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市場調查報告書
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1841952

全球放射學人工智慧市場:市場規模、佔有率和趨勢分析(按組件、技術、模式、應用、最終用途和地區)、按細分市場預測(2025-2033 年)

AI In Radiology Market Size, Share & Trends Analysis Report By Component, By Technology, By Modality (Computed Tomography, Ultrasound), By Application, By End-use, By Region, And Segment Forecasts, 2025 - 2033

出版日期: | 出版商: Grand View Research | 英文 100 Pages | 商品交期: 2-10個工作天內

價格

放射學人工智慧市場:摘要

預計 2024 年全球放射學人工智慧市場價值將達到 105.7 億美元,到 2033 年將達到 1,930.2 億美元,2025 年至 2033 年的複合年成長率為 38.12%。

對準確和早期疾病檢測的需求不斷成長、影像處理量的快速增加、政府措施和監管支持是推動市場成長的關鍵因素。

此外,對醫療服務成本效益的日益重視以及機器學習、自然語言處理和電腦視覺技術的進步也在推動市場成長。對準確和早期疾病檢測日益成長的需求是放射學人工智慧市場的主要驅動力。癌症、心血管疾病和神經系統疾病等慢性疾病在全球呈現上升趨勢,需要先進的影像工具進行早期療育。人工智慧影像分析透過檢測人工解釋可能忽略的細微異常來提高診斷的準確性。自動量化和風險分層進一步提高了診斷的可靠性。這些功能減少了放射科醫生之間的差異並支持個人化治療計劃。例如,2024 年 4 月,Exo 宣布 FDA 批准其手持式超音波診斷設備Exo Iris 上的心臟衰竭診斷和肺部評估人工智慧應用。隨著醫療保健系統越來越注重基於價值的護理,在放射學中採用人工智慧至關重要。

機器學習、自然語言處理和電腦視覺領域的技術進步正在推動放射學人工智慧市場的成長。深度學習演算法的準確性日益提升,能夠更可靠地解讀 CT、MRI 和 PET 掃描等複雜的顯像模式。例如,由 Claritas NucMed Technologies 開發的 iPETcertum 於 2025 年 8 月獲得 FDA 510(k) 批准。這是一款基於人工智慧的軟體設備,透過自動分割和量化腫瘤和病變來增強 PET、PET-CT 和 PET-MRI 掃描。

大規模語言模式與生成式人工智慧的整合,支援先進的臨床決策和結構化報告。例如,2025年2月,RapidAI的Lumina 3D產品獲得了FDA 510(k)批准,這是一款基於人工智慧的頭頸部CTA自動化3D影像重建解決方案。 Lumina 3D能夠提供近乎即時的高品質3D血管影像,減輕神經放射科醫生和神經介入科醫生的手動工作流程負擔,並提高診斷速度、準確性和手術規劃能力。此外,越來越多的人工智慧工具被設計為與PACS和電子健康記錄系統無縫整合。這些技術創新為放射科醫師提供了切實可行的見解,並建構了一個更互聯互通、高效的診斷生態系統。

目錄

第1章 分析方法與範圍

第2章執行摘要

第3章:放射學市場中的人工智慧:促進因素、趨勢和範圍

  • 市場聯動展望
    • 母市場展望
    • 相關/附隨市場展望
  • 市場動態
    • 市場促進因素分析
    • 市場限制分析
    • 市場機會分析
    • 市場問題分析
  • 放射學人工智慧市場:分析工具
    • 產業分析:波特五力分析
    • PESTEL分析
  • 案例研究
  • 投資金籌措場景
  • 技術分析:關鍵用例和應用領域
    • 機器學習(ML)/深度學習
    • 自然語言處理(NLP)
    • 電腦視覺技術
    • 情境感知感知計算

第4章 放射學人工智慧市場:各組成部分的估計和趨勢分析

  • 細分儀表板
  • 全球放射學人工智慧市場:各組成部分的差異分析
  • 全球放射學人工智慧市場:市場規模預測和各組成部分趨勢分析(2021-2033)
  • 支援人工智慧的設備
  • 軟體和平台
  • 服務

第5章:放射學人工智慧市場:依技術估算與趨勢分析

  • 細分儀表板
  • 全球放射學AI市場:技術變遷分析
  • 全球放射學人工智慧市場:市場規模預測與技術趨勢分析(2021-2033)
  • 機器學習演算法
    • 深度學習
    • 監督
    • 無監督
    • 其他
  • 自然語言處理(NLP)
  • 電腦視覺技術
  • 情境感知感知計算

第6章:放射學人工智慧市場:按模式的估計和趨勢分析

  • 細分儀表板
  • 全球放射學人工智慧市場:按模式進行變異分析
  • 全球放射學人工智慧市場:按模式分類的市場規模預測和趨勢分析(2021-2033)
  • X光/放射線照相術
  • 電腦斷層掃描(CT)
  • 磁振造影(MRI)
  • 超音波
  • 乳房X光攝影/斷層合成
  • 其他

第 7 章:放射線人工智慧市場:按應用估算與趨勢分析

  • 細分儀表板
  • 全球放射學AI市場:應用變化分析
  • 全球放射學人工智慧市場:按應用分類的市場規模預測和趨勢分析(2021-2033)
  • 影像分析
  • 最佳化您的工作流程
  • 預測分析
  • 臨床決策支持
  • 其他

第 8 章:放射學市場中的人工智慧:按最終用途進行的估算和趨勢分析

  • 細分儀表板
  • 全球放射學人工智慧市場:按最終用途進行的變化分析
  • 全球放射學人工智慧市場:按最終用途分類的市場規模預測和趨勢分析(2021-2033 年)
  • 醫院
  • 診所
  • 診斷影像中心
  • 研究和學術機構
  • 其他

第 9 章:放射學人工智慧市場:區域估計與趨勢分析

  • 各地區市佔率(2024 年及 2033 年)
  • 市場儀表板:按地區
  • 市場規模預測及趨勢分析(2021-2033)
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 英國
    • 德國
    • 法國
    • 義大利
    • 西班牙
    • 挪威
    • 瑞典
    • 丹麥
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 韓國
    • 泰國
  • 拉丁美洲
    • 巴西
    • 阿根廷
  • 中東和非洲
    • 南非
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 科威特

第10章 競爭格局

  • 公司/競爭對手分類
  • 戰略地圖
  • 企業市場分析(2024年)
  • 公司簡介/上市公司
    • Siemens Healthineers AG
    • GE HealthCare
    • Koninklijke Philips NV
    • Canon Medical Systems
    • Fujifilm Holdings Corporation
    • Aidoc
    • Tempus AI
    • Lunit
    • Viz.ai
    • Riverain Technologies
    • Qure.ai
    • Infervision
Product Code: GVR-4-68040-753-7

AI in Radiology Market Summary

The global AI in radiology market size was estimated at USD 10.57 billion in 2024 and is projected to reach USD 193.02 billion by 2033, growing at a CAGR of 38.12% from 2025 to 2033. Rising demand for accurate and early disease detection, rapid growth in imaging volumes, and government initiatives and regulatory support are significant factors contributing to market growth.

In addition, growing emphasis on cost-efficiency in healthcare delivery and technological advancements in machine learning, natural language processing, and computer vision are some other factors fueling market growth further. The rising demand for accurate and early disease detection is a primary driver of the AI in radiology market. Chronic conditions such as cancer, cardiovascular diseases, and neurological disorders are increasing globally, necessitating advanced imaging tools for early intervention. AI-enabled image analysis enhances diagnostic accuracy by detecting subtle abnormalities that might be missed by human interpretation. Automated quantification and risk stratification further improve diagnostic confidence. These capabilities reduce variability across radiologists and support personalized treatment planning. For instance, in April 2024, Exo launched FDA-cleared AI applications for heart failure diagnosis and lung assessment on its Exo Iris handheld ultrasound device. Thus, as healthcare systems focus on value-based care, the adoption of AI in radiology is becoming essential.

Technological advancements in machine learning, natural language processing, and computer vision fuel the growth of the AI in radiology industry. Deep learning algorithms are improving in accuracy, enabling more reliable interpretation of complex imaging modalities such as CT, MRI, and PET scans. For instance, iPETcertum, developed by Claritas NucMed Technologies, received FDA 510(k) clearance in August 2025. It is an AI-powered software device that enhances PET, PET-CT, and PET-MRI scans by automating the segmentation and quantification of tumors and lesions.

Integration of large language models and generative AI supports advanced clinical decision-making and structured reporting. For instance, in February 2025, RapidAI secured FDA 510(k) clearance for Lumina 3D, an AI-powered, automated 3D imaging reconstruction solution for head and neck CTA. Lumina 3D enables near real-time, high-quality 3D vascular images, reducing manual workflow burdens and improving diagnostic speed, accuracy, and procedural planning for neuroradiologists and neuro-interventionalists. Furthermore, AI tools are increasingly designed to integrate seamlessly with PACS and electronic health record systems. These innovations provide radiologists with actionable insights, creating a more connected and efficient diagnostic ecosystem.

Global AI In Radiology Market Report Segmentation

This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global AI in radiology market report based on component, technology, modality, application, end use, and region:

  • Component Outlook (Revenue, USD Million, 2021 - 2033)
  • AI-enabled Devices
  • Software & Platform
  • Services
  • Technology Outlook (Revenue, USD Million, 2021 - 2033)
  • Machine Learning Algorithms
    • Deep learning
    • Supervised
    • Unsupervised
    • Others
  • Natural Language Processing (NLP)
  • Computer Vision Techniques
  • Context-aware Computing
  • Modality Outlook (Revenue, USD Million, 2021 - 2033)
  • X-ray / Radiography
  • Computed Tomography (CT)
  • Magnetic Resonance Imaging (MRI)
  • Ultrasound
  • Mammography / Tomosynthesis
  • Others
  • Application Outlook (Revenue, USD Million, 2021 - 2033)
  • Image Analysis
  • Workflow Optimization
  • Predictive Analytics
  • Clinical Decision Support
  • Others
  • End Use Outlook (Revenue, USD Million, 2021 - 2033)
  • Hospitals
  • Clinics
  • Diagnostic Imaging Centers
  • Research and Academic Institutions
  • Other
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • France
    • Italy
    • Spain
    • Denmark
    • Sweden
    • Norway
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Australia
    • Thailand
  • Latin America
    • Brazil
    • Argentina
  • MEA
    • South Africa
    • Saudi Arabia
    • UAE
    • Kuwait

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation & Scope
  • 1.2. Market Definitions
    • 1.2.1. Component Segment
    • 1.2.2. Technology Segment
    • 1.2.3. Modality Segment
    • 1.2.4. Application Segment
    • 1.2.5. End Use
  • 1.3. Information analysis
    • 1.3.1. Market formulation & data visualization
  • 1.4. Data validation & publishing
  • 1.5. Information Procurement
    • 1.5.1. Primary Research
  • 1.6. Information or Data Analysis
  • 1.7. Market Formulation & Validation
  • 1.8. Market Model
  • 1.9. Total Market: CAGR Calculation
  • 1.10. Objectives
    • 1.10.1. Objective 1
    • 1.10.2. Objective 2

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Snapshot
  • 2.3. Competitive Insights Landscape

Chapter 3. AI in Radiology Market Variables, Trends & Scope

  • 3.1. Market Lineage Outlook
    • 3.1.1. Parent market outlook
    • 3.1.2. Related/ancillary market outlook.
  • 3.2. Market Dynamics
    • 3.2.1. Market driver analysis
      • 3.2.1.1. Rising demand for accurate and early disease detection
      • 3.2.1.2. Technological advancements in machine learning, natural language processing, and computer vision
      • 3.2.1.3. Increasing government initiatives and regulatory support
    • 3.2.2. Market restraint analysis
      • 3.2.2.1. Data security and privacy concerns
      • 3.2.2.2. High costs of advanced devices
    • 3.2.3. Market opportunity analysis
    • 3.2.4. Market challenges analysis
  • 3.3. AI in Radiology Market Analysis Tools
    • 3.3.1. Industry Analysis - Porter's
      • 3.3.1.1. Supplier power
      • 3.3.1.2. Buyer power
      • 3.3.1.3. Substitution threat
      • 3.3.1.4. Threat of new entrant
      • 3.3.1.5. Competitive rivalry
    • 3.3.2. PESTEL Analysis
      • 3.3.2.1. Political landscape
      • 3.3.2.2. Technological landscape
      • 3.3.2.3. Economic landscape
      • 3.3.2.4. Environmental Landscape
      • 3.3.2.5. Legal Landscape
      • 3.3.2.6. Social Landscape
  • 3.4. Case Studies
  • 3.5. Investment & funding scenario
  • 3.6. Technology Analysis: Key Use Cases and Application
    • 3.6.1. Machine Learning (ML)/Deep Learning
    • 3.6.2. Natural Language Processing (NLP)
    • 3.6.3. Computer Vision Techniques
    • 3.6.4. Context-aware Computing

Chapter 4. AI in Radiology Market: Component Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Global AI in Radiology Market Component Movement Analysis
  • 4.3. Global AI in Radiology Market Size & Trend Analysis, by Component, 2021 to 2033 (USD Million)
  • 4.4. AI-enabled Devices
    • 4.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 4.5. Software & Platform
    • 4.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 4.6. Services
    • 4.6.1. Market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 5. AI in Radiology Market: Technology Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Global AI in Radiology Market Technology Movement Analysis
  • 5.3. Global AI in Radiology Market Size & Trend Analysis, by Technology, 2021 to 2033 (USD Million)
  • 5.4. Machine Learning Algorithms
    • 5.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
    • 5.4.2. Deep learning
      • 5.4.2.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
    • 5.4.3. Supervised
      • 5.4.3.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
    • 5.4.4. Unsupervised
      • 5.4.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
    • 5.4.5. Others
      • 5.4.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 5.5. Natural Language Processing (NLP)
    • 5.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 5.6. Computer Vision Techniques
    • 5.6.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 5.7. Context-aware Computing
    • 5.7.1. Market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 6. AI in Radiology Market: Modality Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. Global AI in Radiology Market Modality Movement Analysis
  • 6.3. Global AI in Radiology Market Size & Trend Analysis, by Modality, 2021 to 2033 (USD Million)
  • 6.4. X-ray / Radiography
    • 6.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 6.5. Computed Tomography (CT)
    • 6.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 6.6. Magnetic Resonance Imaging (MRI)
    • 6.6.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 6.7. Ultrasound
    • 6.7.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 6.8. Mammography / Tomosynthesis
    • 6.8.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 6.9. Others
    • 6.9.1. Market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 7. AI in Radiology Market: Application Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. Global AI in Radiology Market Application Movement Analysis
  • 7.3. Global AI in Radiology Market Size & Trend Analysis, by Application, 2021 to 2033 (USD Million)
  • 7.4. Image Analysis
    • 7.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 7.5. Workflow Optimization
    • 7.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 7.6. Predictive Analytics
    • 7.6.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 7.7. Clinical Decision Support
    • 7.7.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 7.8. Others
    • 7.8.1. Market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 8. AI in Radiology Market: End Use Estimates & Trend Analysis

  • 8.1. Segment Dashboard
  • 8.2. Global AI in Radiology Market End Use Movement Analysis
  • 8.3. Global AI in Radiology Market Size & Trend Analysis, by End Use, 2021 to 2033 (USD Million)
  • 8.4. Hospitals
    • 8.4.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 8.5. Clinics
    • 8.5.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 8.6. Diagnostic Imaging Centers
    • 8.6.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 8.7. Research and Academic Institutions
    • 8.7.1. Market estimates and forecasts, 2021 to 2033 (USD Million)
  • 8.8. Others
    • 8.8.1. Market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 9. AI in Radiology Market: Regional Estimates & Trend Analysis

  • 9.1. Regional Market Share Analysis, 2024 & 2033
  • 9.2. Regional Market Dashboard
  • 9.3. Market Size & Forecasts Trend Analysis, 2021 to 2033:
  • 9.4. North America
    • 9.4.1. U.S.
      • 9.4.1.1. Key country dynamics
      • 9.4.1.2. Regulatory framework
      • 9.4.1.3. Competitive scenario
      • 9.4.1.4. U.S. market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.4.2. Canada
      • 9.4.2.1. Key country dynamics
      • 9.4.2.2. Regulatory framework
      • 9.4.2.3. Competitive scenario
      • 9.4.2.4. Canada market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.4.3. Mexico
      • 9.4.3.1. Key country dynamics
      • 9.4.3.2. Regulatory framework
      • 9.4.3.3. Competitive scenario
      • 9.4.3.4. Mexico market estimates and forecasts, 2021 to 2033 (USD Million)
  • 9.5. Europe
    • 9.5.1. UK
      • 9.5.1.1. Key country dynamics
      • 9.5.1.2. Regulatory framework
      • 9.5.1.3. Competitive scenario
      • 9.5.1.4. UK market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.2. Germany
      • 9.5.2.1. Key country dynamics
      • 9.5.2.2. Regulatory framework
      • 9.5.2.3. Competitive scenario
      • 9.5.2.4. Germany market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.3. France
      • 9.5.3.1. Key country dynamics
      • 9.5.3.2. Regulatory framework
      • 9.5.3.3. Competitive scenario
      • 9.5.3.4. France market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.4. Italy
      • 9.5.4.1. Key country dynamics
      • 9.5.4.2. Regulatory framework
      • 9.5.4.3. Competitive scenario
      • 9.5.4.4. Italy market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.5. Spain
      • 9.5.5.1. Key country dynamics
      • 9.5.5.2. Regulatory framework
      • 9.5.5.3. Competitive scenario
      • 9.5.5.4. Spain market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.6. Norway
      • 9.5.6.1. Key country dynamics
      • 9.5.6.2. Regulatory framework
      • 9.5.6.3. Competitive scenario
      • 9.5.6.4. Norway market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.7. Sweden
      • 9.5.7.1. Key country dynamics
      • 9.5.7.2. Regulatory framework
      • 9.5.7.3. Competitive scenario
      • 9.5.7.4. Sweden market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.5.8. Denmark
      • 9.5.8.1. Key country dynamics
      • 9.5.8.2. Regulatory framework
      • 9.5.8.3. Competitive scenario
      • 9.5.8.4. Denmark market estimates and forecasts, 2021 to 2033 (USD Million)
  • 9.6. Asia Pacific
    • 9.6.1. Japan
      • 9.6.1.1. Key country dynamics
      • 9.6.1.2. Regulatory framework
      • 9.6.1.3. Competitive scenario
      • 9.6.1.4. Japan market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.6.2. China
      • 9.6.2.1. Key country dynamics
      • 9.6.2.2. Regulatory framework
      • 9.6.2.3. Competitive scenario
      • 9.6.2.4. China market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.6.3. India
      • 9.6.3.1. Key country dynamics
      • 9.6.3.2. Regulatory framework
      • 9.6.3.3. Competitive scenario
      • 9.6.3.4. India market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.6.4. Australia
      • 9.6.4.1. Key country dynamics
      • 9.6.4.2. Regulatory framework
      • 9.6.4.3. Competitive scenario
      • 9.6.4.4. Australia market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.6.5. South Korea
      • 9.6.5.1. Key country dynamics
      • 9.6.5.2. Regulatory framework
      • 9.6.5.3. Competitive scenario
      • 9.6.5.4. South Korea market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.6.6. Thailand
      • 9.6.6.1. Key country dynamics
      • 9.6.6.2. Regulatory framework
      • 9.6.6.3. Competitive scenario
      • 9.6.6.4. Thailand market estimates and forecasts, 2021 to 2033 (USD Million)
  • 9.7. Latin America
    • 9.7.1. Brazil
      • 9.7.1.1. Key country dynamics
      • 9.7.1.2. Regulatory framework
      • 9.7.1.3. Competitive scenario
      • 9.7.1.4. Brazil market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.7.2. Argentina
      • 9.7.2.1. Key country dynamics
      • 9.7.2.2. Regulatory framework
      • 9.7.2.3. Competitive scenario
      • 9.7.2.4. Argentina market estimates and forecasts, 2021 to 2033 (USD Million)
  • 9.8. MEA
    • 9.8.1. South Africa
      • 9.8.1.1. Key country dynamics
      • 9.8.1.2. Regulatory framework
      • 9.8.1.3. Competitive scenario
      • 9.8.1.4. South Africa market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.8.2. Saudi Arabia
      • 9.8.2.1. Key country dynamics
      • 9.8.2.2. Regulatory framework
      • 9.8.2.3. Competitive scenario
      • 9.8.2.4. Saudi Arabia market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.8.3. UAE
      • 9.8.3.1. Key country dynamics
      • 9.8.3.2. Regulatory framework
      • 9.8.3.3. Competitive scenario
      • 9.8.3.4. UAE market estimates and forecasts, 2021 to 2033 (USD Million)
    • 9.8.4. Kuwait
      • 9.8.4.1. Key country dynamics
      • 9.8.4.2. Regulatory framework
      • 9.8.4.3. Competitive scenario
      • 9.8.4.4. Kuwait market estimates and forecasts, 2021 to 2033 (USD Million)

Chapter 10. Competitive Landscape

  • 10.1. Company/Competition Categorization
  • 10.2. Strategy Mapping
  • 10.3. Company Market Position Analysis, 2024
  • 10.4. Company Profiles/Listing
    • 10.4.1. Siemens Healthineers AG
      • 10.4.1.1. Company overview
      • 10.4.1.2. Financial performance
      • 10.4.1.3. Product benchmarking
      • 10.4.1.4. Strategic initiatives
    • 10.4.2. GE HealthCare
      • 10.4.2.1. Company overview
      • 10.4.2.2. Financial performance
      • 10.4.2.3. Product benchmarking
      • 10.4.2.4. Strategic initiatives
    • 10.4.3. Koninklijke Philips N.V.
      • 10.4.3.1. Company overview
      • 10.4.3.2. Financial performance
      • 10.4.3.3. Product benchmarking
      • 10.4.3.4. Strategic initiatives
    • 10.4.4. Canon Medical Systems
      • 10.4.4.1. Company overview
      • 10.4.4.2. Financial performance
      • 10.4.4.3. Product benchmarking
      • 10.4.4.4. Strategic initiatives
    • 10.4.5. Fujifilm Holdings Corporation
      • 10.4.5.1. Company overview
      • 10.4.5.2. Financial performance
      • 10.4.5.3. Product benchmarking
      • 10.4.5.4. Strategic initiatives
    • 10.4.6. Aidoc
      • 10.4.6.1. Company overview
      • 10.4.6.2. Financial performance
      • 10.4.6.3. Product benchmarking
      • 10.4.6.4. Strategic initiatives
    • 10.4.7. Tempus AI
      • 10.4.7.1. Company overview
      • 10.4.7.2. Financial performance
      • 10.4.7.3. Product benchmarking
      • 10.4.7.4. Strategic initiatives
    • 10.4.8. Lunit
      • 10.4.8.1. Company overview
      • 10.4.8.2. Financial performance
      • 10.4.8.3. Product benchmarking
      • 10.4.8.4. Strategic initiatives
    • 10.4.9. Viz.ai
      • 10.4.9.1. Company overview
      • 10.4.9.2. Financial performance
      • 10.4.9.3. Product benchmarking
      • 10.4.9.4. Strategic initiatives
    • 10.4.10. Riverain Technologies
      • 10.4.10.1. Company overview
      • 10.4.10.2. Financial performance
      • 10.4.10.3. Product benchmarking
      • 10.4.10.4. Strategic initiatives
    • 10.4.11. Qure.ai
      • 10.4.11.1. Company overview
      • 10.4.11.2. Financial performance
      • 10.4.11.3. Product benchmarking
      • 10.4.11.4. Strategic initiatives
    • 10.4.12. Infervision
      • 10.4.12.1. Company overview
      • 10.4.12.2. Financial performance
      • 10.4.12.3. Product benchmarking
      • 10.4.12.4. Strategic initiatives

List of Tables

  • Table 1 List of abbreviations
  • Table 2 Global AI in radiology market, by region, 2021 - 2033 (USD Million)
  • Table 3 Global AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 4 Global AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 5 Global AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 6 Global AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 7 Global AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 8 North America AI in radiology market, by country, 2021 - 2033 (USD Million)
  • Table 9 North America AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 10 North America AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 11 North America AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 12 North America AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 13 North America AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 14 U.S. AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 15 U.S. AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 16 U.S. AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 17 U.S. AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 18 U.S. AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 19 Canada AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 20 Canada AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 21 Canada AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 22 Canada AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 23 Canada AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 24 Mexico AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 25 Mexico AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 26 Mexico AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 27 Mexico AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 28 Mexico AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 29 Europe AI in radiology market, by country, 2021 - 2033 (USD Million)
  • Table 30 Europe AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 31 Europe AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 32 Europe AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 33 Europe AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 34 Europe AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 35 UK AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 36 UK AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 37 UK AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 38 UK AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 39 UK AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 40 Germany AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 41 Germany AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 42 Germany AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 43 Germany AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 44 Germany AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 45 France AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 46 France AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 47 France AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 48 France AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 49 France AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 50 Italy AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 51 Italy AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 52 Italy AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 53 Italy AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 54 Italy AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 55 Spain AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 56 Spain AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 57 Spain AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 58 Spain AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 59 Spain AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 60 Denmark AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 61 Denmark AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 62 Denmark AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 63 Denmark AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 64 Denmark AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 65 Sweden AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 66 Sweden AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 67 Sweden AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 68 Sweden AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 69 Sweden AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 70 Norway AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 71 Norway AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 72 Norway AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 73 Norway AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 74 Norway AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 75 Asia Pacific AI in radiology market, by country, 2021 - 2033 (USD Million)
  • Table 76 Asia Pacific AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 77 Asia Pacific AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 78 Asia Pacific AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 79 Asia Pacific AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 80 Asia Pacific AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 81 China AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 82 China AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 83 China AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 84 China AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 85 China AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 86 Japan AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 87 Japan AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 88 Japan AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 89 Japan AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 90 Japan AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 91 India AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 92 India AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 93 India AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 94 India AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 95 India AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 96 South Korea AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 97 South Korea AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 98 South Korea AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 99 South Korea AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 100 South Korea AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 101 Australia AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 102 Australia AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 103 Australia AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 104 Australia AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 105 Australia AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 106 Thailand AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 107 Thailand AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 108 Thailand AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 109 Thailand AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 110 Thailand AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 111 Latin America AI in radiology market, by country, 2021 - 2033 (USD Million)
  • Table 112 Latin America AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 113 Latin America AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 114 Latin America AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 115 Latin America AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 116 Latin America AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 117 Brazil AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 118 Brazil AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 119 Brazil AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 120 Brazil AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 121 Brazil AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 122 Argentina AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 123 Argentina AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 124 Argentina AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 125 Argentina AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 126 Argentina AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 127 MEA AI in radiology market, by country, 2021 - 2033 (USD Million)
  • Table 128 MEA AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 129 MEA AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 130 MEA AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 131 MEA AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 132 MEA AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 133 South Africa AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 134 South Africa AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 135 South Africa AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 136 South Africa AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 137 South Africa AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 138 Saudi Arabia AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 139 Saudi Arabia AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 140 Saudi Arabia AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 141 Saudi Arabia AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 142 Saudi Arabia AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 143 UAE AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 144 UAE AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 145 UAE AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 146 UAE AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 147 UAE AI in radiology market, by end use, 2021 - 2033 (USD Million)
  • Table 148 Kuwait AI in radiology market, by component, 2021 - 2033 (USD Million)
  • Table 149 Kuwait AI in radiology market, by application, 2021 - 2033 (USD Million)
  • Table 150 Kuwait AI in radiology market, by modality, 2021 - 2033 (USD Million)
  • Table 151 Kuwait AI in radiology market, by technology, 2021 - 2033 (USD Million)
  • Table 152 Kuwait AI in radiology market, by end use, 2021 - 2033 (USD Million)

List of Figures

  • Fig. 1 Market research process
  • Fig. 2 Market research process
  • Fig. 3 Data triangulation techniques
  • Fig. 4 Market formulation & validation
  • Fig. 5 AI in radiology market: Market outlook
  • Fig. 6 AI in radiology market: Segment outlook
  • Fig. 7 AI in radiology market: Competitive landscape outlook
  • Fig. 8 Parent market outlook
  • Fig. 9 AI in radiology market driver impact
  • Fig. 10 AI in radiology market restraint impact
  • Fig. 11 AI in radiology market: Component outlook and key takeaways
  • Fig. 12 AI in radiology market: Component movement analysis
  • Fig. 13 AI-enabled devices market estimates and forecasts,2021 - 2033 (USD Million)
  • Fig. 14 Software & platform market estimates and forecasts,2021 - 2033 (USD Million)
  • Fig. 15 Services market estimates and forecasts,2021 - 2033 (USD Million)
  • Fig. 16 AI in radiology market: Technology outlook and key takeaways
  • Fig. 17 AI in radiology market: Technology movement analysis
  • Fig. 18 Machine learning algorithms market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 19 Deep learning market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 20 Supervised market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 21 Unsupervised market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 22 Others market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 23 Natural language processing (NLP) market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 24 Computer vision techniques market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 25 Context-aware computing market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 26 AI in radiology market: Modality outlook and key takeaways
  • Fig. 27 AI in radiology market: Modality movement analysis
  • Fig. 28 X-ray / radiography market estimates and forecasts,2021 - 2033 (USD Million)
  • Fig. 29 Computed Tomography (CT) market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 30 Magnetic Resonance Imaging (MRI) market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 31 Ultrasound market estimates and forecasts,2021 - 2033 (USD Million)
  • Fig. 32 Mammography / Tomosynthesis market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 33 Others market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 34 AI in radiology market: Application outlook and key takeaways
  • Fig. 35 AI in radiology market: Application movement analysis
  • Fig. 36 Image analysis market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 37 Workflow optimization market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 38 Predictive analytics market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 39 Clinical decision support market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 40 Others market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 41 AI in radiology market: End use outlook and key takeaways
  • Fig. 42 AI in radiology market: End use movement analysis
  • Fig. 43 Hospitals market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 44 Clinics market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 45 Diagnostic imaging centers market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 46 Research and academic institutions market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 47 Others market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 48 Global AI in radiology market: Regional outlook and key takeaways
  • Fig. 49 Global AI in radiology market: Regional movement analysis
  • Fig. 50 North America market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 51 U.S. key country dynamics
  • Fig. 52 U.S. market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 53 Canada key country dynamics
  • Fig. 54 Canada market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 55 Mexico key country dynamics
  • Fig. 56 Mexico market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 57 Europe market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 58 UK key country dynamics
  • Fig. 59 UK market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 60 Germany key country dynamics
  • Fig. 61 Germany market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 62 France key country dynamics
  • Fig. 63 France market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 64 Italy key country dynamics
  • Fig. 65 Italy market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 66 Spain key country dynamics
  • Fig. 67 Spain market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 68 Denmark key country dynamics
  • Fig. 69 Denmark market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 70 Sweden key country dynamics
  • Fig. 71 Sweden market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 72 Norway key country dynamics
  • Fig. 73 Norway market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 74 Asia Pacific market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 75 Japan key country dynamics
  • Fig. 76 Japan market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 77 China key country dynamics
  • Fig. 78 China market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 79 India key country dynamics
  • Fig. 80 India market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 81 Thailand key country dynamics
  • Fig. 82 Thailand market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 83 South Korea key country dynamics
  • Fig. 84 South Korea market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 85 Australia key country dynamics
  • Fig. 86 Australia market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 87 Latin America market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 88 Brazil key country dynamics
  • Fig. 89 Brazil market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 90 Argentina key country dynamics
  • Fig. 91 Argentina market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 92 Middle East and Africa market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 93 South Africa key country dynamics
  • Fig. 94 South Africa market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 95 Saudi Arabia key country dynamics
  • Fig. 96 Saudi Arabia market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 97 UAE key country dynamics
  • Fig. 98 UAE market estimates and forecasts, 2021 - 2033 (USD Million)
  • Fig. 99 Kuwait key country dynamics
  • Fig. 100 Kuwait market estimates and forecasts, 2021 - 2033 (USD Million)