封面
市场调查报告书
商品编码
1421775

病理学市场中的人工智慧、份额、规模、趋势、行业分析报告:按组件、按神经网路、按应用、按最终用户、按地区、按细分市场、预测,2023-2032 年

AI in Pathology Market Share, Size, Trends, Industry Analysis Report, By Component (Software, Scanners); By Neural Network; By Application; By End User; By Region; Segment Forecast, 2023- 2032

出版日期: | 出版商: Polaris Market Research | 英文 116 Pages | 商品交期: 最快1-2个工作天内

价格

根据Polaris Market Research的最新研究,到2032年,全球病理学人工智慧市场规模预计将达到8,971万美元。 该报告提供了对当前市场动态的详细洞察,并对未来市场成长进行了分析。

最初,病理学家使用显微镜来检查病理切片。 视觉观察和主观解释已无法有效防止观察者内部和观察者之间的差异。 自动化方法主要透过数位影像来提高结果的速度和准确性。 2022 年在 PubMed Central 上发表的一项最新研究评估了人工智慧在病理学中的应用以及趋势和挑战。

人工智慧在电脑应用中的使用正在增加,并获得了病理学家的支持。 人工智慧的进步以及深度学习正在使数位病理学支援的基于影像的诊断成为可能。 此外,病理学家使用人工智慧将节省时间并减少错误,推动其在未来几年主要在高病例量实验室中使用。

数位病理学实验室在全球范围内的日益普及正在促进人工智慧在病理学各种任务中的使用。 2023 年发表的一项研究重点是重新思考病理实验室的数位化。 阐明了数位化的好处,例如减少解释案件所需的时间以及减少第二意见的需要。 数位病理学利用机器学习和人工智慧来识别疾病、症状和疾病,使诊断过程更快、更有效率。 这使得科学家和医生能够选择最佳的治疗方法,从而改善患者的治疗结果。

随着研究人员出面证实人工智慧在病理学中的可靠性,未来几年医生对人工智慧的认识可能会提高,采用率也会提高。

人工智慧在病理学市场报告中的亮点

由于先进的演算法和诊断方面的改进,预计软体领域将在未来几年实现最高成长。

随着人工智慧在影像分析中的应用,传统的神经网路领域占据了最大的市场份额。

由于能够提供个人化药物治疗,药物发现部门预计将占收入的更大份额。

由于病理相关病例数量较多,预计医院和标准实验室部门将出现强劲成长。

由于医疗保健人工智慧市场的成长,预计亚太地区在研究期间将实现最高的成长率。

目录

第一章简介

第 2 章执行摘要

第三章研究方法

第 4 章全球病理学中的人工智慧市场洞察

  • 人工智慧在病理学中的应用 - 产业概况
  • 人工智慧在病理学市场动态中的应用
    • 推动者和机会
      • 疾病的全球传播正在推动人工智慧的使用
      • 透过人工智慧的整合在精准医疗领域取得进展
    • 抑制因素和挑战
      • 整合挑战与工作流程中断
  • 杵分析
  • 病理产业人工智慧的趋势
  • 价值链分析
  • COVID-19 感染的影响分析

第五章全球病理学人工智慧市场(按神经网路)

  • 主要发现
  • 简介
  • 生成对抗网路 (GANS)
  • 卷积神经网路 (CNN)
  • 循环神经网路 (RNN)
  • 其他

第 6 章全球病理学人工智慧市场(按组成部分)

  • 主要发现
  • 简介
  • 软体
  • 扫描仪

第七章全球病理学人工智慧市场(按应用)

  • 主要发现
  • 简介
  • 药物发现
  • 疾病诊断与预后
  • 临床工作流程
  • 培训和教育

第 8 章全球病理学人工智慧市场(依最终用途)

  • 主要发现
  • 简介
  • 製药和生技公司
  • 医院和参考检测机构
  • 学术研究所

第 9 章全球病理学人工智慧市场(按地区)

  • 主要发现
  • 简介
    • 2019-2032 年病理学人工智慧市场评估(按地区)
  • 病理学人工智慧市场 - 北美
    • 北美:病理学人工智慧市场,按神经网路划分,2019-2032 年
    • 北美:病理学人工智慧市场(按最终用途),2019-2032 年
    • 北美:病理学人工智慧市场(按组成部分),2019-2032 年
    • 北美:病理学人工智慧市场(按应用),2019-2032 年
    • 病理学人工智慧市场 - 美国
    • 病理学人工智慧市场 - 加拿大
  • 病理学人工智慧市场 - 欧洲
    • 欧洲:病理学人工智慧市场(按神经网路划分),2019-2032 年
    • 欧洲:病理学人工智慧市场(按最终用途),2019-2032 年
    • 欧洲:病理学人工智慧市场(按组成部分),2019-2032 年
    • 欧洲:病理学人工智慧市场,按应用划分,2019-2032 年
    • 病理学人工智慧市场 - 英国
    • 病理学人工智慧市场 - 法国
    • 病理学人工智慧市场 - 德国
    • 病理学人工智慧市场 - 义大利
    • 病理学人工智慧市场 - 西班牙
    • 病理学人工智慧市场 - 荷兰
    • 病理学人工智慧市场 - 俄罗斯
  • 病理学人工智慧市场 - 亚太地区
    • 亚太地区:病理学人工智慧市场,依神经网路划分,2019-2032 年
    • 亚太地区:病理学人工智慧市场(按最终用途),2019-2032 年
    • 亚太地区:病理学人工智慧市场(按组成部分),2019-2032 年
    • 亚太地区:病理学人工智慧市场(按应用),2019-2032 年
    • 病理学人工智慧市场 - 中国
    • 病理学人工智慧市场 - 印度
    • 病理学人工智慧市场 - 日本
    • 病理学人工智慧市场 - 马来西亚
    • 病理学人工智慧市场 - 印度尼西亚
    • 病理学人工智慧市场 - 韩国
  • 病理学人工智慧市场 - 中东和非洲
    • 中东和非洲:病理学人工智慧市场,按神经网路划分,2019-2032 年
    • 中东和非洲:病理学人工智慧市场(按最终用途),2019-2032 年
    • 中东和非洲:病理学人工智慧市场(按组成部分),2019-2032 年
    • 中东和非洲:病理学人工智慧市场(按应用),2019-2032 年
    • 病理学人工智慧市场 - 沙乌地阿拉伯
    • 病理学人工智慧市场 - 南非
    • 病理学人工智慧市场 - 以色列
    • 病理学人工智慧市场 - 阿拉伯联合大公国
  • 病理学人工智慧市场 - 拉丁美洲
    • 拉丁美洲:病理学人工智慧市场,按神经网路划分,2019-2032 年
    • 拉丁美洲:病理学人工智慧市场(按最终用途),2019-2032 年
    • 拉丁美洲:病理学人工智慧市场(按组成部分),2019-2032 年
    • 拉丁美洲:病理学人工智慧市场(按应用),2019-2032 年
    • 病理学人工智慧市场 - 墨西哥
    • 病理学人工智慧市场 - 巴西
    • 病理学人工智慧市场 - 阿根廷

第10章竞争态势

  • 扩张与收购分析
    • 放大
    • 收购
  • 伙伴关係/协作/协议/揭露

第十一章公司简介

  • 4D Path
  • Aiforia Technologies
  • Aiosyn
  • Akoya Biosciences
  • deepPath
  • Deep Bio
  • DoMore Diagnostics AS
  • F. Hoffmann-La Roche
  • Hologic
  • Ibex Medical Analytics
  • Indica Labs
  • Konfoong Biotech International
  • Koninklijke Philips N.V.
  • Lumea
  • Mindpeak
Product Code: PM4095

The global AI in pathology market size is expected to reach USD 89.71 million by 2032, according to a new study by Polaris Market Research. The report "AI in pathology Market Share, Size, Trends, Industry Analysis Report, By Component (Software, Scanners); By Neural Network; By Application; By End User; By Region; Segment Forecast, 2024 - 2032" gives a detailed insight into current market dynamics and provides analysis on future market growth.

Initially, pathologists are used to examine pathology slides using microscopes. Visual observation and subjective interpretation have become ineffective in preventing intra- and interobserver disagreement. This facilitated the use of artificial intelligence in pathology, as automated approaches will improve the speed and accuracy of results, primarily through digital imaging. A recent study published in PubMed Central in 2022 evaluated the application of AI in pathology, along with trends and challenges.

The rising use of AI in computer applications is gaining traction among pathologists. The evolution of artificial intelligence, along with deep learning, is enabling image-based diagnosis with a background in digital pathology. Furthermore, the use of artificial intelligence by pathologists will save time and reduce errors, driving its use primarily in laboratories with more cases in the coming years.

The growing adoption of digital pathology laboratories at the global level is driving the use of artificial intelligence in the various tasks in pathology. A study published in 2023 focused on reviewing the digitalization of pathology labs. It revealed the benefits of digitalization, including lower reading time for cases and the need for second opinions. Digital pathology makes the diagnosis process faster and more efficient as it uses machine learning and artificial intelligence for the identification of diseases, symptoms, and ailments. This will enable scientists and doctors to choose the best treatment options, resulting in better patient outcomes.

As researchers come forward to check the reliability of artificial intelligence in pathology, there will be a rise in awareness about it among doctors, which may increase the adoption rate in the next few years.

AI in Pathology Market Report Highlights

The software segment is anticipated to witness the highest growth in the coming years due to advanced algorithms and improved diagnostics.

Conventional neural network segment accounted for the largest market share owing to the application of AI in image analysis.

The drug discovery segment is projected to experience a larger revenue share due to its ability to provide personalized medication.

Hospitals and reference laboratory segments are expected to witness significant growth owing to the prevalence of a higher caseload related to pathology.

Asia Pacific is projected to register the largest growth rate in the study period owing to the growing healthcare AI market.

The global players include: 4D Path, Aiforia Technologies, Aiosyn, Akoya Biosciences, deepPath, Deep Bio, Hologic, Ibex Medical Analytics & Indica Labs.

Polaris Market Research has segmented the AI in pathology market report based on component, neural network, application, end user and region:

AI in Pathology, Component Outlook (Revenue - USD Million, 2019 - 2032)

  • Software
  • Scanners

AI in Pathology, Neural Network Outlook (Revenue - USD Million, 2019 - 2032)

  • Generative adversarial networks (GANS)
  • Convolutional neural networks (CNNs)
  • Recurrent neural networks (RNNs)
  • Others

AI in Pathology, Application Outlook (Revenue - USD Million, 2019 - 2032)

  • Drug Discovery
  • Disease Diagnosis & Prognosis
  • Clinical Workflow
  • Training & Education

AI in Pathology, End User Outlook (Revenue - USD Million, 2019 - 2032)

  • Pharmaceutical & Biotechnology Companies
  • Hospitals & Reference Laboratories
  • Academic & Research Institutes

AI in Pathology, Regional Outlook (Revenue - USD Million, 2019 - 2032)

  • North America
  • U.S.
  • Canada
  • Europe
  • Germany
  • UK
  • France
  • Italy
  • Spain
  • Russia
  • Netherlands
  • Asia Pacific
  • China
  • India
  • Japan
  • South Korea
  • Indonesia
  • Malaysia
  • Latin America
  • Argentina
  • Brazil
  • Mexico
  • Middle East & Africa
  • UAE
  • Saudi Arabia
  • Israel
  • South Africa

Table of Contents

1. Introduction

  • 1.1. Report Description
    • 1.1.1. Objectives of the Study
    • 1.1.2. Market Scope
    • 1.1.3. Assumptions
  • 1.2. Stakeholders

2. Executive Summary

  • 2.1. Market Highlights

3. Research Methodology

  • 3.1. Overview
    • 3.1.1. Data Mining
  • 3.2. Data Sources
    • 3.2.1. Primary Sources
    • 3.2.2. Secondary Sources

4. Global AI in Pathology Market Insights

  • 4.1. AI in Pathology - Industry Snapshot
  • 4.2. AI in Pathology Market Dynamics
    • 4.2.1. Drivers and Opportunities
      • 4.2.1.1. The global spread of diseases is driving the utilization of artificial intelligence
      • 4.2.1.2. Precision medicine advancements through ai integration
    • 4.2.2. Restraints and Challenges
      • 4.2.2.1. Integration challenges and workflow disruptions
  • 4.3. Porter's Five Forces Analysis
    • 4.3.1. Bargaining Power of Suppliers (Moderate)
    • 4.3.2. Threats of New Entrants: (Low)
    • 4.3.3. Bargaining Power of Buyers (Moderate)
    • 4.3.4. Threat of Substitute (Moderate)
    • 4.3.5. Rivalry among existing firms (High)
  • 4.4. PESTLE Analysis
  • 4.5. AI in Pathology Industry Trends
  • 4.6. Value Chain Analysis
  • 4.7. COVID-19 Impact Analysis

5. Global AI in Pathology Market, by Neural Network

  • 5.1. Key Findings
  • 5.2. Introduction
    • 5.2.1. Global AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • 5.3. Generative adversarial networks (GANS)
    • 5.3.1. Global AI in Pathology Market, by Generative adversarial networks (GANS), by Region, 2019-2032 (USD Million)
  • 5.4. Convolutional neural networks (CNNs)
    • 5.4.1. Global AI in Pathology Market, by Convolutional neural networks (CNNs), by Region, 2019-2032 (USD Million)
  • 5.5. Recurrent neural networks (RNNs)
    • 5.5.1. Global AI in Pathology Market, by Recurrent neural networks (RNNs), by Region, 2019-2032 (USD Million)
  • 5.6. Others
    • 5.6.1. Global AI in Pathology Market, by Others, by Region, 2019-2032 (USD Million)

6. Global AI in Pathology Market, by Component

  • 6.1. Key Findings
  • 6.2. Introduction
    • 6.2.1. Global AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • 6.3. Software
    • 6.3.1. Global AI in Pathology Market, by Software, by Region, 2019-2032 (USD Million)
  • 6.4. Scanners
    • 6.4.1. Global AI in Pathology Market, by Scanners, by Region, 2019-2032 (USD Million)

7. Global AI in Pathology Market, by Application

  • 7.1. Key Findings
  • 7.2. Introduction
    • 7.2.1. Global AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • 7.3. Drug Discovery
    • 7.3.1. Global AI in Pathology Market, by Drug Discovery, by Region, 2019-2032 (USD Million)
  • 7.4. Diseax`se Diagnosis & Prognosis
    • 7.4.1. Global AI in Pathology Market, by Diseax`se Diagnosis & Prognosis, by Region, 2019-2032 (USD Million)
  • 7.5. Clinical Workflow
    • 7.5.1. Global AI in Pathology Market, by Clinical Workflow, by Region, 2019-2032 (USD Million)
  • 7.6. Training & Education
    • 7.6.1. Global AI in Pathology Market, by Training & Education, by Region, 2019-2032 (USD Million)

8. Global AI in Pathology Market, by End Use

  • 8.1. Key Findings
  • 8.2. Introduction
    • 8.2.1. Global AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • 8.3. Pharmaceutical & Biotechnology Companies
    • 8.3.1. Global AI in Pathology Market, by Pharmaceutical & Biotechnology Companies, by Region, 2019-2032 (USD Million)
  • 8.4. Hospitals & Reference Laboratories
    • 8.4.1. Global AI in Pathology Market, by Hospitals & Reference Laboratories, by Region, 2019-2032 (USD Million)
  • 8.5. Academic & Research Institutes
    • 8.5.1. Global AI in Pathology Market, by Academic & Research Institutes, by Region, 2019-2032 (USD Million)

9. Global AI in Pathology Market, by Geography

  • 9.1. Key findings
  • 9.2. Introduction
    • 9.2.1. AI in Pathology Market Assessment, By Geography, 2019-2032 (USD Million)
  • 9.3. AI in Pathology Market - North America
    • 9.3.1. North America: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
    • 9.3.2. North America: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
    • 9.3.3. North America: AI in Pathology Market, by Component, 2019-2032 (USD Million)
    • 9.3.4. North America: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.3.5. AI in Pathology Market - U.S.
      • 9.3.5.1. U.S.: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.3.5.2. U.S.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.3.5.3. U.S.: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.3.5.4. U.S.: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.3.6. AI in Pathology Market - Canada
      • 9.3.6.1. Canada: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.3.6.2. Canada: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.3.6.3. Canada: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.3.6.4. Canada: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • 9.4. AI in Pathology Market - Europe
    • 9.4.1. Europe: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
    • 9.4.2. Europe: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
    • 9.4.3. Europe: AI in Pathology Market, by Component, 2019-2032 (USD Million)
    • 9.4.4. Europe: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.5. AI in Pathology Market - UK
      • 9.4.5.1. UK: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.5.2. UK: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.5.3. UK: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.5.4. UK: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.6. AI in Pathology Market - France
      • 9.4.6.1. France: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.6.2. France: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.6.3. France: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.6.4. France: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.7. AI in Pathology Market - Germany
      • 9.4.7.1. Germany: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.7.2. Germany: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.7.3. Germany: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.7.4. Germany: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.8. AI in Pathology Market - Italy
      • 9.4.8.1. Italy: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.8.2. Italy: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.8.3. Italy: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.8.4. Italy: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.9. AI in Pathology Market - Spain
      • 9.4.9.1. Spain: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.9.2. Spain: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.9.3. Spain: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.9.4. Spain: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.10. AI in Pathology Market - Netherlands
      • 9.4.10.1. Netherlands: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.10.2. Netherlands: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.10.3. Netherlands: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.10.4. Netherlands: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.4.11. AI in Pathology Market - Russia
      • 9.4.11.1. Russia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.4.11.2. Russia.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.4.11.3. Russia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.4.11.4. Russia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • 9.5. AI in Pathology Market - Asia Pacific
    • 9.5.1. Asia Pacific: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
    • 9.5.2. Asia Pacific: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
    • 9.5.3. Asia Pacific: AI in Pathology Market, by Component, 2019-2032 (USD Million)
    • 9.5.4. Asia Pacific: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.5. AI in Pathology Market - China
      • 9.5.5.1. China: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.5.2. China.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.5.3. China: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.5.4. China: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.6. AI in Pathology Market - India
      • 9.5.6.1. India: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.6.2. India.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.6.3. India: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.6.4. India: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.7. AI in Pathology Market - Japan
      • 9.5.7.1. Japan: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.7.2. Japan.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.7.3. Japan: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.7.4. Japan: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.8. AI in Pathology Market - Malaysia
      • 9.5.8.1. Malaysia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.8.2. Malaysia.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.8.3. Malaysia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.8.4. Malaysia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.9. AI in Pathology Market - Indonesia
      • 9.5.9.1. Indonesia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.9.2. Indonesia.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.9.3. Indonesia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.9.4. Indonesia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.5.10. AI in Pathology Market - South Korea
      • 9.5.10.1. South Korea: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.5.10.2. South Korea.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.5.10.3. South Korea: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.5.10.4. South Korea: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • 9.6. AI in Pathology Market - Middle East & Africa
    • 9.6.1. Middle East & Africa: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
    • 9.6.2. Middle East & Africa: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
    • 9.6.3. Middle East & Africa: AI in Pathology Market, by Component, 2019-2032 (USD Million)
    • 9.6.4. Middle East & Africa: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.6.5. AI in Pathology Market - Saudi Arabia
      • 9.6.5.1. Saudi Arabia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.6.5.2. Saudi Arabia: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.6.5.3. Saudi Arabia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.6.5.4. Saudi Arabia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.6.6. AI in Pathology Market - South Africa
      • 9.6.6.1. South Africa: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.6.6.2. South Africa: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.6.6.3. South Africa: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.6.6.4. South Africa: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.6.7. AI in Pathology Market - Israel
      • 9.6.7.1. Israel: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.6.7.2. Israel: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.6.7.3. Israel: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.6.7.4. Israel: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.6.8. AI in Pathology Market - UAE
      • 9.6.8.1. UAE: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.6.8.2. UAE: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.6.8.3. UAE: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.6.8.4. UAE: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • 9.7. AI in Pathology Market - Latin America
    • 9.7.1. Latin America: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
    • 9.7.2. Latin America: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
    • 9.7.3. Latin America: AI in Pathology Market, by Component, 2019-2032 (USD Million)
    • 9.7.4. Latin America: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.7.5. AI in Pathology Market - Mexico
      • 9.7.5.1. Mexico: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.7.5.2. Mexico: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.7.5.3. Mexico: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.7.5.4. Mexico: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.7.6. AI in Pathology Market - Brazil
      • 9.7.6.1. Brazil: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.7.6.2. Brazil: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.7.6.3. Brazil: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.7.6.4. Brazil: AI in Pathology Market, by Application, 2019-2032 (USD Million)
    • 9.7.7. AI in Pathology Market - Argentina
      • 9.7.7.1. Argentina: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
      • 9.7.7.2. Argentina: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
      • 9.7.7.3. Argentina: AI in Pathology Market, by Component, 2019-2032 (USD Million)
      • 9.7.7.4. Argentina: AI in Pathology Market, by Application, 2019-2032 (USD Million)

10. Competitive Landscape

  • 10.1. Expansion and Acquisition Analysis
    • 10.1.1. Expansion
    • 10.1.2. Acquisitions
  • 10.2. Partnerships/Collaborations/Agreements/Exhibitions

11. Company Profiles

  • 11.1. 4D Path
    • 11.1.1. Company Overview
    • 11.1.2. Financial Performance
    • 11.1.3. Product Benchmarking
    • 11.1.4. Recent Development
  • 11.2. Aiforia Technologies
    • 11.2.1. Company Overview
    • 11.2.2. Financial Performance
    • 11.2.3. Product Benchmarking
    • 11.2.4. Recent Development
  • 11.3. Aiosyn
    • 11.3.1. Company Overview
    • 11.3.2. Financial Performance
    • 11.3.3. Product Benchmarking
    • 11.3.4. Recent Development
  • 11.4. Akoya Biosciences
    • 11.4.1. Company Overview
    • 11.4.2. Financial Performance
    • 11.4.3. Product Benchmarking
    • 11.4.4. Recent Development
  • 11.5. deepPath
    • 11.5.1. Company Overview
    • 11.5.2. Financial Performance
    • 11.5.3. Product Benchmarking
    • 11.5.4. Recent Development
  • 11.6. Deep Bio
    • 11.6.1. Company Overview
    • 11.6.2. Financial Performance
    • 11.6.3. Product Benchmarking
    • 11.6.4. Recent Development
  • 11.7. DoMore Diagnostics AS
    • 11.7.1. Company Overview
    • 11.7.2. Financial Performance
    • 11.7.3. Product Benchmarking
    • 11.7.4. Recent Development
  • 11.8. F. Hoffmann-La Roche
    • 11.8.1. Company Overview
    • 11.8.2. Financial Performance
    • 11.8.3. Product Benchmarking
    • 11.8.4. Recent Development
  • 11.9. Hologic
    • 11.9.1. Company Overview
    • 11.9.2. Financial Performance
    • 11.9.3. Product Benchmarking
    • 11.9.4. Recent Development
  • 11.10. Ibex Medical Analytics
    • 11.10.1. Company Overview
    • 11.10.2. Financial Performance
    • 11.10.3. Product Benchmarking
    • 11.10.4. Recent Development
  • 11.11. Indica Labs
    • 11.11.1. Company Overview
    • 11.11.2. Financial Performance
    • 11.11.3. Product Benchmarking
    • 11.11.4. Recent Development
  • 11.12. Konfoong Biotech International
    • 11.12.1. Company Overview
    • 11.12.2. Financial Performance
    • 11.12.3. Product Benchmarking
    • 11.12.4. Recent Development
  • 11.13. Koninklijke Philips N.V.
    • 11.13.1. Company Overview
    • 11.13.2. Financial Performance
    • 11.13.3. Product Benchmarking
    • 11.13.4. Recent Development
  • 11.14. Lumea
    • 11.14.1. Company Overview
    • 11.14.2. Financial Performance
    • 11.14.3. Product Benchmarking
    • 11.14.4. Recent Development
  • 11.15. Mindpeak
    • 11.15.1. Company Overview
    • 11.15.2. Financial Performance
    • 11.15.3. Product Benchmarking
    • 11.15.4. Recent Development

List of Tables

  • Table 1 Global AI in Pathology Market, by Neural Network, by Region, 2019-2032 (USD Million)
  • Table 2 Global AI in Pathology Market, by Component, by Region, 2019-2032 (USD Million)
  • Table 3 Global AI in Pathology Market, by Application, by Region, 2019-2032 (USD Million)
  • Table 4 Global AI in Pathology Market, by End Use, by Region, 2019-2032 (USD Million)
  • Table 5 AI in Pathology Market Assessment, By Geography, 2019-2032 (USD Million)
  • Table 6 North America: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 7 North America: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 8 North America: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 9 North America: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 10 U.S.: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 11 U.S.: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 12 U.S.: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 13 U.S.: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 14 Canada: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 15 Canada: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 16 Canada: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 17 Canada: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 18 Europe: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 19 Europe: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 20 Europe: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 21 Europe: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 22 Germany: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 23 Germany: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 24 Germany: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 25 Germany: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 26 France: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 27 France: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 28 France: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 29 France: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 30 UK: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 31 UK: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 32 UK: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 33 UK: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 34 Italy: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 35 Italy: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 36 Italy: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 37 Italy: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 38 Netherlands: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 39 Netherlands: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 40 Netherlands: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 41 Netherlands: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 42 Spain: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 43 Spain: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 44 Spain: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 45 Spain: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 46 Russia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 47 Russia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 48 Russia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 49 Russia: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 50 Asia Pacific: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 51 Asia Pacific: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 52 Asia Pacific: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 53 Asia Pacific: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 54 China: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 55 China: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 56 China: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 57 China: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 58 Japan: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 59 Japan: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 60 Japan: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 61 Japan: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 62 India: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 63 India: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 64 India: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 65 India: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 66 Indonesia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 67 Indonesia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 68 Indonesia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 69 Indonesia: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 70 Malaysia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 71 Malaysia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 72 Malaysia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 73 Malaysia: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 74 South Korea: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 75 South Korea: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 76 South Korea: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 77 South Korea: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 78 Latin America: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 79 Latin America: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 80 Latin America: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 81 Latin America: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 82 Brazil: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 83 Brazil: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 84 Brazil: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 85 Brazil: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 86 Mexico: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 87 Mexico: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 88 Mexico: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 89 Mexico: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 90 Argentina: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 91 Argentina: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 92 Argentina: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 93 Argentina: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 94 Middle East & Africa: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 95 Middle East & Africa: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 96 Middle East & Africa: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 97 Middle East & Africa: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 98 UAE: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 99 UAE: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 100 UAE: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 101 UAE: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 102 Saudi Arabia: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 103 Saudi Arabia: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 104 Saudi Arabia: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 105 Saudi Arabia: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 106 South Africa: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 107 South Africa: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 108 South Africa: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 109 South Africa: AI in Pathology Market, by End Use, 2019-2032 (USD Million)
  • Table 110 Israel: AI in Pathology Market, by Neural Network, 2019-2032 (USD Million)
  • Table 111 Israel: AI in Pathology Market, by Component, 2019-2032 (USD Million)
  • Table 112 Israel: AI in Pathology Market, by Application, 2019-2032 (USD Million)
  • Table 113 Israel: AI in Pathology Market, by End Use, 2019-2032 (USD Million)

List of Figures

  • Figure 1. Global AI in Pathology Market, 2019-2032 (USD Million)
  • Figure 2. Integrated Ecosystem
  • Figure 3. Research Methodology: Top-Down & Bottom-Up End Use
  • Figure 4. Market by Geography
  • Figure 5. Porter's Five Forces
  • Figure 6. Market by Neural Network
  • Figure 7. Global AI in Pathology Market, by Neural Network, 2021 & 2030 (USD Million)
  • Figure 8. Market by End Use
  • Figure 9. Global AI in Pathology Market, by End Use, 2021 & 2030 (USD Million)
  • Figure 10. Market by Component
  • Figure 11. Global AI in Pathology Market, by Component, 2021 & 2030 (USD Million)
  • Figure 12. Market by Application
  • Figure 13. Global AI in Pathology Market, by Application, 2021 & 2030 (USD Million)