Artificial Intelligence In Medical Imaging Market
Artificial Intelligence in Medical Imaging Market Forecasts to 2030 - Global Analysis By Offering (Software Tools/Platform, and Services), Modality (X-ray, Magnetic Resonance Imaging (MRI), Ultrasound imaging, Computed tomography (CT) and Molecular imaging), Technology (Deep Learning, Computer Vision, Natural Language Processing (NLP) and Other Technologies), Application, End User and By Geography
Years Covered |
2021-2030 |
Estimated Year Value (2023) |
US $1,001.1 MN |
Projected Year Value (2030) |
US $7,292.8 MN |
CAGR (2023 - 2030) |
32.8% |
Regions Covered |
North America, Europe, Asia Pacific, South America, and Middle East & Africa |
Countries Covered |
US, Canada, Mexico, Germany, UK, Italy, France, Spain, Japan, China, India, Australia, New Zealand, South Korea, Rest of Asia Pacific, South America, Argentina, Brazil, Chile, Middle East & Africa, Saudi Arabia, UAE, Qatar, and South Africa |
Largest Market |
Asia Pacific |
Highest Growing Market |
North America |
According to Stratistics MRC, the Global Artificial Intelligence in Medical Imaging Market is accounted for $1,001.1 million in 2023 and is expected to reach $7,292.8 million by 2030 growing at a CAGR of 32.8% during the forecast period. Artificial intelligence in medical imaging is the analysis and interpretation of medical images such as X-rays, MRI scans, and CT scans using sophisticated computer approaches, especially machine learning and deep learning algorithms, with the help of this technology, medical personnel can identify diseases, anomalies, and abnormalities more precisely and quickly. It has the potential to revolutionize the area of medical diagnostics and have a profound impact on patient outcomes and healthcare effectiveness through early disease identification, treatment planning, and personalized medicine.
According to the American Cancer Society, a total of 236,740 new cases of lung and bronchus cancer are estimated this year in the United States.
Market Dynamics:
Driver:
Government Initiatives
Governments all over the world have knowledge of how AI has the potential to improve patient outcomes and lower healthcare expenditures. Moreover, initiatives that support the ethical and safe application of AI in medical imaging include funding for research, tax breaks, and regulatory frameworks. The growth and development of AI in medical imaging is accelerated by these policies, which encourage innovation, reward investment in AI solutions, and create a friendly climate for cooperation among technology companies, healthcare organizations, and regulatory agencies. Therefore, governments have implemented policies, financing, and regulations to promote the creation and use of AI technologies in healthcare.
Restraint:
High cost
The expansion of the market is constrained by the high cost of various artificial intelligence approaches used in medical imaging samples and other equipment to diagnose a wide range of disorders. Additionally, the majority of healthcare facilities and research institutions in undeveloped and poor countries are unable to pay the higher costs associated with R&D for artificial intelligence in medical imaging at the moment. The market expansion is therefore hampered by these issues.
Opportunity:
Technological developments
Ultrasound, computed tomography, and magnetic resonance imaging (MRI) are examples of medical imaging technologies that have made major improvements. These cutting-edge imaging techniques provide enormous amounts of complicated data, which have been effectively evaluated by AI algorithms to allow for more individualized treatment programs. Therefore, technological developments in imaging modalities promote market expansion.
Threat:
Lack of expertise
The expansion of the market is hampered by the lack of trained personnel with experience in both medical imaging and artificial intelligence. Furthermore, as healthcare organizations frequently struggle to locate and train individuals who can manage the intricacies of AI algorithms, medical data, and clinical procedures, this shortage could impede the development and deployment of AI solutions. Therefore, these problems restrict the market's expansion.
Covid-19 Impact
The artificial intelligence in medical imaging market has been negatively impacted by the COVID-19 pandemic in a number of ways. Supply chains were upset, which delayed the development and implementation of AI-driven medical imaging solutions. The use of AI technologies was further hindered by the shift in healthcare resources and focus to pandemic-related issues. Additionally, as AI applications in medical imaging depend on a consistent stream of data for training and validation, the decreased availability of non-urgent medical procedures and imaging studies had an impact on the market's growth. Therefore, the pandemic suddenly stopped the rapid growth of AI deployment in this industry.
The X-ray segment is expected to be the largest during the forecast period
The X-ray segment is estimated to hold the largest share, due to the rise in image-guided procedures using interventional x-ray technology, such as C-arms and other models. Moreover, the requirement for X-rays has substantially increased due to the development of C-arms, particularly small C-arms with flat panel detectors and digital radiography. Therefore, by incorporating AI into X-ray imaging, it is possible to increase the early diagnosis of disease, lessen human error, and eventually improve patient outcomes while also saving money.
The Neurology segment is expected to have the highest CAGR during the forecast period
The Neurology segment is anticipated to have highest CAGR during the forecast period, due to complex neuroimaging data, such as those from MRI and CT images of the brain and spinal cord, are analyzed using AI technology, notably machine learning and deep learning algorithms. Moreover, by detecting small structural and functional anomalies, these AI systems assist in the identification and diagnosis of neurological illnesses like Alzheimer's disease, stroke, and brain tumors. Therefore, AI can also help with disease progression prediction and therapy planning, enabling early intervention and individualized care for patients with neurological diseases, progressing the area of neurology, and increasing patient outcomes.
Region with largest share:
Asia Pacific commanded the largest market share during the extrapolated period owing to the widespread use of cutting-edge technologies, improved network connectivity, and expanded government initiatives. Moreover, the exponential growth in investment, the rise in artificial intelligence (AI)-using businesses, particularly in China and India, and the great potential for AI to reduce the region's healthcare infrastructure gap by enhancing image quality are further motivating drivers. Furthermore, digitization is speeding up in the healthcare industry, including robotic testing and medical image processing powered by AI.
Region with highest CAGR:
North America is expected to witness highest CAGR over the projection period; owing to advanced diagnostic technologies with increased accuracy, efficiency, and speed in medical imaging are becoming more and more necessary. Additionally, AI-based solutions have the potential to assist radiologists and other healthcare workers in presenting complex medical pictures, improving diagnostic precision, and facilitating improved decision-making. Therefore, regional market expansion and funding are also key drivers for regional AI (artificial intelligence) in the medical imaging sector, which is driven by the increasing demand for better diagnostic tools.
Key players in the market
Some of the key players in the Artificial Intelligence in Medical Imaging Market include Aitia, Arterys Inc., BenevolentAI, Digital Diagnotics Inc., EchoNous, GE Healthcare, IBM Watson Health, Intel Corporation, Lunit Inc., Nanox Imaging LTD., OrCam, Prognos Health, Qventus, Siemens Healthcare GmbH and ZealthLife technologies Pte. Ltd
Key Developments:
In September 2022, IBM announced its intent to acquire Dialexa, a prominent U.S. digital product engineering services firm. This acquisition will strengthen the company’s product engineering expertise while offering end-to-end digital transformation services for clients.
In August 2022, GE Healthcare unveiled Definium™ 656 HD, a next-generation X-ray system in its fixed X-ray products portfolio. This product offers in-room workflows and motorization with an intelligent workflow suite, flashpad detectors, and AI-driven helix advanced image processing software.
In June 2021, VUNO Inc., a South Korean AI business, announced a strategic partnership with Samsung Electronics for the incorporation of the AI-powered mobile digital X-ray system VUNO Med-Chest X-ray within the GM85. This partnership is projected to bring VUNO closer to the expansion of AI applications that are market-ready due to its access to the global market.
Offerings Covered:
• Software Tools/Platform
• Services
Modalities Covered:
• X-ray
• Magnetic Resonance Imaging (MRI)
• Ultrasound Imaging
• Computed Tomography (CT)
• Molecular Imaging
Technologies Covered:
• Deep Learning
• Computer Vision
• Natural Language Processing (NLP)
• Other Technologies
Applications Covered:
• Breast Imaging
• Cardiovascular Applications
• Liver Imaging
• Lung Imaging
• Neurology
• Other Applications
End Users Covered:
• Hospitals
• Clinics
• Diagnostic Centers
• Other End Users
Regions Covered:
• North America
o US
o Canada
o Mexico
• Europe
o Germany
o UK
o Italy
o France
o Spain
o Rest of Europe
• Asia Pacific
o Japan
o China
o India
o Australia
o New Zealand
o South Korea
o Rest of Asia Pacific
• South America
o Argentina
o Brazil
o Chile
o Rest of South America
• Middle East & Africa
o Saudi Arabia
o UAE
o Qatar
o South Africa
o Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2021, 2022, 2023, 2026, and 2030
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
Free Customization Offerings:
All the customers of this report will be entitled to receive one of the following free customization options:
• Company Profiling
o Comprehensive profiling of additional market players (up to 3)
o SWOT Analysis of key players (up to 3)
• Regional Segmentation
o Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
• Competitive Benchmarking
o Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances
Table of Contents
1 Executive Summary
2 Preface
2.1 Abstract
2.2 Stake Holders
2.3 Research Scope
2.4 Research Methodology
2.4.1 Data Mining
2.4.2 Data Analysis
2.4.3 Data Validation
2.4.4 Research Approach
2.5 Research Sources
2.5.1 Primary Research Sources
2.5.2 Secondary Research Sources
2.5.3 Assumptions
3 Market Trend Analysis
3.1 Introduction
3.2 Drivers
3.3 Restraints
3.4 Opportunities
3.5 Threats
3.6 Technology Analysis
3.7 Application Analysis
3.8 End User Analysis
3.9 Emerging Markets
3.10 Impact of Covid-19
4 Porters Five Force Analysis
4.1 Bargaining power of suppliers
4.2 Bargaining power of buyers
4.3 Threat of substitutes
4.4 Threat of new entrants
4.5 Competitive rivalry
5 Global Artificial Intelligence in Medical Imaging Market, By Offering
5.1 Introduction
5.2 Software Tools/Platform
5.3 Services
6 Global Artificial Intelligence in Medical Imaging Market, By Modality
6.1 Introduction
6.2 X-ray
6.3 Magnetic Resonance Imaging (MRI)
6.4 Ultrasound Imaging
6.5 Computed Tomography (CT)
6.6 Molecular Imaging
7 Global Artificial Intelligence in Medical Imaging Market, By Technology
7.1 Introduction
7.2 Deep Learning
7.3 Computer Vision
7.4 Natural Language Processing (NLP)
7.5 Other Technologies
8 Global Artificial Intelligence in Medical Imaging Market, By Application
8.1 Introduction
8.2 Breast Imaging
8.3 Cardiovascular Applications
8.4 Liver Imaging
8.5 Lung Imaging
8.6 Neurology
8.7 Other Applications
9 Global Artificial Intelligence in Medical Imaging Market, By End User
9.1 Introduction
9.2 Hospitals
9.3 Clinics
9.4 Diagnostic Centers
9.5 Other End Users
10 Global Artificial Intelligence in Medical Imaging Market, By Geography
10.1 Introduction
10.2 North America
10.2.1 US
10.2.2 Canada
10.2.3 Mexico
10.3 Europe
10.3.1 Germany
10.3.2 UK
10.3.3 Italy
10.3.4 France
10.3.5 Spain
10.3.6 Rest of Europe
10.4 Asia Pacific
10.4.1 Japan
10.4.2 China
10.4.3 India
10.4.4 Australia
10.4.5 New Zealand
10.4.6 South Korea
10.4.7 Rest of Asia Pacific
10.5 South America
10.5.1 Argentina
10.5.2 Brazil
10.5.3 Chile
10.5.4 Rest of South America
10.6 Middle East & Africa
10.6.1 Saudi Arabia
10.6.2 UAE
10.6.3 Qatar
10.6.4 South Africa
10.6.5 Rest of Middle East & Africa
11 Key Developments
11.1 Agreements, Partnerships, Collaborations and Joint Ventures
11.2 Acquisitions & Mergers
11.3 New Product Launch
11.4 Expansions
11.5 Other Key Strategies
12 Company Profiling
12.1 Aitia
12.2 Arterys Inc.
12.3 BenevolentAI
12.4 Digital Diagnotics Inc.
12.5 EchoNous
12.6 GE Healthcare
12.7 IBM Watson Health
12.8 Intel Corporation
12.9 Lunit Inc.
12.10 Nanox Imaging LTD.
12.11 OrCam
12.12 Prognos Health
12.13 Qventus
12.14 Siemens Healthcare GmbH
12.15 ZealthLife technologies Pte. Ltd
List of Tables
1 Global Artificial Intelligence in Medical Imaging Market Outlook, By Region (2021-2030) ($MN)
2 Global Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
3 Global Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
4 Global Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
5 Global Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
6 Global Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
7 Global Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
8 Global Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
9 Global Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
10 Global Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
11 Global Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
12 Global Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
13 Global Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
14 Global Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
15 Global Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
16 Global Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
17 Global Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
18 Global Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
19 Global Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
20 Global Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
21 Global Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
22 Global Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
23 Global Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
24 Global Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
25 Global Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
26 Global Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
27 Global Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
28 North America Artificial Intelligence in Medical Imaging Market Outlook, By Country (2021-2030) ($MN)
29 North America Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
30 North America Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
31 North America Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
32 North America Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
33 North America Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
34 North America Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
35 North America Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
36 North America Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
37 North America Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
38 North America Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
39 North America Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
40 North America Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
41 North America Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
42 North America Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
43 North America Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
44 North America Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
45 North America Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
46 North America Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
47 North America Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
48 North America Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
49 North America Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
50 North America Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
51 North America Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
52 North America Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
53 North America Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
54 North America Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
55 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Country (2021-2030) ($MN)
56 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
57 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
58 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
59 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
60 Europe Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
61 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
62 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
63 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
64 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
65 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
66 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
67 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
68 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
69 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
70 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
71 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
72 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
73 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
74 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
75 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
76 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
77 Europe Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
78 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
79 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
80 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
81 Europe Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
82 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Country (2021-2030) ($MN)
83 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
84 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
85 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
86 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
87 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
88 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
89 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
90 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
91 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
92 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
93 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
94 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
95 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
96 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
97 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
98 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
99 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
100 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
101 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
102 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
103 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
104 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
105 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
106 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
107 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
108 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
109 South America Artificial Intelligence in Medical Imaging Market Outlook, By Country (2021-2030) ($MN)
110 South America Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
111 South America Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
112 South America Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
113 South America Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
114 South America Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
115 South America Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
116 South America Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
117 South America Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
118 South America Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
119 South America Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
120 South America Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
121 South America Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
122 South America Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
123 South America Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
124 South America Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
125 South America Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
126 South America Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
127 South America Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
128 South America Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
129 South America Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
130 South America Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
131 South America Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
132 South America Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
133 South America Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
134 South America Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
135 South America Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
136 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Country (2021-2030) ($MN)
137 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Offering (2021-2030) ($MN)
138 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Software Tools/Platform (2021-2030) ($MN)
139 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Services (2021-2030) ($MN)
140 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Modality (2021-2030) ($MN)
141 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By X-ray (2021-2030) ($MN)
142 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Magnetic Resonance Imaging (MRI) (2021-2030) ($MN)
143 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Ultrasound Imaging (2021-2030) ($MN)
144 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Computed Tomography (CT) (2021-2030) ($MN)
145 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Molecular Imaging (2021-2030) ($MN)
146 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Technology (2021-2030) ($MN)
147 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Deep Learning (2021-2030) ($MN)
148 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Computer Vision (2021-2030) ($MN)
149 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Natural Language Processing (NLP) (2021-2030) ($MN)
150 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Other Technologies (2021-2030) ($MN)
151 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Application (2021-2030) ($MN)
152 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Breast Imaging (2021-2030) ($MN)
153 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Cardiovascular Applications (2021-2030) ($MN)
154 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Liver Imaging (2021-2030) ($MN)
155 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Lung Imaging (2021-2030) ($MN)
156 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Neurology (2021-2030) ($MN)
157 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Other Applications (2021-2030) ($MN)
158 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By End User (2021-2030) ($MN)
159 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Hospitals (2021-2030) ($MN)
160 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Clinics (2021-2030) ($MN)
161 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Diagnostic Centers (2021-2030) ($MN)
162 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook, By Other End Users (2021-2030) ($MN)
List of Figures
List of Figures
Figure 1 Global Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 2 North America Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 3 US Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 4 Canada Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 5 Mexico Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 6 Europe Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 7 Germany Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 8 UK Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 9 Italy Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 10 France Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 11 Spain Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 12 Rest of Europe Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 13 Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 14 Japan Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 15 China Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 16 India Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 17 Australia Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 18 New Zealand Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 19 South Korea Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 20 Rest of Asia Pacific Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 21 South America Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 22 Argentina Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 23 Brazil Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 24 Chile Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 25 Rest of South America Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 26 Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 27 Saudi Arabia Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 28 UAE Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 29 Qatar Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 30 South Africa Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
Figure 31 Rest of Middle East & Africa Artificial Intelligence in Medical Imaging Market Outlook (2021-2030) ($MN)
RESEARCH METHODOLOGY
We at ‘Stratistics’ opt for an extensive research approach which involves data mining, data validation, and data analysis. The various research sources include in-house repository, secondary research, competitor’s sources, social media research, client internal data, and primary research.
Our team of analysts prefers the most reliable and authenticated data sources in order to perform the comprehensive literature search. With access to most of the authenticated data bases our team highly considers the best mix of information through various sources to obtain extensive and accurate analysis.
Each report takes an average time of a month and a team of 4 industry analysts. The time may vary depending on the scope and data availability of the desired market report. The various parameters used in the market assessment are standardized in order to enhance the data accuracy.
Data Mining
The data is collected from several authenticated, reliable, paid and unpaid sources and is filtered depending on the scope & objective of the research. Our reports repository acts as an added advantage in this procedure. Data gathering from the raw material suppliers, distributors and the manufacturers is performed on a regular basis, this helps in the comprehensive understanding of the products value chain. Apart from the above mentioned sources the data is also collected from the industry consultants to ensure the objective of the study is in the right direction.
Market trends such as technological advancements, regulatory affairs, market dynamics (Drivers, Restraints, Opportunities and Challenges) are obtained from scientific journals, market related national & international associations and organizations.
Data Analysis
From the data that is collected depending on the scope & objective of the research the data is subjected for the analysis. The critical steps that we follow for the data analysis include:
- Product Lifecycle Analysis
- Competitor analysis
- Risk analysis
- Porters Analysis
- PESTEL Analysis
- SWOT Analysis
The data engineering is performed by the core industry experts considering both the Marketing Mix Modeling and the Demand Forecasting. The marketing mix modeling makes use of multiple-regression techniques to predict the optimal mix of marketing variables. Regression factor is based on a number of variables and how they relate to an outcome such as sales or profits.
Data Validation
The data validation is performed by the exhaustive primary research from the expert interviews. This includes telephonic interviews, focus groups, face to face interviews, and questionnaires to validate our research from all aspects. The industry experts we approach come from the leading firms, involved in the supply chain ranging from the suppliers, distributors to the manufacturers and consumers so as to ensure an unbiased analysis.
We are in touch with more than 15,000 industry experts with the right mix of consultants, CEO's, presidents, vice presidents, managers, experts from both supply side and demand side, executives and so on.
The data validation involves the primary research from the industry experts belonging to:
- Leading Companies
- Suppliers & Distributors
- Manufacturers
- Consumers
- Industry/Strategic Consultants
Apart from the data validation the primary research also helps in performing the fill gap research, i.e. providing solutions for the unmet needs of the research which helps in enhancing the reports quality.
For more details about research methodology, kindly write to us at info@strategymrc.com
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