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病理檢測領域人工智慧的全球市場規模、佔有率和趨勢分析報告：按神經網路、應用、最終用戶、組成以及地區分類的展望和預測，2023-2030年
市場調查報告書
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1405226

病理檢測領域人工智慧的全球市場規模、佔有率和趨勢分析報告：按神經網路、應用、最終用戶、組成以及地區分類的展望和預測，2023-2030年

Global AI in Pathology Market Size, Share & Trends Analysis Report By Neural Network, By Application (Drug Discovery, Disease Diagnosis & Prognosis, Clinical Workflow, and Others), By End User, By Component, By Regional Outlook and Forecast, 2023 - 2030
出版日期: | 出版商: KBV Research | 英文 305 Pages | 訂單完成後即時交付

價格

病理學人工智慧市場規模預計到2030年將達到 6,630 萬美元，預測期內年複合成長率為 15.8%。

取得和實施數位病理系統（包括整個幻燈片成像掃描儀、軟體平台和相關基礎設施）的初期成本可能很高。這樣的初始投資對醫療機構來說可能是一個財務挑戰，特別是那些規模較小或預算有限的醫療機構。培訓病理學家和實驗室工作人員有效使用數位病理學系統和人工智慧工具也會增加整體成本。由於上述因素，未來幾年市場成長可能會受到阻礙。

神經網路的觀點

依神經網路，市場分為生成對抗網路（GAN）、卷積類神經網路（CNN）、循環神經網路（RNN）等。生成對抗網路（GAN）領域在2022年獲得了可觀的市場收益佔有率。 GAN 廣泛用於產生逼真的影像。 GAN應用於高解析度影像生成、藝術生成、 深度偽造生成等。 GAN 用於各個領域的資料增強，以產生額外的訓練樣本以提高模型的穩健性。 GAN 可以提高影像解析度並從低解析度輸入影像產生高品質影像。 GAN 可以根據文字說明產生逼真的圖像，彌合自然語言和圖形內容之間的差距。

應用前景

依應用分類，市場分為藥物研發、疾病診斷/預後、臨床工作流程等。2022年，藥物研發發現市場收益佔有率最高。人工智慧演算法可以分析從高通量篩檢過程中獲得的大型資料集。這包括對細胞培養物、組織病理學影像以及藥物研發流程中產生的其他資料的分析。自動化分析任務可以加快潛在候選藥物的辨識速度。人工智慧可以檢查藥物和生物途徑之間的相互作用。了解藥物如何影響疾病病理背景下的特定途徑有助於合理化干預措施並確定潛在的協同效應或拮抗。

最終用戶前景

依最終用戶分類，市場分為製藥和生物技術公司、醫院和參考實驗室以及學術和研究機構。2022年，醫院和參考實驗室部門在市場中佔據了重要的收益佔有率。人工智慧支援引進數位病理學測試，將玻片數位化並遠端查看和分析。這有利於醫院內或不同地點的病理學家之間的協作、第二意見和諮詢。人工智慧是病理學家的決策支援系統，在診斷過程中提供即時幫助。人工智慧還可以用於病理學家的持續學習和培訓計畫。虛擬模擬、互動式學習模組和人工智慧輔助培訓有助於持續的專業發展。

組件前景

依組件分類，市場分為軟體和掃描器。到2022年，軟體部門將在市場中獲得可觀的收益佔有率。這一巨大佔有率歸因於病理學家對基於人工智慧的軟體的廣泛接受和使用。該軟體領域的一些優勢包括高適應性、互通性、各種病理測試的自動化，包括影像分析、資料提取和報告編寫。這些因素推動了人工智慧軟體在病理學領域的採用和發展，為疾病檢測、診斷和治療規劃的進步提供了廣闊的前景。

區域展望

從區域來看，對北美、歐洲、亞太地區和LAMEA的市場進行了分析。2022年，亞太地區在市場中佔據了重要的收益佔有率。該地區龐大且多樣化的患者群體為訓練和檢驗人工智慧演算法提供了豐富的資料。病理學中的人工智慧模型受益於患者人口統計和病理的多樣性，提高了其普遍性。醫療保健提供者和技術公司（包括專門從事人工智慧的公司）之間的合作將加速亞太地區病理學人工智慧解決方案的開發和部署。

市場領導者透過各種創新產品進行競爭，以保持市場競爭力。上圖顯示了同一市場主要企業的收益。市場領先公司採取不同的策略來滿足不同行業的需求。該市場的主要發展策略是收購、合作和合作。

目錄

第1章 市場範圍與調查方法

  • 市場定義
  • 目的
  • 市場範圍
  • 區隔
  • 調查方法

第2章 市場概況

  • 主要亮點

第3章 市場概況

  • 介紹
    • 概述
      • 市場構成和情景
  • 影響市場的主要因素
    • 市場促進因素
    • 市場抑制因素

第4章 競爭分析-世界

  • 2022年市場佔有率分析
  • AI市場在病理檢測方面的最新策略
  • 波特五力分析

第5章 世界市場：依神經網路

  • 全球卷積類神經網路（CNN）市場：依地區
  • 全球生成對抗網路（GAN）市場：依地區
  • 全球循環神經網路（RNN）市場：依地區
  • 世界其他市場：依地區

第6章 世界市場：依應用分類

  • 全球藥物研發市場：依地區分類
  • 全球疾病診斷與預測市場：依地區
  • 全球臨床工作流程市場：依地區
  • 世界其他市場：依地區

第7章 全球市場：依最終使用者分類

  • 全球製藥和生物技術公司市場：依地區
  • 全球醫院和參考實驗室市場：依地區
  • 全球學術研究所市場：依地區

第8章 世界市場：依組成部分

  • 全球掃描器市場：依地區
  • 全球軟體市場：依地區

第9章 世界市場：依地區

  • 北美市場
    • 依神經網路
    • 依用途
    • 依最終用戶
    • 依組成
    • 依國家/地區
      • 美國病理檢測領域的人工智慧市場
      • 加拿大病理檢測領域的人工智慧市場
      • 墨西哥病理檢測中的人工智慧市場
      • 其他北美市場
  • 歐洲市場
    • 依神經網路
    • 依用途
    • 依最終用戶
    • 依組成
    • 依國家/地區
      • 德國病理檢測領域的人工智慧市場
      • 英國病理檢測人工智慧市場
      • 法國病理檢測中的人工智慧市場
      • 俄羅斯病理檢測中的人工智慧市場
      • 西班牙病理檢測中的人工智慧市場
      • 義大利病理檢測中的人工智慧市場
      • 其他歐洲國家市場
  • 亞太市場
    • 依神經網路
    • 依用途
    • 依最終用戶
    • 依組成
    • 依國家/地區
      • 中國AI病理市場
      • 日本AI進軍病理市場
      • 印度病理檢測中的人工智慧市場
      • 韓國病理檢測AI市場
      • 新加坡病理檢測人工智慧市場
      • 馬來西亞病理檢測人工智慧市場
      • 其他亞太市場
  • 拉丁美洲、中東、非洲市場
    • 依神經網路
    • 依用途
    • 依最終用戶
    • 依組成
    • 依國家/地區
      • 巴西病理檢測中的人工智慧市場
      • 阿根廷病理檢測領域的人工智慧市場
      • 阿拉伯聯合大公國病理檢測中的人工智慧市場
      • 沙烏地阿拉伯病理檢測中的人工智慧市場
      • 南非病理檢測中的人工智慧市場
      • 奈及利亞病理檢測中的人工智慧市場
      • 拉丁美洲、中東和非洲其他市場

第10章 公司簡介

  • Koninklijke Philips NV
  • F Hoffmann-La Roche Ltd.
  • Hologic, Inc
  • Visiopharm A/S
  • Paige AI, Inc
  • PathAI, Inc
  • Aiforia Technologies Plc
  • Indica Labs, Inc
  • Optrascan, Inc（Optra Ventures, LLC）
  • MindPeak GmbH

第11章 市場成功的要求

The Global AI in Pathology Market size is expected to reach $66.3 million by 2030, rising at a market growth of 15.8% CAGR during the forecast period.

Collaborations enable the seamless integration of these technologies into pathology workflows for enhanced diagnostics. Healthcare companies provide valuable clinical data and pathology images, while tech companies offer data management, analytics, and artificial intelligence expertise. Consequently, the disease diagnosis & prognosis segment would generate approximately 25.12% share of the market by 2030. Leveraging advanced machine learning algorithms, AI systems analyze vast amounts of pathological data with unprecedented speed and accuracy, aiding pathologists in identifying and classifying diseases. Some of the factors affecting the market are growing digitalization of pathology, increasing demand for personalized medicine, and high cost of digital pathology systems.

Digital pathology provides high-resolution digital images that can be analyzed more efficiently than traditional microscopy. AI algorithms leverage these images to identify patterns, anomalies, and specific features relevant to disease diagnosis. The digitalization of pathology generates large datasets. AI excels in analyzing big data, extracting patterns, and identifying correlations that may not be easily discernible through traditional methods. Thus, the growing digitalization of pathology will expand the market growth in the coming years. Moreover, AI algorithms analyze pathological data to identify and validate biomarkers associated with specific diseases. These biomarkers serve as indicators for personalized treatment strategies, allowing for more targeted and effective interventions. Thus, the increasing need for personalized medicine is a driving force behind the expansion of market.

The upfront cost of acquiring and implementing digital pathology systems, including whole-slide imaging scanners, software platforms, and associated infrastructure, can be substantial. This initial investment may pose financial challenges for healthcare institutions, particularly smaller laboratories or those with limited budgets. Training pathologists and laboratory staff to effectively use digital pathology systems and AI tools adds to the overall cost. Due to the above factors, market growth will be hampered in the coming years.

Neural Network Outlook

Based on neural network, the market is fragmented into generative adversarial networks (GANs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), and others. The generative adversarial networks (GANs) segment garnered a significant revenue share in the market in 2022. GANs are widely utilized for generating realistic images. They have been applied in creating high-resolution images, art generation, and deepfake generation. GANs are employed for data augmentation in various domains, generating additional training samples to enhance model robustness. They can enhance the resolution of images, generating high-quality versions of low-resolution input images. GANs can generate realistic images from textual descriptions, bridging the gap between natural language and graphic content.

Application Outlook

By application, the market is categorized into drug discovery, disease diagnosis & prognosis, clinical workflow, and others. In 2022, drug discovery registered the highest revenue share in the market. AI algorithms can analyze large-scale datasets resulting from high-throughput screening processes. This includes the analysis of cell cultures, histopathological images, and other data generated in drug discovery pipelines. The automation of analysis tasks expedites the identification of potential drug candidates. AI can examine the interactions between drugs and biological pathways. Understanding how drugs affect specific pathways in the context of disease pathology helps rationalize interventions and identify potential synergies or antagonisms.

End User Outlook

On the basis of end user, the market is classified into pharmaceutical & biotechnology companies, hospitals & reference laboratories, and academic & research institutes. The hospitals & reference laboratories segment covered a considerable revenue share in the market in 2022. AI supports the implementation of digital pathology, where glass slides are digitized for remote viewing and analysis. This facilitates collaboration, second opinions, and consultations among pathologists within the hospital or across different locations. AI is a decision support system for pathologists, providing real-time assistance during the diagnostic process. AI can be used for continuous learning and training programs for pathologists. Virtual simulations, interactive learning modules, and AI-assisted training contribute to ongoing professional development.

Component Outlook

On the basis of component, the market is segmented into software and scanners. The software segment acquired a substantial revenue share in the market in 2022. This significant share can be attributed to pathologists' widespread acceptance and utilization of AI-based software. High adaptability, interoperability, and the automation of a variety of pathology responsibilities, including image analysis, data extraction, and report generation, are a few of the benefits of the software segment. The adoption and development of AI software in pathology are propelled by these factors, which offer significant prospects for progress in disease detection, diagnosis, and treatment planning.

Regional Outlook

Region-wise, the market is analysed across North America, Europe, Asia Pacific, and LAMEA. The Asia Pacific region acquired a substantial revenue share in the market in 2022. The region's large and diverse patient population provides a wealth of data for training and validating AI algorithms. AI models in pathology benefit from the diversity of patient demographics and disease presentations, enhancing their generalizability. Collaboration between healthcare providers and technology companies, including those specializing in AI, accelerates developing and deploying AI solutions in pathology across the Asia Pacific region.

The leading players in the market are competing with diverse innovative offerings to remain competitive in the market. The above illustration shows the percentage of revenue shared by some of the leading companies in the market. The leading players of the market are adopting various strategies in order to cater demand coming from the different industries. The key developmental strategies in the market are Acquisitions, and Partnerships & Collaborations.

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Koninklijke Philips N.V., F. Hoffmann-La Roche Ltd., Hologic, Inc., Visiopharm A/S, Paige AI, Inc., PathAI, Inc., Aiforia Technologies Plc, Indica Labs, Inc., Optrascan, Inc. (Optra Ventures, LLC), MindPeak GmbH.

Recent Strategies Deployed in AI in Pathology Market

Partnerships, Collaborations & Agreements:

Oct-2023: F. Hoffmann-La Roche Ltd. has entered into a collaboration with Ibex Medical Analytics Ltd. to provide AI-powered solutions for cancer detection, along with the support of Amazon Web Services, Inc., a cloud service provider. This collaboration aims to give pathology laboratories access to Ibex's AI-driven decision support tools through the navify Digital Pathology software platform. Through this integration, clinicians can receive assistance in the diagnosis of breast and prostate cancer.

Sep-2023: Hologic, Inc. has partnered with Bayer AG to introduce contrast-enhanced mammography (CEM) solutions for improved breast cancer detection in European, Canadian, and Asia Pacific regions. The partnership aims to combine Bayer and Hologic's technologies to facilitate contrast media application in mammography examinations. The partnership focuses on providing radiologists with comprehensive product packages, hands-on training, and seamless integration of CEM into their workflows.

Jul-2023: Aiforia Technologies Plc and Orion Corporation, a Finnish pharmaceutical company, have entered into a collaboration to jointly create artificial intelligence (AI)-driven image analysis solutions for preclinical research and product development. Through this collaboration, Aiforia gains valuable insights from Orion regarding the specific needs of its preclinical customer base. This collaboration empowers Aiforia to refine and customize its product portfolio, ensuring a more targeted approach to meet the unique requirements of the preclinical research community.

Jun-2023: Visiopharm A/S has entered into a collaboration with Minerva Imaging, a preclinical Contract Research Organization (CRO) that specializes in molecular imaging services. Within this collaboration, the two companies will focus on developing AI-based image analysis applications in histology. The collaboration between Minerva and Visiopharm aims to expedite the creation of a toolbox for AI-driven precision pathology. This advancement will empower pharmaceutical companies to enhance clinical development by improving both quantitative and qualitative assessments, particularly in challenging-to-treat cancers.

Jun-2023: Visiopharm A/S has formed a partnership with Grundium Ltd., a well-known provider of high-quality imaging solutions for digital pathology. Through this partnership, the companies aim to broaden the accessibility of digital pathology solutions for clinics and laboratories globally. Within this partnership, Visiopharm will make Grundium's Ocus scanners available alongside its Qualitopix solution. This integration allows labs to automatically upload images for processing. The Qualitopix solution provides labs with the capability to improve staining quality and standardization by monitoring staining consistency.

Jun-2023: MindPeak GmbH has established a partnership with Proscia Inc., a U.S.-based provider of digital and computational pathology solutions. This partnership aims to provide closely integrated AI-powered workflows, supporting pathologists in making more efficient, informed, and reproducible clinical decisions. The goal is to broaden access to improved diagnoses for cancer patients.

Apr-2023: Optrascan, Inc. has formed a collaboration with Lumea Inc., a global leader in integrated digital pathology solutions. This collaboration combines Lumia's comprehensive digital pathology platform with diverse digital scanning solutions, aiming to facilitate the efficient and cost-effective adoption of digital pathology by providers.

Apr-2023: Indica Labs, Inc. and Lunit Inc., a medical software company, have entered into an agreement. As part of this agreement, the two companies will offer a completely interoperable solution, connecting Indica Labs' HALO AP image management software platform with Lunit's suite of AI pathology products. The Collaboration facilitates the smooth integration of Lunit's AI pathology solutions, including Lunit SCOPE PD-L1 designed for non-small cell lung cancer, into the HALO AP platform. It's worth noting that HALO AP holds CE-IVD certification as a clinical image management platform.

Apr-2023: PathAI, Inc. has partnered with ConcertAI LLC, a leading provider of AI software-as-a-service (SaaS) for life sciences and healthcare. The partnership aims to introduce an innovative solution that combines PathAI's PathExplore tumor microenvironment panel with ConcertAI's Patient360 and RWD360 products. This partnership will result in a groundbreaking quantitative histopathology and curated clinical real-world data (RWD) solution. The goal is to offer researchers access to a unique quantitative pathology dataset, allowing exploration beyond the limitations of small, controlled datasets. This includes identifying and analyzing novel histological biomarkers correlated with patient treatment and outcomes.

Mar-2023: Paige AI, Inc. has expanded its Partnership with Leica Biosystems Nussloch GmbH, a leading cancer diagnostics firm. The primary goal of this enhanced partnership is to further progress the adoption of digital pathology workflows across hospitals and laboratories worldwide. As part of this Partnership, Paige will provide software-as-a-service (SaaS) solutions for managing and viewing digital pathology images. Additionally, Paige will integrate various artificial intelligence (AI) solutions directly into the Aperio GT 450 digital pathology slide scanners within Leica Biosystems' product range.

Feb-2022: MindPeak GmbH and Crosscope Inc. have entered into an partnership, integrating MindPeak's image analysis tools into Crosscope's Digital Pathology platform. This partnership enhances Crosscope's AI capabilities, enabling them to provide comprehensive digital pathology solutions. By seamlessly integrating advanced AI tools, the partnership aims to optimize Histopathology workflows, supporting pathologists in improving lab efficiency and delivering timely and impactful diagnoses for ER, PR, and Ki-67 IHC stainings. The integration promises to positively influence patient treatment outcomes.

Oct-2021: F. Hoffmann-La Roche Ltd. and PathAI, Inc. have entered into an agreement to work on the development and distribution of an integrated image analysis workflow tailored for pathologists. Under this agreement, the objective is to jointly create a seamless workflow that incorporates PathAI's AI-powered image analysis algorithms into NAVIFY Digital Pathology, which is Roche's cloud-based iteration of the uPath enterprise software.

Aug-2020: Hologic, Inc. has entered into a collaboration with RadNet, Inc., a leading provider of high-quality outpatient diagnostic imaging services. The collaboration aims to promote the utilization of artificial intelligence (AI) in breast health. As part of this collaboration, RadNet plans to upgrade all its Hologic mammography systems to incorporate Hologic's 3DQuorum imaging technology, which is powered by Genius AI. This technology, working in conjunction with Clarity HD high-resolution imaging technology, significantly reduces tomosynthesis image volume for radiologists by 66 percent.

Product Launches & Product Expansions:

May-2022: Koninklijke Philips N.V. has introduced its state-of-the-art AI-driven enterprise imaging portfolio for complex clinical and operational tasks. Philips unveiled the MR 5300 imaging system, integrating AI-driven technologies designed to automate challenging clinical and operational tasks. This innovative technology from Philips empowers patients and healthcare professionals to harness the power of data for advanced analytics. This development sets the stage for a streamlined and precise diagnostic platform, enhancing both patient and healthcare provider experiences.

Mar-2022: Paige AI, Inc. has launched Paige Breast Lymph Node, an innovative AI medical software aiding pathologists in detecting the spread of breast cancer to lymph nodes. The product enhances efficiency and accuracy, utilizing AI to identify at-risk metastases, including small micrometastases, aiming for over 98% slide-level sensitivity. This advancement seeks to improve diagnostic accuracy for subtle metastatic foci.

Nov-2021: Hologic, Inc. has launched its newest product, the Genius Digital Diagnostics System, now available in Europe. This system integrates deep learning-based AI with advanced volumetric imaging technology to advance cervical cancer screening. The primary goal is to assist in detecting pre-cancerous lesions and cervical cancer cells in women. Using advanced image analysis, the system thoroughly evaluates each cell in a ThinPrep Pap test image, offering a comprehensive view of clinically relevant objects.

Oct-2021: Koninklijke Philips N.V. has introduced its newest digital pathology platform called IntelliSite, designed to cover the entire enterprise. IntelliSite includes a suite of scalable software tools aimed at enhancing workflows, increasing diagnostic confidence, promoting collaboration, incorporating artificial intelligence (AI), and enhancing the overall efficiency of pathology laboratories. Additionally, Philips emphasizes outstanding image quality and advanced algorithms that assist pathologists in both diagnosis and the development of care pathways.

May-2021: Optrascan, Inc. has launched CytoSiA, an intelligent solution for quick and cost-effective scanning and analysis of liquid-based cytology slides and Pap smears. CytoSiA includes OptraSCAN's digital pathology scanner, storage, and advanced AI algorithms, assisting pathologists in screening and detecting cervical cancer, pre-cancerous lesions, atypical cells, and various cytologic categories. It has been adopted globally by many hospitals and pathology labs, leading to improved patient outcomes, increased efficiency, and enhanced productivity in handling cytology cases.

Scope of the Study

Market Segments covered in the Report:

By Neural Network

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

By Application

  • Drug Discovery
  • Disease Diagnosis & Prognosis
  • Clinical Workflow
  • Others

By End User

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

By Component

  • Scanners
  • Software

By Geography

  • North America
    • US
    • Canada
    • Mexico
    • Rest of North America
  • Europe
    • Germany
    • UK
    • France
    • Russia
    • Spain
    • Italy
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Singapore
    • Malaysia
    • Rest of Asia Pacific
  • LAMEA
    • Brazil
    • Argentina
    • UAE
    • Saudi Arabia
    • South Africa
    • Nigeria
    • Rest of LAMEA

Companies Profiled

  • Koninklijke Philips N.V.
  • F. Hoffmann-La Roche Ltd.
  • Hologic, Inc.
  • Visiopharm A/S
  • Paige AI, Inc.
  • PathAI, Inc.
  • Aiforia Technologies Plc
  • Indica Labs, Inc.
  • Optrascan, Inc. (Optra Ventures, LLC)
  • MindPeak GmbH

Unique Offerings from KBV Research

  • Exhaustive coverage
  • Highest number of market tables and figures
  • Subscription based model available
  • Guaranteed best price
  • Assured post sales research support with 10% customization free

Table of Contents

Chapter 1. Market Scope & Methodology

  • 1.1 Market Definition
  • 1.2 Objectives
  • 1.3 Market Scope
  • 1.4 Segmentation
    • 1.4.1 Global AI in Pathology Market, by Neural Network
    • 1.4.2 Global AI in Pathology Market, by Application
    • 1.4.3 Global AI in Pathology Market, by End User
    • 1.4.4 Global AI in Pathology Market, by Component
    • 1.4.5 Global AI in Pathology Market, by Geography
  • 1.5 Methodology for the research

Chapter 2. Market at a Glance

  • 2.1 Key Highlights

Chapter 3. Market Overview

  • 3.1 Introduction
    • 3.1.1 Overview
      • 3.1.1.1 Market Composition and Scenario
  • 3.2 Key Factors Impacting the Market
    • 3.2.1 Market Drivers
    • 3.2.2 Market Restraints

Chapter 4. Competition Analysis - Global

  • 4.1 Market Share Analysis, 2022
  • 4.2 Recent Strategies Deployed in AI in Pathology Market
  • 4.3 Porter's Five Forces Analysis

Chapter 5. Global AI in Pathology Market, By Neural Network

  • 5.1 Global Convolutional neural networks (CNNs) Market, By Region
  • 5.2 Global Generative adversarial networks (GANs) Market, By Region
  • 5.3 Global Recurrent neural networks (RNNs) Market, By Region
  • 5.4 Global Others Market, By Region

Chapter 6. Global AI in Pathology Market, By Application

  • 6.1 Global Drug Discovery Market, By Region
  • 6.2 Global Disease Diagnosis & Prognosis Market, By Region
  • 6.3 Global Clinical Workflow Market, By Region
  • 6.4 Global Others Market, By Region

Chapter 7. Global AI in Pathology Market, By End User

  • 7.1 Global Pharmaceutical & Biotechnology Companies Market, By Region
  • 7.2 Global Hospitals & Reference Laboratories Market, By Region
  • 7.3 Global Academic & Research Institutes Market, By Region

Chapter 8. Global AI in Pathology Market, By Component

  • 8.1 Global Scanners Market, By Region
  • 8.2 Global Software Market, By Region

Chapter 9. Global AI in Pathology Market, By Region

  • 9.1 North America AI in Pathology Market
    • 9.1.1 North America AI in Pathology Market, By Neural Network
      • 9.1.1.1 North America Convolutional neural networks (CNNs) Market, By Country
      • 9.1.1.2 North America Generative adversarial networks (GANs) Market, By Country
      • 9.1.1.3 North America Recurrent neural networks (RNNs) Market, By Country
      • 9.1.1.4 North America Others Market, By Country
    • 9.1.2 North America AI in Pathology Market, By Application
      • 9.1.2.1 North America Drug Discovery Market, By Country
      • 9.1.2.2 North America Disease Diagnosis & Prognosis Market, By Country
      • 9.1.2.3 North America Clinical Workflow Market, By Country
      • 9.1.2.4 North America Others Market, By Country
    • 9.1.3 North America AI in Pathology Market, By End User
      • 9.1.3.1 North America Pharmaceutical & Biotechnology Companies Market, By Country
      • 9.1.3.2 North America Hospitals & Reference Laboratories Market, By Country
      • 9.1.3.3 North America Academic & Research Institutes Market, By Country
    • 9.1.4 North America AI in Pathology Market, By Component
      • 9.1.4.1 North America Scanners Market, By Country
      • 9.1.4.2 North America Software Market, By Country
    • 9.1.5 North America AI in Pathology Market, By Country
      • 9.1.5.1 US AI in Pathology Market
        • 9.1.5.1.1 US AI in Pathology Market, By Neural Network
        • 9.1.5.1.2 US AI in Pathology Market, By Application
        • 9.1.5.1.3 US AI in Pathology Market, By End User
        • 9.1.5.1.4 US AI in Pathology Market, By Component
      • 9.1.5.2 Canada AI in Pathology Market
        • 9.1.5.2.1 Canada AI in Pathology Market, By Neural Network
        • 9.1.5.2.2 Canada AI in Pathology Market, By Application
        • 9.1.5.2.3 Canada AI in Pathology Market, By End User
        • 9.1.5.2.4 Canada AI in Pathology Market, By Component
      • 9.1.5.3 Mexico AI in Pathology Market
        • 9.1.5.3.1 Mexico AI in Pathology Market, By Neural Network
        • 9.1.5.3.2 Mexico AI in Pathology Market, By Application
        • 9.1.5.3.3 Mexico AI in Pathology Market, By End User
        • 9.1.5.3.4 Mexico AI in Pathology Market, By Component
      • 9.1.5.4 Rest of North America AI in Pathology Market
        • 9.1.5.4.1 Rest of North America AI in Pathology Market, By Neural Network
        • 9.1.5.4.2 Rest of North America AI in Pathology Market, By Application
        • 9.1.5.4.3 Rest of North America AI in Pathology Market, By End User
        • 9.1.5.4.4 Rest of North America AI in Pathology Market, By Component
  • 9.2 Europe AI in Pathology Market
    • 9.2.1 Europe AI in Pathology Market, By Neural Network
      • 9.2.1.1 Europe Convolutional neural networks (CNNs) Market, By Country
      • 9.2.1.2 Europe Generative adversarial networks (GANs) Market, By Country
      • 9.2.1.3 Europe Recurrent neural networks (RNNs) Market, By Country
      • 9.2.1.4 Europe Others Market, By Country
    • 9.2.2 Europe AI in Pathology Market, By Application
      • 9.2.2.1 Europe Drug Discovery Market, By Country
      • 9.2.2.2 Europe Disease Diagnosis & Prognosis Market, By Country
      • 9.2.2.3 Europe Clinical Workflow Market, By Country
      • 9.2.2.4 Europe Others Market, By Country
    • 9.2.3 Europe AI in Pathology Market, By End User
      • 9.2.3.1 Europe Pharmaceutical & Biotechnology Companies Market, By Country
      • 9.2.3.2 Europe Hospitals & Reference Laboratories Market, By Country
      • 9.2.3.3 Europe Academic & Research Institutes Market, By Country
    • 9.2.4 Europe AI in Pathology Market, By Component
      • 9.2.4.1 Europe Scanners Market, By Country
      • 9.2.4.2 Europe Software Market, By Country
    • 9.2.5 Europe AI in Pathology Market, By Country
      • 9.2.5.1 Germany AI in Pathology Market
        • 9.2.5.1.1 Germany AI in Pathology Market, By Neural Network
        • 9.2.5.1.2 Germany AI in Pathology Market, By Application
        • 9.2.5.1.3 Germany AI in Pathology Market, By End User
        • 9.2.5.1.4 Germany AI in Pathology Market, By Component
      • 9.2.5.2 UK AI in Pathology Market
        • 9.2.5.2.1 UK AI in Pathology Market, By Neural Network
        • 9.2.5.2.2 UK AI in Pathology Market, By Application
        • 9.2.5.2.3 UK AI in Pathology Market, By End User
        • 9.2.5.2.4 UK AI in Pathology Market, By Component
      • 9.2.5.3 France AI in Pathology Market
        • 9.2.5.3.1 France AI in Pathology Market, By Neural Network
        • 9.2.5.3.2 France AI in Pathology Market, By Application
        • 9.2.5.3.3 France AI in Pathology Market, By End User
        • 9.2.5.3.4 France AI in Pathology Market, By Component
      • 9.2.5.4 Russia AI in Pathology Market
        • 9.2.5.4.1 Russia AI in Pathology Market, By Neural Network
        • 9.2.5.4.2 Russia AI in Pathology Market, By Application
        • 9.2.5.4.3 Russia AI in Pathology Market, By End User
        • 9.2.5.4.4 Russia AI in Pathology Market, By Component
      • 9.2.5.5 Spain AI in Pathology Market
        • 9.2.5.5.1 Spain AI in Pathology Market, By Neural Network
        • 9.2.5.5.2 Spain AI in Pathology Market, By Application
        • 9.2.5.5.3 Spain AI in Pathology Market, By End User
        • 9.2.5.5.4 Spain AI in Pathology Market, By Component
      • 9.2.5.6 Italy AI in Pathology Market
        • 9.2.5.6.1 Italy AI in Pathology Market, By Neural Network
        • 9.2.5.6.2 Italy AI in Pathology Market, By Application
        • 9.2.5.6.3 Italy AI in Pathology Market, By End User
        • 9.2.5.6.4 Italy AI in Pathology Market, By Component
      • 9.2.5.7 Rest of Europe AI in Pathology Market
        • 9.2.5.7.1 Rest of Europe AI in Pathology Market, By Neural Network
        • 9.2.5.7.2 Rest of Europe AI in Pathology Market, By Application
        • 9.2.5.7.3 Rest of Europe AI in Pathology Market, By End User
        • 9.2.5.7.4 Rest of Europe AI in Pathology Market, By Component
  • 9.3 Asia Pacific AI in Pathology Market
    • 9.3.1 Asia Pacific AI in Pathology Market, By Neural Network
      • 9.3.1.1 Asia Pacific Convolutional neural networks (CNNs) Market, By Country
      • 9.3.1.2 Asia Pacific Generative adversarial networks (GANs) Market, By Country
      • 9.3.1.3 Asia Pacific Recurrent neural networks (RNNs) Market, By Country
      • 9.3.1.4 Asia Pacific Others Market, By Country
    • 9.3.2 Asia Pacific AI in Pathology Market, By Application
      • 9.3.2.1 Asia Pacific Drug Discovery Market, By Country
      • 9.3.2.2 Asia Pacific Disease Diagnosis & Prognosis Market, By Country
      • 9.3.2.3 Asia Pacific Clinical Workflow Market, By Country
      • 9.3.2.4 Asia Pacific Others Market, By Country
    • 9.3.3 Asia Pacific AI in Pathology Market, By End User
      • 9.3.3.1 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country
      • 9.3.3.2 Asia Pacific Hospitals & Reference Laboratories Market, By Country
      • 9.3.3.3 Asia Pacific Academic & Research Institutes Market, By Country
    • 9.3.4 Asia Pacific AI in Pathology Market, By Component
      • 9.3.4.1 Asia Pacific Scanners Market, By Country
      • 9.3.4.2 Asia Pacific Software Market, By Country
    • 9.3.5 Asia Pacific AI in Pathology Market, By Country
      • 9.3.5.1 China AI in Pathology Market
        • 9.3.5.1.1 China AI in Pathology Market, By Neural Network
        • 9.3.5.1.2 China AI in Pathology Market, By Application
        • 9.3.5.1.3 China AI in Pathology Market, By End User
        • 9.3.5.1.4 China AI in Pathology Market, By Component
      • 9.3.5.2 Japan AI in Pathology Market
        • 9.3.5.2.1 Japan AI in Pathology Market, By Neural Network
        • 9.3.5.2.2 Japan AI in Pathology Market, By Application
        • 9.3.5.2.3 Japan AI in Pathology Market, By End User
        • 9.3.5.2.4 Japan AI in Pathology Market, By Component
      • 9.3.5.3 India AI in Pathology Market
        • 9.3.5.3.1 India AI in Pathology Market, By Neural Network
        • 9.3.5.3.2 India AI in Pathology Market, By Application
        • 9.3.5.3.3 India AI in Pathology Market, By End User
        • 9.3.5.3.4 India AI in Pathology Market, By Component
      • 9.3.5.4 South Korea AI in Pathology Market
        • 9.3.5.4.1 South Korea AI in Pathology Market, By Neural Network
        • 9.3.5.4.2 South Korea AI in Pathology Market, By Application
        • 9.3.5.4.3 South Korea AI in Pathology Market, By End User
        • 9.3.5.4.4 South Korea AI in Pathology Market, By Component
      • 9.3.5.5 Singapore AI in Pathology Market
        • 9.3.5.5.1 Singapore AI in Pathology Market, By Neural Network
        • 9.3.5.5.2 Singapore AI in Pathology Market, By Application
        • 9.3.5.5.3 Singapore AI in Pathology Market, By End User
        • 9.3.5.5.4 Singapore AI in Pathology Market, By Component
      • 9.3.5.6 Malaysia AI in Pathology Market
        • 9.3.5.6.1 Malaysia AI in Pathology Market, By Neural Network
        • 9.3.5.6.2 Malaysia AI in Pathology Market, By Application
        • 9.3.5.6.3 Malaysia AI in Pathology Market, By End User
        • 9.3.5.6.4 Malaysia AI in Pathology Market, By Component
      • 9.3.5.7 Rest of Asia Pacific AI in Pathology Market
        • 9.3.5.7.1 Rest of Asia Pacific AI in Pathology Market, By Neural Network
        • 9.3.5.7.2 Rest of Asia Pacific AI in Pathology Market, By Application
        • 9.3.5.7.3 Rest of Asia Pacific AI in Pathology Market, By End User
        • 9.3.5.7.4 Rest of Asia Pacific AI in Pathology Market, By Component
  • 9.4 LAMEA AI in Pathology Market
    • 9.4.1 LAMEA AI in Pathology Market, By Neural Network
      • 9.4.1.1 LAMEA Convolutional neural networks (CNNs) Market, By Country
      • 9.4.1.2 LAMEA Generative adversarial networks (GANs) Market, By Country
      • 9.4.1.3 LAMEA Recurrent neural networks (RNNs) Market, By Country
      • 9.4.1.4 LAMEA Others Market, By Country
    • 9.4.2 LAMEA AI in Pathology Market, By Application
      • 9.4.2.1 LAMEA Drug Discovery Market, By Country
      • 9.4.2.2 LAMEA Disease Diagnosis & Prognosis Market, By Country
      • 9.4.2.3 LAMEA Clinical Workflow Market, By Country
      • 9.4.2.4 LAMEA Others Market, By Country
    • 9.4.3 LAMEA AI in Pathology Market, By End User
      • 9.4.3.1 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country
      • 9.4.3.2 LAMEA Hospitals & Reference Laboratories Market, By Country
      • 9.4.3.3 LAMEA Academic & Research Institutes Market, By Country
    • 9.4.4 LAMEA AI in Pathology Market, By Component
      • 9.4.4.1 LAMEA Scanners Market, By Country
      • 9.4.4.2 LAMEA Software Market, By Country
    • 9.4.5 LAMEA AI in Pathology Market, By Country
      • 9.4.5.1 Brazil AI in Pathology Market
        • 9.4.5.1.1 Brazil AI in Pathology Market, By Neural Network
        • 9.4.5.1.2 Brazil AI in Pathology Market, By Application
        • 9.4.5.1.3 Brazil AI in Pathology Market, By End User
        • 9.4.5.1.4 Brazil AI in Pathology Market, By Component
      • 9.4.5.2 Argentina AI in Pathology Market
        • 9.4.5.2.1 Argentina AI in Pathology Market, By Neural Network
        • 9.4.5.2.2 Argentina AI in Pathology Market, By Application
        • 9.4.5.2.3 Argentina AI in Pathology Market, By End User
        • 9.4.5.2.4 Argentina AI in Pathology Market, By Component
      • 9.4.5.3 UAE AI in Pathology Market
        • 9.4.5.3.1 UAE AI in Pathology Market, By Neural Network
        • 9.4.5.3.2 UAE AI in Pathology Market, By Application
        • 9.4.5.3.3 UAE AI in Pathology Market, By End User
        • 9.4.5.3.4 UAE AI in Pathology Market, By Component
      • 9.4.5.4 Saudi Arabia AI in Pathology Market
        • 9.4.5.4.1 Saudi Arabia AI in Pathology Market, By Neural Network
        • 9.4.5.4.2 Saudi Arabia AI in Pathology Market, By Application
        • 9.4.5.4.3 Saudi Arabia AI in Pathology Market, By End User
        • 9.4.5.4.4 Saudi Arabia AI in Pathology Market, By Component
      • 9.4.5.5 South Africa AI in Pathology Market
        • 9.4.5.5.1 South Africa AI in Pathology Market, By Neural Network
        • 9.4.5.5.2 South Africa AI in Pathology Market, By Application
        • 9.4.5.5.3 South Africa AI in Pathology Market, By End User
        • 9.4.5.5.4 South Africa AI in Pathology Market, By Component
      • 9.4.5.6 Nigeria AI in Pathology Market
        • 9.4.5.6.1 Nigeria AI in Pathology Market, By Neural Network
        • 9.4.5.6.2 Nigeria AI in Pathology Market, By Application
        • 9.4.5.6.3 Nigeria AI in Pathology Market, By End User
        • 9.4.5.6.4 Nigeria AI in Pathology Market, By Component
      • 9.4.5.7 Rest of LAMEA AI in Pathology Market
        • 9.4.5.7.1 Rest of LAMEA AI in Pathology Market, By Neural Network
        • 9.4.5.7.2 Rest of LAMEA AI in Pathology Market, By Application
        • 9.4.5.7.3 Rest of LAMEA AI in Pathology Market, By End User
        • 9.4.5.7.4 Rest of LAMEA AI in Pathology Market, By Component

Chapter 10. Company Profiles

  • 10.1 Koninklijke Philips N.V.
    • 10.1.1 Company Overview
    • 10.1.2 Financial Analysis
    • 10.1.3 Segmental and Regional Analysis
    • 10.1.4 Research & Development Expense
    • 10.1.5 Recent strategies and developments:
      • 10.1.5.1 Product Launches and Product Expansions:
    • 10.1.6 SWOT Analysis
  • 10.2 F. Hoffmann-La Roche Ltd.
    • 10.2.1 Company Overview
    • 10.2.2 Financial Analysis
    • 10.2.3 Segmental and Regional Analysis
    • 10.2.4 Research & Development Expense
    • 10.2.5 Recent strategies and developments:
      • 10.2.5.1 Partnerships, Collaborations, and Agreements:
    • 10.2.6 SWOT Analysis
  • 10.3 Hologic, Inc.
    • 10.3.1 Company Overview
    • 10.3.2 Financial Analysis
    • 10.3.3 Segmental and Regional Analysis
    • 10.3.4 Research & Development Expenses
    • 10.3.5 Recent strategies and developments:
      • 10.3.5.1 Partnerships, Collaborations, and Agreements:
      • 10.3.5.2 Product Launches and Product Expansions:
    • 10.3.6 SWOT Analysis
  • 10.4 Visiopharm A/S
    • 10.4.1 Company Overview
    • 10.4.2 Recent strategies and developments:
      • 10.4.2.1 Partnerships, Collaborations, and Agreements:
    • 10.4.3 SWOT Analysis
  • 10.5 Paige AI, Inc.
    • 10.5.1 Company Overview
    • 10.5.2 Recent strategies and developments:
      • 10.5.2.1 Partnerships, Collaborations, and Agreements:
      • 10.5.2.2 Product Launches and Product Expansions:
    • 10.5.3 SWOT Analysis
  • 10.6 PathAI, Inc.
    • 10.6.1 Company Overview
    • 10.6.2 Recent strategies and developments:
      • 10.6.2.1 Partnerships, Collaborations, and Agreements:
    • 10.6.3 SWOT Analysis
  • 10.7 Aiforia Technologies Plc
    • 10.7.1 Company Overview
    • 10.7.2 Financial Analysis
    • 10.7.3 Recent strategies and developments:
      • 10.7.3.1 Partnerships, Collaborations, and Agreements:
    • 10.7.4 SWOT Analysis
  • 10.8 Indica Labs, Inc.
    • 10.8.1 Company Overview
    • 10.8.2 Recent strategies and developments:
      • 10.8.2.1 Partnerships, Collaborations, and Agreements:
    • 10.8.3 SWOT Analysis
  • 10.9 Optrascan, Inc. (Optra Ventures, LLC)
    • 10.9.1 Company Overview
    • 10.9.2 Recent strategies and developments:
      • 10.9.2.1 Partnerships, Collaborations, and Agreements:
      • 10.9.2.2 Product Launches and Product Expansions:
    • 10.9.3 SWOT Analysis
  • 10.10. MindPeak GmbH
    • 10.10.1 Company Overview
    • 10.10.2 Recent strategies and developments:
      • 10.10.2.1 Partnerships, Collaborations, and Agreements:
    • 10.10.3 SWOT Analysis

Chapter 11. Winning imperatives of AI in Pathology Market

LIST OF TABLES

  • TABLE 1 Global AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 2 Global AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 3 Global AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 4 Global AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 5 Global Convolutional neural networks (CNNs) Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 6 Global Convolutional neural networks (CNNs) Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 7 Global Generative adversarial networks (GANs) Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 8 Global Generative adversarial networks (GANs) Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 9 Global Recurrent neural networks (RNNs) Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 10 Global Recurrent neural networks (RNNs) Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 11 Global Others Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 12 Global Others Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 13 Global AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 14 Global AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 15 Global Drug Discovery Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 16 Global Drug Discovery Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 17 Global Disease Diagnosis & Prognosis Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 18 Global Disease Diagnosis & Prognosis Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 19 Global Clinical Workflow Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 20 Global Clinical Workflow Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 21 Global Others Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 22 Global Others Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 23 Global AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 24 Global AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 25 Global Pharmaceutical & Biotechnology Companies Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 26 Global Pharmaceutical & Biotechnology Companies Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 27 Global Hospitals & Reference Laboratories Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 28 Global Hospitals & Reference Laboratories Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 29 Global Academic & Research Institutes Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 30 Global Academic & Research Institutes Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 31 Global AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 32 Global AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 33 Global Scanners Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 34 Global Scanners Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 35 Global Software Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 36 Global Software Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 37 Global AI in Pathology Market, By Region, 2019 - 2022, USD Thousands
  • TABLE 38 Global AI in Pathology Market, By Region, 2023 - 2030, USD Thousands
  • TABLE 39 North America AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 40 North America AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 41 North America AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 42 North America AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 43 North America Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 44 North America Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 45 North America Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 46 North America Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 47 North America Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 48 North America Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 49 North America Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 50 North America Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 51 North America AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 52 North America AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 53 North America Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 54 North America Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 55 North America Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 56 North America Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 57 North America Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 58 North America Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 59 North America Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 60 North America Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 61 North America AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 62 North America AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 63 North America Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 64 North America Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 65 North America Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 66 North America Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 67 North America Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 68 North America Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 69 North America AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 70 North America AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 71 North America Scanners Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 72 North America Scanners Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 73 North America Software Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 74 North America Software Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 75 North America AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 76 North America AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 77 US AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 78 US AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 79 US AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 80 US AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 81 US AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 82 US AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 83 US AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 84 US AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 85 US AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 86 US AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 87 Canada AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 88 Canada AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 89 Canada AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 90 Canada AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 91 Canada AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 92 Canada AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 93 Canada AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 94 Canada AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 95 Canada AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 96 Canada AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 97 Mexico AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 98 Mexico AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 99 Mexico AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 100 Mexico AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 101 Mexico AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 102 Mexico AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 103 Mexico AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 104 Mexico AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 105 Mexico AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 106 Mexico AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 107 Rest of North America AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 108 Rest of North America AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 109 Rest of North America AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 110 Rest of North America AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 111 Rest of North America AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 112 Rest of North America AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 113 Rest of North America AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 114 Rest of North America AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 115 Rest of North America AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 116 Rest of North America AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 117 Europe AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 118 Europe AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 119 Europe AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 120 Europe AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 121 Europe Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 122 Europe Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 123 Europe Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 124 Europe Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 125 Europe Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 126 Europe Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 127 Europe Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 128 Europe Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 129 Europe AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 130 Europe AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 131 Europe Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 132 Europe Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 133 Europe Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 134 Europe Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 135 Europe Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 136 Europe Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 137 Europe Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 138 Europe Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 139 Europe AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 140 Europe AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 141 Europe Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 142 Europe Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 143 Europe Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 144 Europe Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 145 Europe Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 146 Europe Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 147 Europe AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 148 Europe AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 149 Europe Scanners Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 150 Europe Scanners Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 151 Europe Software Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 152 Europe Software Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 153 Europe AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 154 Europe AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 155 Germany AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 156 Germany AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 157 Germany AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 158 Germany AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 159 Germany AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 160 Germany AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 161 Germany AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 162 Germany AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 163 Germany AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 164 Germany AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 165 UK AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 166 UK AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 167 UK AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 168 UK AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 169 UK AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 170 UK AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 171 UK AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 172 UK AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 173 UK AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 174 UK AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 175 France AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 176 France AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 177 France AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 178 France AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 179 France AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 180 France AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 181 France AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 182 France AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 183 France AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 184 France AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 185 Russia AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 186 Russia AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 187 Russia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 188 Russia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 189 Russia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 190 Russia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 191 Russia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 192 Russia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 193 Russia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 194 Russia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 195 Spain AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 196 Spain AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 197 Spain AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 198 Spain AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 199 Spain AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 200 Spain AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 201 Spain AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 202 Spain AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 203 Spain AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 204 Spain AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 205 Italy AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 206 Italy AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 207 Italy AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 208 Italy AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 209 Italy AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 210 Italy AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 211 Italy AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 212 Italy AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 213 Italy AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 214 Italy AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 215 Rest of Europe AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 216 Rest of Europe AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 217 Rest of Europe AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 218 Rest of Europe AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 219 Rest of Europe AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 220 Rest of Europe AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 221 Rest of Europe AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 222 Rest of Europe AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 223 Rest of Europe AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 224 Rest of Europe AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 225 Asia Pacific AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 226 Asia Pacific AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 227 Asia Pacific AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 228 Asia Pacific AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 229 Asia Pacific Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 230 Asia Pacific Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 231 Asia Pacific Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 232 Asia Pacific Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 233 Asia Pacific Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 234 Asia Pacific Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 235 Asia Pacific Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 236 Asia Pacific Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 237 Asia Pacific AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 238 Asia Pacific AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 239 Asia Pacific Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 240 Asia Pacific Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 241 Asia Pacific Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 242 Asia Pacific Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 243 Asia Pacific Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 244 Asia Pacific Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 245 Asia Pacific Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 246 Asia Pacific Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 247 Asia Pacific AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 248 Asia Pacific AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 249 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 250 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 251 Asia Pacific Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 252 Asia Pacific Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 253 Asia Pacific Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 254 Asia Pacific Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 255 Asia Pacific AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 256 Asia Pacific AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 257 Asia Pacific Scanners Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 258 Asia Pacific Scanners Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 259 Asia Pacific Software Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 260 Asia Pacific Software Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 261 Asia Pacific AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 262 Asia Pacific AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 263 China AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 264 China AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 265 China AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 266 China AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 267 China AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 268 China AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 269 China AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 270 China AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 271 China AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 272 China AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 273 Japan AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 274 Japan AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 275 Japan AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 276 Japan AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 277 Japan AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 278 Japan AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 279 Japan AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 280 Japan AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 281 Japan AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 282 Japan AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 283 India AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 284 India AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 285 India AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 286 India AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 287 India AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 288 India AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 289 India AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 290 India AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 291 India AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 292 India AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 293 South Korea AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 294 South Korea AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 295 South Korea AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 296 South Korea AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 297 South Korea AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 298 South Korea AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 299 South Korea AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 300 South Korea AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 301 South Korea AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 302 South Korea AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 303 Singapore AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 304 Singapore AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 305 Singapore AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 306 Singapore AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 307 Singapore AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 308 Singapore AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 309 Singapore AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 310 Singapore AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 311 Singapore AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 312 Singapore AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 313 Malaysia AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 314 Malaysia AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 315 Malaysia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 316 Malaysia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 317 Malaysia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 318 Malaysia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 319 Malaysia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 320 Malaysia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 321 Malaysia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 322 Malaysia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 323 Rest of Asia Pacific AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 324 Rest of Asia Pacific AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 325 Rest of Asia Pacific AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 326 Rest of Asia Pacific AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 327 Rest of Asia Pacific AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 328 Rest of Asia Pacific AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 329 Rest of Asia Pacific AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 330 Rest of Asia Pacific AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 331 Rest of Asia Pacific AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 332 Rest of Asia Pacific AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 333 LAMEA AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 334 LAMEA AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 335 LAMEA AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 336 LAMEA AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 337 LAMEA Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 338 LAMEA Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 339 LAMEA Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 340 LAMEA Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 341 LAMEA Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 342 LAMEA Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 343 LAMEA Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 344 LAMEA Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 345 LAMEA AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 346 LAMEA AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 347 LAMEA Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 348 LAMEA Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 349 LAMEA Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 350 LAMEA Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 351 LAMEA Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 352 LAMEA Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 353 LAMEA Others Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 354 LAMEA Others Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 355 LAMEA AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 356 LAMEA AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 357 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 358 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 359 LAMEA Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 360 LAMEA Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 361 LAMEA Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 362 LAMEA Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 363 LAMEA AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 364 LAMEA AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 365 LAMEA Scanners Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 366 LAMEA Scanners Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 367 LAMEA Software Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 368 LAMEA Software Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 369 LAMEA AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
  • TABLE 370 LAMEA AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
  • TABLE 371 Brazil AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 372 Brazil AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 373 Brazil AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 374 Brazil AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 375 Brazil AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 376 Brazil AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 377 Brazil AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 378 Brazil AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 379 Brazil AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 380 Brazil AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 381 Argentina AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 382 Argentina AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 383 Argentina AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 384 Argentina AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 385 Argentina AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 386 Argentina AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 387 Argentina AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 388 Argentina AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 389 Argentina AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 390 Argentina AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 391 UAE AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 392 UAE AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 393 UAE AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 394 UAE AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 395 UAE AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 396 UAE AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 397 UAE AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 398 UAE AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 399 UAE AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 400 UAE AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 401 Saudi Arabia AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 402 Saudi Arabia AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 403 Saudi Arabia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 404 Saudi Arabia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 405 Saudi Arabia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 406 Saudi Arabia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 407 Saudi Arabia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 408 Saudi Arabia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 409 Saudi Arabia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 410 Saudi Arabia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 411 South Africa AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 412 South Africa AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 413 South Africa AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 414 South Africa AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 415 South Africa AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 416 South Africa AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 417 South Africa AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 418 South Africa AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 419 South Africa AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 420 South Africa AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 421 Nigeria AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 422 Nigeria AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 423 Nigeria AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 424 Nigeria AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 425 Nigeria AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 426 Nigeria AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 427 Nigeria AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 428 Nigeria AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 429 Nigeria AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 430 Nigeria AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 431 Rest of LAMEA AI in Pathology Market, 2019 - 2022, USD Thousands
  • TABLE 432 Rest of LAMEA AI in Pathology Market, 2023 - 2030, USD Thousands
  • TABLE 433 Rest of LAMEA AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
  • TABLE 434 Rest of LAMEA AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
  • TABLE 435 Rest of LAMEA AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
  • TABLE 436 Rest of LAMEA AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
  • TABLE 437 Rest of LAMEA AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
  • TABLE 438 Rest of LAMEA AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
  • TABLE 439 Rest of LAMEA AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
  • TABLE 440 Rest of LAMEA AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
  • TABLE 441 Key Information - Koninklijke Philips N.V.
  • TABLE 442 Key Information - F. Hoffmann-La Roche Ltd.
  • TABLE 443 Key Information - Hologic, Inc.
  • TABLE 444 Key Information - Visiopharm A/S
  • TABLE 445 Key Information -Paige AI, Inc.
  • TABLE 446 Key Information - PathAI, Inc.
  • TABLE 447 Key Information - Aiforia Technologies Plc
  • TABLE 448 Key Information - Indica Labs, Inc.
  • TABLE 449 Key Information - Optrascan, Inc.
  • TABLE 450 Key Information - MindPeak GmbH