
    • 5.2.3.3 Development of machine learning pertaining to vision technology
    • 5.2.3.4 Advancements in hardware
  • 5.2.4 CHALLENGES
    • 5.2.4.1 Limited understanding and technical expertise
    • 5.2.4.2 Challenges related to large-scale data requirements
    • 5.2.4.3 Stringent data privacy regulations
• 5.3 CASE STUDY ANALYSIS
  • 5.3.1 PUBLIC SECTOR COMPANY DEPLOYED DECI'S AUTO NAC ENGINE TO ACCELERATE PRODUCT DEVELOPMENT
  • 5.3.2 LEEWAYHERTZ TEAMED UP WITH WINE COMPANY TO HELP CUSTOMERS MAKE INFORMED CHOICES ABOUT BUYING WINE
  • 5.3.3 HYUNDAI DEPLOYED AMAZON SAGEMAKER'S SOLUTIONS TO OPTIMIZE TRAINING AND DEVELOPMENT
  • 5.3.4 GENMAB ADOPTED V7'S SOLUTIONS TO STREAMLINE DATA ANNOTATION PROCESSES
  • 5.3.5 CELGENE ADOPTED AMAZON SAGEMAKER AND NVIDIA GPUS TO ACCELERATE ALGORITHM DEVELOPMENT, ALLOWING RESEARCHERS TO FOCUS ON CORE TASKS
• 5.4 SUPPLY CHAIN ANALYSIS
  • FIGURE 20 SUPPLY CHAIN MAP
• 5.5 ECOSYSTEM ANALYSIS
  • FIGURE 21 ECOSYSTEM MAP
• 5.6 TECHNOLOGY ANALYSIS
  • 5.6.1 KEY TECHNOLOGIES
    • 5.6.1.1 Natural Language Processing (NLP)
    • 5.6.1.2 Computer Vision
  • 5.6.2 COMPLEMENTARY TECHNOLOGIES
    • 5.6.2.1 Cloud
    • 5.6.2.2 IoT
    • 5.6.2.3 Big Data
  • 5.6.3 ADJACENT TECHNOLOGIES
    • 5.6.3.1 Deep Learning Models
      • 5.6.3.1.1 Transformers
      • 5.6.3.1.2 Large Language Models (LLMs)
    • 5.6.3.2 Machine Learning
    • 5.6.3.3 Generative AI
  • FIGURE 22 GENERATIVE AI: STARTUP FUNDING
• 5.7 PRICING ANALYSIS
  • 5.7.1 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY SOLUTION
  • 5.7.2 INDICATIVE PRICING ANALYSIS OF VISION TRANSFORMER VENDORS, BY SOLUTION
  • TABLE 4 INDICATIVE PRICING ANALYSIS OF GOOGLE, BY SOLUTION
  • TABLE 5 INDICATIVE PRICING ANALYSIS OF HUGGING FACE, BY SOLUTION
• 5.8 PATENT ANALYSIS
  • FIGURE 23 NUMBER OF PATENTS PUBLISHED, 2012-2022
  • FIGURE 24 TOP FIVE PATENT OWNERS (GLOBAL)
  • TABLE 6 TOP 10 PATENT APPLICANTS (US)
• 5.9 PORTER'S FIVE FORCES ANALYSIS
  • FIGURE 25 PORTER'S FIVE FORCES ANALYSIS
  • TABLE 7 IMPACT OF PORTER'S FIVE FORCES ON VISION TRANSFORMERS MARKET
  • 5.9.1 THREAT OF NEW ENTRANTS
  • 5.9.2 THREAT OF SUBSTITUTES
  • 5.9.3 BARGAINING POWER OF SUPPLIERS
  • 5.9.4 BARGAINING POWER OF BUYERS
  • 5.9.5 INTENSITY OF COMPETITIVE RIVALRY
• 5.10 TARIFF AND REGULATORY LANDSCAPE
  • 5.10.1 TARIFF ANALYSIS
  • TABLE 8 MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY US, 2022
  • TABLE 9 MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY AUSTRALIA, 2022
  • TABLE 10 MFN TARIFFS FOR HS CODE: 8471 EXPORTED BY CANADA, 2022
  • 5.10.2 REGULATIONS, BY REGION
  • TABLE 11 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 12 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 14 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 15 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • 5.10.3 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.10.3.1 European Union (EU) - Artificial Intelligence Act (AIA)
    • 5.10.3.2 Interim Administrative Measures for Generative Artificial Intelligence Services
    • 5.10.3.3 General Data Protection Regulation
    • 5.10.3.4 National Artificial Intelligence Initiative Act (NAIIA)
    • 5.10.3.5 Information Security Technology - Personal Information Security Specification GB/T 35273-2017
    • 5.10.3.6 Artificial Intelligence and Data Act (AIDA)
    • 5.10.3.7 General Data Protection Law
    • 5.10.3.8 Law No. 13 of 2016 on Protecting Personal Data
    • 5.10.3.9 NIST Special Publication 800-144 - Guidelines on Security and Privacy in Public Cloud Computing
• 5.11 TRADE ANALYSIS
  • TABLE 16 IMPORT DATA, BY COUNTRY, 2018-2022 (USD MILLION)
  • FIGURE 26 IMPORT DATA, BY COUNTRY, 2018-2022 (USD MILLION)
  • TABLE 17 EXPORT DATA, BY COUNTRY, 2018-2022 (USD MILLION)
  • FIGURE 27 EXPORT DATA, BY COUNTRY, 2018-2022 (USD MILLION)
• 5.12 TRENDS/DISRUPTIONS IMPACTING BUYERS
  • FIGURE 28 TRENDS/DISRUPTIONS IMPACTING BUYERS
• 5.13 KEY STAKEHOLDERS & BUYING CRITERIA
  • 5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS
  • FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY VERTICALS
  • TABLE 18 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY VERTICALS
  • 5.13.2 BUYING CRITERIA
  • FIGURE 30 KEY BUYING CRITERIA FOR KEY VERTICALS
  • TABLE 19 KEY BUYING CRITERIA FOR TOP VERTICALS
• 5.14 VISION TRANSFORMERS MARKET: BUSINESS MODEL ANALYSIS
  • FIGURE 31 VISION TRANSFORMERS MARKET: BUSINESS MODELS
  • 5.14.1 SUBSCRIPTION BUSINESS MODEL
  • 5.14.2 SERVICE BUSINESS MODEL
• 5.15 KEY CONFERENCES & EVENTS
  • TABLE 20 KEY CONFERENCES & EVENTS, 2023-2024

6 VISION TRANSFORMERS MARKET, BY OFFERING

• 6.1 INTRODUCTION
  • 6.1.1 OFFERINGS: VISION TRANSFORMERS MARKET DRIVERS
  • FIGURE 32 PROFESSIONAL SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • TABLE 21 VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
• 6.2 SOLUTIONS
  • FIGURE 33 SOFTWARE SEGMENT TO LEAD MARKET BY 2028
  • TABLE 22 VISION TRANSFORMERS MARKET, BY SOLUTION, 2022-2028 (USD MILLION)
  • TABLE 23 SOLUTIONS: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
  • 6.2.1 SOFTWARE
    • 6.2.1.1 Need for efficient vision data handling to drive market for vision transformer software solutions
  • TABLE 24 SOFTWARE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
    • 6.2.1.2 Standalone vision transformer software packages
    • 6.2.1.3 Vision transformer libraries and frameworks
  • 6.2.2 HARDWARE
    • 6.2.2.1 Hardware supports development, training, and deployment of computer vision models
  • TABLE 25 HARDWARE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 6.3 PROFESSIONAL SERVICES
  • FIGURE 34 CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • TABLE 26 VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE, 2022-2028 (USD MILLION)
  • TABLE 27 PROFESSIONAL SERVICES: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
  • 6.3.1 CONSULTING
    • 6.3.1.1 Consulting services help organizations manage development, deployment, and maintenance of vision transformers
  • TABLE 28 CONSULTING: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
  • 6.3.2 DEPLOYMENT & INTEGRATION
    • 6.3.2.1 Deployment and integration services enable organizations to make most of their investments in vision transformer solutions
  • TABLE 29 DEPLOYMENT & INTEGRATION: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
  • 6.3.3 TRAINING, SUPPORT, AND MAINTENANCE
    • 6.3.3.1 High demand for training and support services from companies adopting vision transformers to drive market
  • TABLE 30 TRAINING, SUPPORT, AND MAINTENANCE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)

7 VISION TRANSFORMERS MARKET, BY APPLICATION

• 7.1 INTRODUCTION
  • FIGURE 35 IMAGE CAPTIONING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • 7.1.1 APPLICATIONS: VISION TRANSFORMERS MARKET DRIVERS
  • TABLE 31 VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
• 7.2 IMAGE CLASSIFICATION
  • 7.2.1 INCREASING ADOPTION OF IMAGE CLASSIFICATION ACROSS VARIOUS INDUSTRIES AND SECTORS TO BOOST GROWTH
  • 7.2.2 SINGLE-LABEL IMAGE CLASSIFICATION
  • 7.2.3 FINE-GRAINED IMAGE CLASSIFICATION
  • 7.2.4 MULTI-LABEL CLASSIFICATION
  • 7.2.5 OTHERS
  • TABLE 32 IMAGE CLASSIFICATION: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 7.3 IMAGE CAPTIONING
  • 7.3.1 IMAGE CAPTIONING HAS POTENTIAL TO REVOLUTIONIZE UTILIZATION OF VISUAL CONTENT ACROSS INDUSTRIES
  • 7.3.2 FEATURE EXTRACTION
  • 7.3.3 MULTI-MODAL FUSION
  • 7.3.4 OTHERS
  • TABLE 33 IMAGE CAPTIONING: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 7.4 IMAGE SEGMENTATION
  • 7.4.1 USE OF IMAGE SEGMENTATION IN WIDE RANGE OF APPLICATIONS, SUCH AS OBJECT DETECTION, MEDICAL IMAGING, AND AUTONOMOUS VEHICLES, TO DRIVE MARKET
  • 7.4.2 SEMANTIC SEGMENTATION
  • 7.4.3 INSTANCE SEGMENTATION
  • 7.4.4 OTHERS
  • TABLE 34 IMAGE SEGMENTATION: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 7.5 OBJECT DETECTION
  • 7.5.1 PRECISION AND EFFICIENCY OF VISION TRANSFORMER ARCHITECTURES TO DRIVE THEIR USE FOR OBJECT DETECTION
  • 7.5.2 SINGLE SHOT DETECTORS (SSDS)
  • 7.5.3 REGION-BASED CONVOLUTIONAL NEURAL NETWORKS (R-CNN)
  • 7.5.4 OTHERS
  • TABLE 35 OBJECT DETECTION: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 7.6 OTHER APPLICATIONS
  • TABLE 36 OTHER APPLICATIONS: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)

8 VISION TRANSFORMERS MARKET, BY VERTICAL

• 8.1 INTRODUCTION
  • FIGURE 36 MEDIA & ENTERTAINMENT SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
  • 8.1.1 VERTICALS: VISION TRANSFORMERS MARKET DRIVERS
  • TABLE 37 VISION TRANSFORMERS MARKET, BY VERTICAL, 2022-2028 (USD MILLION)
• 8.2 RETAIL & ECOMMERCE
  • 8.2.1 NEED FOR RETAILERS TO USE VISION TRANSFORMERS TO COLLECT AND ANALYZE DATA ON CUSTOMER BEHAVIOR TO BOOST MARKET
  • 8.2.2 VISUAL SEARCH & RECOMMENDATION
  • 8.2.3 VIRTUAL TRY-ON & FITTING ROOMS
  • 8.2.4 AUTOMATED PRODUCT TAGGING & CATALOGING
  • 8.2.5 OTHERS
  • TABLE 38 RETAIL & ECOMMERCE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 8.3 MEDIA & ENTERTAINMENT
  • 8.3.1 DEMAND FOR OPTIMIZED CONTENT CREATION, MANAGEMENT, AND DELIVERY TO BOOST MARKET EXPANSION
  • 8.3.2 CONTENT RECOMMENDATION
  • 8.3.3 CONTENT MODERATION
  • 8.3.4 VIDEO SUMMARIZATION & HIGHLIGHT EXTRACTION
  • 8.3.5 OTHERS
  • TABLE 39 MEDIA & ENTERTAINMENT: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 8.4 AUTOMOTIVE
  • 8.4.1 INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS TO DRIVE USE OF COMPUTER VISION SOLUTIONS
  • 8.4.2 AUTONOMOUS DRIVING & ADVANCED DRIVER ASSISTANCE SYSTEMS (ADAS)
  • 8.4.3 PEDESTRIAN & CYCLIST DETECTION
  • 8.4.4 OTHERS
  • TABLE 40 AUTOMOTIVE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 8.5 GOVERNMENT & DEFENSE
  • 8.5.1 RISING NEED TO IMPROVE SITUATIONAL AWARENESS, SECURITY, AND OPERATIONAL EFFICIENCY TO DRIVE ADOPTION OF VISION TRANSFORMERS IN GOVERNMENT AND DEFENSE SECTORS
  • 8.5.2 BORDER SECURITY & SURVEILLANCE
  • 8.5.3 AERIAL & SATELLITE IMAGE ANALYSIS
  • 8.5.4 OBJECT DETECTION & TRACKING
  • 8.5.5 OTHERS
  • TABLE 41 GOVERNMENT & DEFENSE: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 8.6 HEALTHCARE & LIFE SCIENCES
  • 8.6.1 VISION TRANSFORMERS ENHANCE MEDICAL ROBOTICS APPLICATIONS BY PROVIDING REAL-TIME VISUAL FEEDBACK AND GUIDANCE DURING PROCEDURES
  • 8.6.2 MEDICAL IMAGE ANALYSIS
  • 8.6.3 DISEASE DETECTION & CLASSIFICATION
  • 8.6.4 DRUG DISCOVERY & DRUG DEVELOPMENT
  • 8.6.5 OTHERS
  • TABLE 42 HEALTHCARE & LIFE SCIENCES: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 8.7 OTHER VERTICALS
  • TABLE 43 OTHER VERTICALS: VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)

9 VISION TRANSFORMERS MARKET, BY REGION

• 9.1 INTRODUCTION
  • FIGURE 37 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD
  • TABLE 44 VISION TRANSFORMERS MARKET, BY REGION, 2022-2028 (USD MILLION)
• 9.2 NORTH AMERICA
  • 9.2.1 NORTH AMERICA: VISION TRANSFORMERS MARKET DRIVERS
  • 9.2.2 NORTH AMERICA: RECESSION IMPACT
  • FIGURE 38 NORTH AMERICA: MARKET SNAPSHOT
  • TABLE 45 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 46 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022-2028 (USD MILLION)
  • TABLE 47 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE, 2022-2028 (USD MILLION)
  • TABLE 48 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • TABLE 49 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022-2028 (USD MILLION)
  • TABLE 50 NORTH AMERICA: VISION TRANSFORMERS MARKET, BY COUNTRY, 2022-2028 (USD MILLION)
  • 9.2.3 US
    • 9.2.3.1 Growth in technology hubs across country, with participation from companies and research institutions, to drive market
  • TABLE 51 US: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 52 US: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.2.4 CANADA
    • 9.2.4.1 Growing innovation in healthcare applications and IT infrastructure to boost growth
  • TABLE 53 CANADA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 54 CANADA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
• 9.3 EUROPE
  • 9.3.1 EUROPE: VISION TRANSFORMERS MARKET DRIVERS
  • 9.3.2 EUROPE: RECESSION IMPACT
  • TABLE 55 EUROPE: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 56 EUROPE: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022-2028 (USD MILLION)
  • TABLE 57 EUROPE: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE, 2022-2028 (USD MILLION)
  • TABLE 58 EUROPE: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • TABLE 59 EUROPE: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022-2028 (USD MILLION)
  • TABLE 60 EUROPE: VISION TRANSFORMERS MARKET, BY COUNTRY, 2022-2028 (USD MILLION)
  • 9.3.3 UK
    • 9.3.3.1 Rise in investments by government in AI and computer vision technologies to spur market expansion
  • TABLE 61 UK: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 62 UK: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.3.4 GERMANY
    • 9.3.4.1 German government to become technology's global leader by galvanizing AI R&D and application
  • TABLE 63 GERMANY: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 64 GERMANY: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.3.5 FRANCE
    • 9.3.5.1 Government initiatives to support adoption of vision and AI technologies to drive market growth
  • TABLE 65 FRANCE: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 66 FRANCE: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.3.6 ITALY
    • 9.3.6.1 Increasing government support and initiatives related to AI and technology innovation to encourage growth
  • TABLE 67 ITALY: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 68 ITALY: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.3.7 REST OF EUROPE
  • TABLE 69 REST OF EUROPE: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 70 REST OF EUROPE: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
• 9.4 ASIA PACIFIC
  • 9.4.1 ASIA PACIFIC: VISION TRANSFORMERS MARKET DRIVERS
  • 9.4.2 ASIA PACIFIC: RECESSION IMPACT
  • FIGURE 39 ASIA PACIFIC: MARKET SNAPSHOT
  • TABLE 71 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 72 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022-2028 (USD MILLION)
  • TABLE 73 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE, 2022-2028 (USD MILLION)
  • TABLE 74 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • TABLE 75 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022-2028 (USD MILLION)
  • TABLE 76 ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY COUNTRY, 2022-2028 (USD MILLION)
  • 9.4.3 CHINA
    • 9.4.3.1 Rapid digitalization, economic growth, and increase in data consumption to propel market expansion
  • TABLE 77 CHINA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 78 CHINA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.4.4 JAPAN
    • 9.4.4.1 Engagement of prominent tech companies in AI development to boost market
  • TABLE 79 JAPAN: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 80 JAPAN: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.4.5 INDIA
    • 9.4.5.1 Growth in initiatives to implement Industry 4.0 to encourage market expansion
  • TABLE 81 INDIA: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 82 INDIA: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • 9.4.6 REST OF ASIA PACIFIC
  • TABLE 83 REST OF ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 84 REST OF ASIA PACIFIC: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
• 9.5 REST OF THE WORLD (ROW)
  • 9.5.1 EXTENSIVE USE OF VISION TRANSFORMERS IN AGRICULTURE AND TO ADDRESS SECURITY CHALLENGES TO SPUR GROWTH
  • 9.5.2 ROW: VISION TRANSFORMERS MARKET DRIVERS
  • 9.5.3 ROW: RECESSION IMPACT
  • TABLE 85 ROW: VISION TRANSFORMERS MARKET, BY OFFERING, 2022-2028 (USD MILLION)
  • TABLE 86 ROW: VISION TRANSFORMERS MARKET, BY SOLUTION, 2022-2028 (USD MILLION)
  • TABLE 87 ROW: VISION TRANSFORMERS MARKET, BY PROFESSIONAL SERVICE, 2022-2028 (USD MILLION)
  • TABLE 88 ROW: VISION TRANSFORMERS MARKET, BY APPLICATION, 2022-2028 (USD MILLION)
  • TABLE 89 ROW: VISION TRANSFORMERS MARKET, BY VERTICAL, 2022-2028 (USD MILLION)

10 COMPETITIVE LANDSCAPE

• 10.1 INTRODUCTION
• 10.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
  • TABLE 90 OVERVIEW OF STRATEGIES ADOPTED BY KEY VISION TRANSFORMER VENDORS
• 10.3 REVENUE ANALYSIS
  • FIGURE 40 HISTORICAL FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF KEY VISION TRANSFORMER PROVIDERS
• 10.4 MARKET SHARE ANALYSIS
  • FIGURE 41 MARKET SHARE ANALYSIS, 2022
  • TABLE 91 VISION TRANSFORMERS MARKET: INTENSITY OF COMPETITIVE RIVALRY
• 10.5 BRAND COMPARISON/VENDOR PRODUCT LANDSCAPE
  • TABLE 92 BRAND COMPARISON/VENDOR PRODUCT LANDSCAPE
• 10.6 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS
  • FIGURE 42 VISION TRANSFORMERS MARKET: GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS
• 10.7 COMPANY EVALUATION MATRIX
  • FIGURE 43 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
  • 10.7.1 STARS
  • 10.7.2 EMERGING LEADERS
  • 10.7.3 PERVASIVE PLAYERS
  • 10.7.4 PARTICIPANTS
  • FIGURE 44 COMPANY EVALUATION MATRIX
  • 10.7.5 COMPANY FOOTPRINT
  • TABLE 93 COMPANY FOOTPRINT, BY REGION
  • TABLE 94 COMPANY FOOTPRINT, BY OFFERING
  • TABLE 95 OVERALL COMPANY FOOTPRINT
• 10.8 VALUATION AND FINANCIAL METRICS OF VISION TRANSFORMER VENDORS
  • FIGURE 45 VALUATION AND FINANCIAL METRICS OF VISION TRANSFORMER VENDORS
• 10.9 KEY MARKET DEVELOPMENTS
  • 10.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 96 VISION TRANSFORMERS MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, 2022-2023
  • 10.9.2 DEALS
  • TABLE 97 VISION TRANSFORMERS MARKET: DEALS, 2022-2023

11 COMPANY PROFILES

• 11.1 INTRODUCTION
• 11.2 MAJOR PLAYERS
• (Business overview, Products/Solutions/Services offered, Recent developments, MnM view, Key strengths, Strategic choices made, and Weaknesses and Competitive threats)**
• 11.2.1 GOOGLE
• TABLE 98 GOOGLE: BUSINESS OVERVIEW
• FIGURE 46 GOOGLE: COMPANY SNAPSHOT
• TABLE 99 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 100 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
• 11.2.2 OPENAI
• TABLE 101 OPENAI: COMPANY OVERVIEW
• TABLE 102 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 103 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 104 OPENAI: DEALS
• 11.2.3 META
• TABLE 105 META: COMPANY OVERVIEW
• FIGURE 47 META: COMPANY SNAPSHOT
• TABLE 106 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 107 META: PRODUCT LAUNCHES AND ENHANCEMENTS
• 11.2.4 AWS
• TABLE 108 AWS: COMPANY OVERVIEW
• FIGURE 48 AWS: COMPANY SNAPSHOT
• TABLE 109 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 110 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 111 AWS: DEALS
• 11.2.5 NVIDIA CORPORATION
• TABLE 112 NVIDIA CORPORATION: BUSINESS OVERVIEW
• FIGURE 49 NVIDIA CORPORATION: COMPANY SNAPSHOT
• TABLE 113 NVIDIA CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS
• TABLE 114 NVIDIA CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 115 NVIDIA CORPORATION: DEALS
• 11.2.6 LEEWAYHERTZ
• TABLE 116 LEEWAYHERTZ: BUSINESS OVERVIEW
• TABLE 117 LEEWAYHERTZ: PRODUCTS/SERVICES OFFERED
• 11.2.7 SYNOPSYS
• TABLE 118 SYNOPSYS: BUSINESS OVERVIEW
• FIGURE 50 SYNOPSYS: COMPANY SNAPSHOT
• TABLE 119 SYNOPSYS: PRODUCTS/SERVICES OFFERED
• TABLE 120 SYNOPSYS: PRODUCT LAUNCHES & ENHANCEMENTS
• 11.2.8 HUGGING FACE
• TABLE 121 HUGGING FACE: BUSINESS OVERVIEW
• TABLE 122 HUGGING FACE: PRODUCTS/SERVICES OFFERED
• TABLE 123 HUGGING FACE: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 124 HUGGING FACE: DEALS
• 11.2.9 MICROSOFT
• TABLE 125 MICROSOFT: BUSINESS OVERVIEW
• FIGURE 51 MICROSOFT: COMPANY SNAPSHOT
• TABLE 126 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 127 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 128 MICROSOFT: DEALS
• 11.2.10 QUALCOMM
• TABLE 129 QUALCOMM: BUSINESS OVERVIEW
• FIGURE 52 QUALCOMM: COMPANY SNAPSHOT
• TABLE 130 QUALCOMM: PRODUCTS/SOLUTIONS OFFERED
• TABLE 131 QUALCOMM: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 132 QUALCOMM: DEALS
• 11.2.11 INTEL
• TABLE 133 INTEL: BUSINESS OVERVIEW
• FIGURE 53 INTEL: COMPANY SNAPSHOT
• TABLE 134 INTEL: PRODUCTS/SOLUTIONS OFFERED
• TABLE 135 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
• TABLE 136 INTEL: DEALS
• 11.3 OTHER PLAYERS
  • 11.3.1 CLARIFAI
  • 11.3.2 QUADRIC
  • 11.3.3 VISO.AI
  • 11.3.4 DECI
  • 11.3.5 V7 LABS
• *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

• 12.1 INTRODUCTION
  • 12.1.1 RELATED MARKETS
  • 12.1.2 LIMITATIONS
• 12.2 GENERATIVE AI MARKET
  • TABLE 137 GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
  • TABLE 138 GENERATIVE AI MARKET, BY OFFERING, 2023-2030 (USD MILLION)
  • TABLE 139 GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
  • TABLE 140 GENERATIVE AI MARKET, BY SERVICE, 2023-2030 (USD MILLION)
  • TABLE 141 GENERATIVE AI MARKET, BY DATA MODALITY, 2019-2022 (USD MILLION)
  • TABLE 142 GENERATIVE AI MARKET, BY DATA MODALITY, 2023-2030 (USD MILLION)
  • TABLE 143 GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
  • TABLE 144 GENERATIVE AI MARKET, BY REGION, 2023-2030 (USD MILLION)
• 12.3 AI IN COMPUTER VISION MARKET
  • TABLE 145 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019-2022 (USD MILLION)
  • TABLE 146 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023-2028 (USD MILLION)
  • TABLE 147 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2019-2022 (USD MILLION)
  • TABLE 148 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 149 AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2019-2022 (USD MILLION)
  • TABLE 150 AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2023-2028 (USD MILLION)
  • TABLE 151 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019-2022 (USD MILLION)
  • TABLE 152 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023-2028 (USD MILLION)
  • TABLE 153 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
  • TABLE 154 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • TABLE 155 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019-2022 (USD MILLION)
  • TABLE 156 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023-2028 (USD MILLION)
  • TABLE 157 AI IN COMPUTER VISION MARKET, BY REGION, 2019-2022 (USD MILLION)
  • TABLE 158 AI IN COMPUTER VISION MARKET, BY REGION, 2023-2028 (USD MILLION)

13 APPENDIX

• 13.1 DISCUSSION GUIDE
• 13.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
• 13.3 CUSTOMIZATION OPTIONS
• 13.4 RELATED REPORTS
• 13.5 AUTHOR DETAILS

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