Computer Vision in Healthcare Market Outlook from 2024 to 2034

The global computer vision in healthcare market is expected to expand from US$ 2.5 billion in 2024 to US$ 56.1 billion by 2034. By 2034, the market is projected to surge at 36.7% CAGR.

Attributes Key Insights
Estimated Global Computer Vision in Healthcare Market Size (2024E) US$ 2.5 billion
Projected Computer Vision in Healthcare Market Value (2034F) US$ 56.1 billion
Value-based CAGR (2024 to 2034) 36.7%

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Global Computer Vision in Healthcare Market Overview

  • Increasing government initiatives to encourage the use of AI-based technologies, incorporation of big data into healthcare procedures, and use of computer vision in precision medicine are driving computer vision in the healthcare market.
  • The healthcare sector is expected to change dramatically due to the ongoing development of machine learning (ML) models, particularly in computer vision. A more effective system for diagnosis and treatment is anticipated to emerge from this progression, improving patient care outcomes in the process.
  • Computer vision systems provide accurate medical diagnoses to reduce false positives and avoid unnecessary surgery and expensive treatments.
  • Medical providers use computer vision technology to assess fitness and health parameters, enabling patients to make better-informed medical decisions more quickly.
  • Blood loss during surgeries, especially C-sections, is measured using computer vision in healthcare settings. This capacity is essential for timely action when blood loss reaches critical proportions.
  • Body fat percentage is also calculated using computer vision by utilizing pictures from regular cameras, demonstrating the technology's adaptability.

The diverse use of technology illustrates how well computer vision supports thorough healthcare assessments and improves medical decision-making procedures.

Historical Computer Vision in Healthcare Market Growth Outlook Vs. 2024 to 2034

The global computer vision in healthcare sales grew at a CAGR of 38.4% from 2019 to 2023. The growth of computer vision in healthcare from 2019 to 2023 can be attributed to a convergence of factors:

  • Applications for computer vision have been created to help medical practitioners with diagnosis procedures. These programs assist in identifying anomalies and illnesses by automatically analyzing and interpreting medical images.
  • The adoption of deep learning techniques, particularly convolutional neural networks (CNNs), was a key trend. These sophisticated algorithms have proven to perform better in tasks including object detection, classification, and picture segmentation, which has increased the accuracy of medical image analysis.
  • Computer vision applications in remote patient monitoring have grown, enabling medical professionals to monitor patients outside conventional hospital settings. The increased focus on telemedicine and virtual healthcare solutions has accelerated this trend.
  • Wearable technology has integrated computer vision capabilities for health monitoring.
  • Smartphone computer vision technology has been used for several healthcare applications, such as vital sign monitoring and helping with vision-related diagnosis.
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Key Computer Vision in Healthcare Market Trends

  • Computer vision analyzes video data to enable remote patient monitoring, allowing medical personnel to evaluate patients' conditions without physically visiting them. It favors expanding telemedicine services, particularly where access to medical resources is scarce.
  • Computer vision assists in finding new drugs by automating the examination of molecular and cellular structures. It helps scientists comprehend intricate biological relationships and find promising therapeutic possibilities.
  • Computer vision technologies are being used to improve the patient experience by facilitating better communication between patients & healthcare professionals and offering individualized care. Applications in this field include facial recognition for patient identification and virtual health aids.

Restraining Factors in the Computer Vision in Healthcare Market

  • Using patient information and sensitive medical photos raises privacy and security issues.
  • Ensuring adherence to laws like the Health Insurance Portability and Accountability Act is essential, as violation is expected to result in legal ramifications.
  • Medical imaging data needs to have common formats and protocols, which is set to make it more difficult for various systems and equipment to communicate with one another.
  • Implementing computer vision systems frequently requires a substantial financial commitment. The expenses include developing or buying complex algorithms, hiring staff, and obtaining cutting-edge imaging equipment.

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Country-wise Insights

The table below shows the estimated growth rates of the top five countries. South Korea, the United Kingdom, and Japan are set to record high CAGRs of 37.9%, 37.5%, and 37.2%, respectively, through 2034.

Countries Projected CAGR (2034)
United States 36.8%
United Kingdom 37.5%
China 36.9%
South Korea 37.9%
Japan 37.2%

The table below explains the computer vision in the healthcare market size of the leading five countries for 2034. Among them, the United States is anticipated to remain at the forefront by reaching a valuation of US$ 9.9 billion. Japan is expected to reach around US$ 5.6 billion by 2034, less than China's US$ 8.2 billion.

Countries Market Value (2034)
United States US$ 9.9 billion
United Kingdom US$ 2.2 billion
China US$ 8.2 billion
South Korea US$ 3.7 billion
Japan US$ 5.6 billion

Growth for Companies of Computer Vision in Healthcare in the United States

The United States computer vision in the healthcare industry is poised to exhibit a CAGR of 36.8% during the assessment period. In 2034, the United States market is expected to reach US$ 9.9 billion. The key factors supporting the market growth are:

  • Computer vision technologies are widely used in diagnostic and imaging medicine in the United States.
  • Data privacy and security are critical issues in the United States due to the sensitivity of healthcare data, especially medical imaging.
  • The regulatory landscape, including FDA regulation, is a key factor in determining how computer vision technologies are adopted in the healthcare industry of the United States.

Growing Start-ups and Innovation Propelling Demand in China

China is anticipated to rise at a steady CAGR of 36.9% during the forecast period. This is attributable to a combination of factors, including:

  • In China, computer vision is used in surgical operations to give surgeons real-time guidance. Computer vision technologies are increasingly used to guide robotic-assisted operations, improving surgical outcomes.
  • A strong ecosystem of start-ups and leading manufacturers in China focuses on developing and using computer vision solutions in healthcare. These organizations stimulate innovation by introducing novel applications and technologies to the market.

Technological Innovations in Japan Paving the Road for Success

Japan's computer vision in the healthcare market is expected to reach a valuation of around US$ 5.6 billion by 2034. Top factors supporting the market expansion in the country include:

  • Integrating computer vision systems with electronic health records (EHR) in Japan’s healthcare sector is gaining traction.
  • Advances in computer vision for healthcare are being fostered in Japan through collaboration between academic centers, research institutes, and healthcare providers.

Rapid Growth of Computer Vision in Healthcare in the United Kingdom

The demand for computer vision in healthcare is increasing in the United Kingdom, with a projected CAGR of 37.5% through 2034. Emerging patterns in the United Kingdom’s market are as follows:

  • Seamless integration into computer vision systems and healthcare workflow guarantees the accessibility and usefulness of the insights produced by computer vision technology.
  • The COVID-19 epidemic has contributed to a notable increase in telemedicine and remote patient monitoring in the United Kingdom.
  • Computer vision technologies enable visual data analysis for remote patient monitoring, contributing to remote healthcare.

Rising Presence of Local and Foreign Manufacturers to Surge Sales in South Korea

The computer vision in healthcare market is projected to increase in South Korea at a CAGR of 37.9% through 2034. The factors driving the market growth are as follows:

  • The healthcare industry in South Korea is competitive, with both local and foreign companies providing computer vision solutions.
  • Innovation and the creation of cutting-edge technology suited to the demands of the market are fueled by this competition.

Category-wise Insights

The section below shows the hardware segment dominated by components. It is predicted to surge at a CAGR of 36.5% by 2034. Based on product type, the smart camera-based computer vision systems segment is anticipated to generate a dominant share through 2024. It is set to rise at 36.4% CAGR by 2034.

Segment Projected CAGR (2034)
Hardware (Component) 36.5%
Smart Camera-based Computer Vision Systems (Product Type) 36.4%

Hardware Segment Tops the Component Category

Based on components, demand for hardware is expected to remain high during the valuation period.

  • Advanced imaging devices and sensors are the essential hardware components in the healthcare computer vision sector.
  • Hardware technology is always improving, which leads to better image quality and diagnostic capabilities.
  • Medical imaging devices such as CT scans, MRIs, and X-rays are crucial to the healthcare industry. Hardware components play a key role in these systems' ability to take and process images, which is necessary for diagnosis and treatment planning.
  • Wearable technology with computer vision capabilities is gaining traction in the healthcare sector, allowing for patient health monitoring.

Adoption of Smart Camera-based Computer Vision Systems to Surge Through 2034

Based on product type, smart camera-based computer vision systems are expected to surge at 36.4% CAGR by 2034.

  • The open-embedded processing technology in smart camera-based computer vision systems eliminates the need for external devices such as frame-capture cards or external computers.
  • Smart camera-based computer vision system’s growth is ascribed to its affordability, small size, and straightforward computer vision system integration using smart cameras.

Competitive Landscape

Leading companies have increased their market share primarily through product launches and developments, which are followed by expansions, mergers & acquisitions, contracts, agreements, partnerships, and collaborations. Key companies are employing several strategies to improve market penetration and strengthen their position in the cutthroat sector.

For instance:

  • In May 2023, Landing AI unveiled its LandingLens platform's validation-ready iteration.
  • In 2023, NVIDIA announced the launch of the Next-Generation GH200 Grace Hopper Superchip Platform for the accelerated generative AI era and computing.
  • In 2023, Google unveiled Projectd IDX, an AI-based browser.

Key Companies Profiled

  • NVIDIA Corporation
  • Microsoft
  • Intel Corporation
  • IBM Corporation
  • Google LLC
  • Basler AG
  • Arterys Inc.
  • AiCure
  • iCAD, Inc.
  • SenseTime

Computer Vision in Healthcare Market Segmentation by Category

By Component:

  • Hardware
  • Software
  • Services

By Product Type:

  • Smart Camera-based Computer Vision Systems
  • PC-based Computer Vision Systems

By Application:

  • Medical Imaging & Diagnostics
  • Surgeries
  • Patient Management & Research
  • Others

By End-user:

  • Healthcare Providers
  • Diagnostic Centers
  • Academic Research Institutes
  • Others

By Region:

  • North America
  • Latin America
  • Europe
  • East Asia
  • South Asia
  • Oceania
  • Middle East and Africa

Frequently Asked Questions

How big is computer vision in the healthcare market?

The market is set to reach US$ 2.5 billion in 2024.

What is the forecast for computer vision in the healthcare market?

Demand for computer vision in healthcare is slated to expand at a 36.7% CAGR by 2034.

What is the outlook for computer vision in the healthcare market?

The market is expected to reach US$ 56.1 billion in 2034.

Who are the key players in computer vision in the healthcare market?

NVIDIA Corporation, Microsoft, and Intel Corporation are the key players.

Which component would lead to computer vision in the healthcare market?

Hardware is estimated to hold a significant market share in 2024.

Table of Content
1. Executive Summary
    1.1. Global Market Outlook
    1.2. Demand-side Trends
    1.3. Supply-side Trends
    1.4. Technology Roadmap Analysis
    1.5. Analysis and Recommendations
2. Market Overview
    2.1. Market Coverage / Taxonomy
    2.2. Market Definition / Scope / Limitations
3. Market Background
    3.1. Market Dynamics
        3.1.1. Drivers
        3.1.2. Restraints
        3.1.3. Opportunity
        3.1.4. Trends
    3.2. Scenario Forecast
        3.2.1. Demand in Optimistic Scenario
        3.2.2. Demand in Likely Scenario
        3.2.3. Demand in Conservative Scenario
    3.3. Opportunity Map Analysis
    3.4. Investment Feasibility Matrix
    3.5. PESTLE and Porter’s Analysis
    3.6. Regulatory Landscape
        3.6.1. By Key Regions
        3.6.2. By Key Countries
    3.7. Regional Parent Market Outlook
4. Global Market Analysis 2019 to 2023 and Forecast, 2024 to 2034
    4.1. Historical Market Size Value (US$ billion) Analysis, 2019 to 2023
    4.2. Current and Future Market Size Value (US$ billion) Projections, 2024 to 2034
        4.2.1. Y-o-Y Growth Trend Analysis
        4.2.2. Absolute $ Opportunity Analysis
5. Global Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Component
    5.1. Introduction / Key Findings
    5.2. Historical Market Size Value (US$ billion) Analysis By Component, 2019 to 2023
    5.3. Current and Future Market Size Value (US$ billion) Analysis and Forecast By Component, 2024 to 2034
        5.3.1. Hardware
        5.3.2. Software
        5.3.3. Services
    5.4. Y-o-Y Growth Trend Analysis By Component, 2019 to 2023
    5.5. Absolute $ Opportunity Analysis By Component, 2024 to 2034
6. Global Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Product Type
    6.1. Introduction / Key Findings
    6.2. Historical Market Size Value (US$ billion) Analysis By Product Type, 2019 to 2023
    6.3. Current and Future Market Size Value (US$ billion) Analysis and Forecast By Product Type, 2024 to 2034
        6.3.1. Smart Camera-based Computer Vision Systems
        6.3.2. PC-based Computer Vision Systems
    6.4. Y-o-Y Growth Trend Analysis By Product Type, 2019 to 2023
    6.5. Absolute $ Opportunity Analysis By Product Type, 2024 to 2034
7. Global Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Application
    7.1. Introduction / Key Findings
    7.2. Historical Market Size Value (US$ billion) Analysis By Application, 2019 to 2023
    7.3. Current and Future Market Size Value (US$ billion) Analysis and Forecast By Application, 2024 to 2034
        7.3.1. Medical Imaging and Diagnostics
        7.3.2. Surgeries
        7.3.3. Patient Management and Research
        7.3.4. Others
    7.4. Y-o-Y Growth Trend Analysis By Application, 2019 to 2023
    7.5. Absolute $ Opportunity Analysis By Application, 2024 to 2034
8. Global Market Analysis 2019 to 2023 and Forecast 2024 to 2034 By End-user
    8.1. Introduction / Key Findings
    8.2. Historical Market Size Value (US$ billion) Analysis By End-user, 2019 to 2023
    8.3. Current and Future Market Size Value (US$ billion) Analysis and Forecast By End-user, 2024 to 2034
        8.3.1. Healthcare Providers
        8.3.2. Diagnostic Centers
        8.3.3. Academic Research Institutes
        8.3.4. Others
    8.4. Y-o-Y Growth Trend Analysis By End-user, 2019 to 2023
    8.5. Absolute $ Opportunity Analysis By End-user, 2024 to 2034
9. Global Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Region
    9.1. Introduction
    9.2. Historical Market Size Value (US$ billion) Analysis By Region, 2019 to 2023
    9.3. Current Market Size Value (US$ billion) Analysis and Forecast By Region, 2024 to 2034
        9.3.1. North America
        9.3.2. Latin America
        9.3.3. Western Europe
        9.3.4. Eastern Europe
        9.3.5. South Asia and Pacific
        9.3.6. East Asia
        9.3.7. Middle East and Africa
    9.4. Market Attractiveness Analysis By Region
10. North America Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    10.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    10.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        10.2.1. By Country
            10.2.1.1. United States
            10.2.1.2. Canada
        10.2.2. By Component
        10.2.3. By Product Type
        10.2.4. By Application
        10.2.5. By End-user
    10.3. Market Attractiveness Analysis
        10.3.1. By Country
        10.3.2. By Component
        10.3.3. By Product Type
        10.3.4. By Application
        10.3.5. By End-user
    10.4. Key Takeaways
11. Latin America Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    11.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    11.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        11.2.1. By Country
            11.2.1.1. Brazil
            11.2.1.2. Mexico
            11.2.1.3. Rest of Latin America
        11.2.2. By Component
        11.2.3. By Product Type
        11.2.4. By Application
        11.2.5. By End-user
    11.3. Market Attractiveness Analysis
        11.3.1. By Country
        11.3.2. By Component
        11.3.3. By Product Type
        11.3.4. By Application
        11.3.5. By End-user
    11.4. Key Takeaways
12. Western Europe Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    12.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    12.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        12.2.1. By Country
            12.2.1.1. Germany
            12.2.1.2. United Kingdom
            12.2.1.3. France
            12.2.1.4. Spain
            12.2.1.5. Italy
            12.2.1.6. Rest of Western Europe
        12.2.2. By Component
        12.2.3. By Product Type
        12.2.4. By Application
        12.2.5. By End-user
    12.3. Market Attractiveness Analysis
        12.3.1. By Country
        12.3.2. By Component
        12.3.3. By Product Type
        12.3.4. By Application
        12.3.5. By End-user
    12.4. Key Takeaways
13. Eastern Europe Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    13.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    13.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        13.2.1. By Country
            13.2.1.1. Poland
            13.2.1.2. Russia
            13.2.1.3. Czech Republic
            13.2.1.4. Romania
            13.2.1.5. Rest of Eastern Europe
        13.2.2. By Component
        13.2.3. By Product Type
        13.2.4. By Application
        13.2.5. By End-user
    13.3. Market Attractiveness Analysis
        13.3.1. By Country
        13.3.2. By Component
        13.3.3. By Product Type
        13.3.4. By Application
        13.3.5. By End-user
    13.4. Key Takeaways
14. South Asia and Pacific Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    14.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    14.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        14.2.1. By Country
            14.2.1.1. India
            14.2.1.2. Bangladesh
            14.2.1.3. Australia
            14.2.1.4. New Zealand
            14.2.1.5. Rest of South Asia and Pacific
        14.2.2. By Component
        14.2.3. By Product Type
        14.2.4. By Application
        14.2.5. By End-user
    14.3. Market Attractiveness Analysis
        14.3.1. By Country
        14.3.2. By Component
        14.3.3. By Product Type
        14.3.4. By Application
        14.3.5. By End-user
    14.4. Key Takeaways
15. East Asia Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    15.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    15.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        15.2.1. By Country
            15.2.1.1. China
            15.2.1.2. Japan
            15.2.1.3. South Korea
        15.2.2. By Component
        15.2.3. By Product Type
        15.2.4. By Application
        15.2.5. By End-user
    15.3. Market Attractiveness Analysis
        15.3.1. By Country
        15.3.2. By Component
        15.3.3. By Product Type
        15.3.4. By Application
        15.3.5. By End-user
    15.4. Key Takeaways
16. Middle East and Africa Market Analysis 2019 to 2023 and Forecast 2024 to 2034, By Country
    16.1. Historical Market Size Value (US$ billion) Trend Analysis By Market Taxonomy, 2019 to 2023
    16.2. Market Size Value (US$ billion) Forecast By Market Taxonomy, 2024 to 2034
        16.2.1. By Country
            16.2.1.1. GCC Countries
            16.2.1.2. South Africa
            16.2.1.3. Israel
            16.2.1.4. Rest of Middle East and Africa
        16.2.2. By Component
        16.2.3. By Product Type
        16.2.4. By Application
        16.2.5. By End-user
    16.3. Market Attractiveness Analysis
        16.3.1. By Country
        16.3.2. By Component
        16.3.3. By Product Type
        16.3.4. By Application
        16.3.5. By End-user
    16.4. Key Takeaways
17. Key Countries Market Analysis
    17.1. United States
        17.1.1. Pricing Analysis
        17.1.2. Market Share Analysis, 2023
            17.1.2.1. By Component
            17.1.2.2. By Product Type
            17.1.2.3. By Application
            17.1.2.4. By End-user
    17.2. Canada
        17.2.1. Pricing Analysis
        17.2.2. Market Share Analysis, 2023
            17.2.2.1. By Component
            17.2.2.2. By Product Type
            17.2.2.3. By Application
            17.2.2.4. By End-user
    17.3. Brazil
        17.3.1. Pricing Analysis
        17.3.2. Market Share Analysis, 2023
            17.3.2.1. By Component
            17.3.2.2. By Product Type
            17.3.2.3. By Application
            17.3.2.4. By End-user
    17.4. Mexico
        17.4.1. Pricing Analysis
        17.4.2. Market Share Analysis, 2023
            17.4.2.1. By Component
            17.4.2.2. By Product Type
            17.4.2.3. By Application
            17.4.2.4. By End-user
    17.5. Germany
        17.5.1. Pricing Analysis
        17.5.2. Market Share Analysis, 2023
            17.5.2.1. By Component
            17.5.2.2. By Product Type
            17.5.2.3. By Application
            17.5.2.4. By End-user
    17.6. United Kingdom
        17.6.1. Pricing Analysis
        17.6.2. Market Share Analysis, 2023
            17.6.2.1. By Component
            17.6.2.2. By Product Type
            17.6.2.3. By Application
            17.6.2.4. By End-user
    17.7. France
        17.7.1. Pricing Analysis
        17.7.2. Market Share Analysis, 2023
            17.7.2.1. By Component
            17.7.2.2. By Product Type
            17.7.2.3. By Application
            17.7.2.4. By End-user
    17.8. Spain
        17.8.1. Pricing Analysis
        17.8.2. Market Share Analysis, 2023
            17.8.2.1. By Component
            17.8.2.2. By Product Type
            17.8.2.3. By Application
            17.8.2.4. By End-user
    17.9. Italy
        17.9.1. Pricing Analysis
        17.9.2. Market Share Analysis, 2023
            17.9.2.1. By Component
            17.9.2.2. By Product Type
            17.9.2.3. By Application
            17.9.2.4. By End-user
    17.10. Poland
        17.10.1. Pricing Analysis
        17.10.2. Market Share Analysis, 2023
            17.10.2.1. By Component
            17.10.2.2. By Product Type
            17.10.2.3. By Application
            17.10.2.4. By End-user
    17.11. Russia
        17.11.1. Pricing Analysis
        17.11.2. Market Share Analysis, 2023
            17.11.2.1. By Component
            17.11.2.2. By Product Type
            17.11.2.3. By Application
            17.11.2.4. By End-user
    17.12. Czech Republic
        17.12.1. Pricing Analysis
        17.12.2. Market Share Analysis, 2023
            17.12.2.1. By Component
            17.12.2.2. By Product Type
            17.12.2.3. By Application
            17.12.2.4. By End-user
    17.13. Romania
        17.13.1. Pricing Analysis
        17.13.2. Market Share Analysis, 2023
            17.13.2.1. By Component
            17.13.2.2. By Product Type
            17.13.2.3. By Application
            17.13.2.4. By End-user
    17.14. India
        17.14.1. Pricing Analysis
        17.14.2. Market Share Analysis, 2023
            17.14.2.1. By Component
            17.14.2.2. By Product Type
            17.14.2.3. By Application
            17.14.2.4. By End-user
    17.15. Bangladesh
        17.15.1. Pricing Analysis
        17.15.2. Market Share Analysis, 2023
            17.15.2.1. By Component
            17.15.2.2. By Product Type
            17.15.2.3. By Application
            17.15.2.4. By End-user
    17.16. Australia
        17.16.1. Pricing Analysis
        17.16.2. Market Share Analysis, 2023
            17.16.2.1. By Component
            17.16.2.2. By Product Type
            17.16.2.3. By Application
            17.16.2.4. By End-user
    17.17. New Zealand
        17.17.1. Pricing Analysis
        17.17.2. Market Share Analysis, 2023
            17.17.2.1. By Component
            17.17.2.2. By Product Type
            17.17.2.3. By Application
            17.17.2.4. By End-user
    17.18. China
        17.18.1. Pricing Analysis
        17.18.2. Market Share Analysis, 2023
            17.18.2.1. By Component
            17.18.2.2. By Product Type
            17.18.2.3. By Application
            17.18.2.4. By End-user
    17.19. Japan
        17.19.1. Pricing Analysis
        17.19.2. Market Share Analysis, 2023
            17.19.2.1. By Component
            17.19.2.2. By Product Type
            17.19.2.3. By Application
            17.19.2.4. By End-user
    17.20. South Korea
        17.20.1. Pricing Analysis
        17.20.2. Market Share Analysis, 2023
            17.20.2.1. By Component
            17.20.2.2. By Product Type
            17.20.2.3. By Application
            17.20.2.4. By End-user
    17.21. GCC Countries
        17.21.1. Pricing Analysis
        17.21.2. Market Share Analysis, 2023
            17.21.2.1. By Component
            17.21.2.2. By Product Type
            17.21.2.3. By Application
            17.21.2.4. By End-user
    17.22. South Africa
        17.22.1. Pricing Analysis
        17.22.2. Market Share Analysis, 2023
            17.22.2.1. By Component
            17.22.2.2. By Product Type
            17.22.2.3. By Application
            17.22.2.4. By End-user
    17.23. Israel
        17.23.1. Pricing Analysis
        17.23.2. Market Share Analysis, 2023
            17.23.2.1. By Component
            17.23.2.2. By Product Type
            17.23.2.3. By Application
            17.23.2.4. By End-user
18. Market Structure Analysis
    18.1. Competition Dashboard
    18.2. Competition Benchmarking
    18.3. Market Share Analysis of Top Players
        18.3.1. By Regional
        18.3.2. By Component
        18.3.3. By Product Type
        18.3.4. By Application
        18.3.5. By End-user
19. Competition Analysis
    19.1. Competition Deep Dive
        19.1.1. NVIDIA Corporation
            19.1.1.1. Overview
            19.1.1.2. Product Portfolio
            19.1.1.3. Profitability by Market Segments
            19.1.1.4. Sales Footprint
            19.1.1.5. Strategy Overview
                19.1.1.5.1. Marketing Strategy
        19.1.2. Microsoft
            19.1.2.1. Overview
            19.1.2.2. Product Portfolio
            19.1.2.3. Profitability by Market Segments
            19.1.2.4. Sales Footprint
            19.1.2.5. Strategy Overview
                19.1.2.5.1. Marketing Strategy
        19.1.3. Intel Corporation
            19.1.3.1. Overview
            19.1.3.2. Product Portfolio
            19.1.3.3. Profitability by Market Segments
            19.1.3.4. Sales Footprint
            19.1.3.5. Strategy Overview
                19.1.3.5.1. Marketing Strategy
        19.1.4. IBM Corporation
            19.1.4.1. Overview
            19.1.4.2. Product Portfolio
            19.1.4.3. Profitability by Market Segments
            19.1.4.4. Sales Footprint
            19.1.4.5. Strategy Overview
                19.1.4.5.1. Marketing Strategy
        19.1.5. Google LLC
            19.1.5.1. Overview
            19.1.5.2. Product Portfolio
            19.1.5.3. Profitability by Market Segments
            19.1.5.4. Sales Footprint
            19.1.5.5. Strategy Overview
                19.1.5.5.1. Marketing Strategy
        19.1.6. Basler AG
            19.1.6.1. Overview
            19.1.6.2. Product Portfolio
            19.1.6.3. Profitability by Market Segments
            19.1.6.4. Sales Footprint
            19.1.6.5. Strategy Overview
                19.1.6.5.1. Marketing Strategy
        19.1.7. Arterys Inc.
            19.1.7.1. Overview
            19.1.7.2. Product Portfolio
            19.1.7.3. Profitability by Market Segments
            19.1.7.4. Sales Footprint
            19.1.7.5. Strategy Overview
                19.1.7.5.1. Marketing Strategy
        19.1.8. AiCure
            19.1.8.1. Overview
            19.1.8.2. Product Portfolio
            19.1.8.3. Profitability by Market Segments
            19.1.8.4. Sales Footprint
            19.1.8.5. Strategy Overview
                19.1.8.5.1. Marketing Strategy
        19.1.9. iCAD, Inc.
            19.1.9.1. Overview
            19.1.9.2. Product Portfolio
            19.1.9.3. Profitability by Market Segments
            19.1.9.4. Sales Footprint
            19.1.9.5. Strategy Overview
                19.1.9.5.1. Marketing Strategy
        19.1.10. SenseTime
            19.1.10.1. Overview
            19.1.10.2. Product Portfolio
            19.1.10.3. Profitability by Market Segments
            19.1.10.4. Sales Footprint
            19.1.10.5. Strategy Overview
                19.1.10.5.1. Marketing Strategy
20. Assumptions & Acronyms Used
21. Research Methodology
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