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市場調查報告書
商品編碼
1587377

監控電腦視覺市場:按產品、組件分類 - 2025-2030 年全球預測

Computer Vision in Surveillance Market by Product (PC-Based Vision, Smart Cameras-Based Vision), Component (Hardware, Software) - Global Forecast 2025-2030

出版日期: | 出版商: 360iResearch | 英文 181 Pages | 商品交期: 最快1-2個工作天內

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2023年監控電腦視覺市場規模為33.3億美元,預計2024年將達36.4億美元,複合年成長率為9.51%,2030年將達63億美元。

監視電腦視覺是演算法和技術的應用,使電腦能夠解釋來自攝影機的視覺資料以監視和分析環境。這種先進的監控技術滿足了政府、零售、交通和醫療保健等各個領域對提高安全性、業務效率和自動化日益成長的需求。監控電腦視覺的需求是由其提供即時監控、減少人為錯誤和有效管理大量視覺資料的能力所驅動的。主要應用包括自動威脅偵測、臉部辨識、流量監控和可疑行為分析。最終用途範圍廣泛,實施範圍從使用先進的城市安全監控的智慧城市到尋求確保其場所和資產安全的私人公司。人工智慧和機器學習的進步、硬體成本的下降以及安全問題的增加推動了市場的成長。然而,隱私問題、資料保護條例和高昂的初始投資構成了重大挑戰。人工智慧主導的分析、邊緣運算和物聯網整合等創新領域存在潛在機會,可提供即時智慧洞察。公司應該尋求與人工智慧新興企業的合作關係,並投資雲端基礎的監控解決方案,以抓住這些機會。儘管存在道德問題和監管複雜性等限制,但智慧基礎設施的成長趨勢為異常檢測和預測分析等領域的開創性研究提供了肥沃的土壤。市場是動態的,其特點是技術快速進步和競爭壓力,推動營業單位不斷創新。希望發展業務的公司應專注於開發注重隱私的解決方案並增強與現有系統的互通性。總體而言,用於監控的電腦視覺徹底改變安全系統的潛力是巨大的,但應對挑戰需要策略調整和遠見。

主要市場統計
基準年[2023] 33.3億美元
預測年份 [2024] 36.4億美元
預測年份 [2030] 63億美元
複合年成長率(%) 9.51%

市場動態:揭示快速發展的監控電腦視覺市場的關鍵市場洞察

供需的動態交互作用正在改變監控電腦視覺市場。了解這些不斷變化的市場動態可以幫助企業做出明智的投資決策、策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險,同時消費行為及其對製造成本的影響以及對採購趨勢的影響。

  • 市場促進因素
    • 製造業和軍事等行業的採用率增加
    • 擴展深度學習神經網路整合
    • 家庭智慧安全技術支出增加
  • 市場限制因素
    • 軟體和組件高成本
  • 市場機會
    • 區塊鏈技術在監控領域的快速發展
    • 擴大轉向雲端基礎的影像處理和分析平台
  • 市場挑戰
    • 整合複雜性的挑戰

波特五力:駕馭監控電腦視覺市場的策略工具

波特的五力框架是理解市場競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢,解決弱點並避免潛在的挑戰,從而確保更強大的市場地位。

PESTLE分析:了解監控電腦視覺市場的外部影響

外部宏觀環境因素在塑造監控電腦視覺市場的績效動態方面發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素,公司可以更了解潛在的風險和機會。這種分析可以幫助企業預測法規、消費者偏好和經濟趨勢的變化,並為他們做出積極主動的決策做好準備。

市場佔有率分析 了解電腦視覺監控市場的競爭格局

監控電腦視覺市場的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢,為供應商提供了製定策略決策所需的洞察力,使他們能夠在日益激烈的競爭中佔有一席之地。

FPNV定位矩陣監控電腦視覺市場廠商績效評估

FPNV 定位矩陣是評估監控電腦視覺市場供應商的重要工具。此矩陣允許業務組織根據商務策略和產品滿意度評估供應商,從而做出與其目標相符的明智決策。這四個象限使您能夠清晰、準確地分類供應商,以確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析和建議繪製監控電腦視覺市場的成功之路

對於旨在加強其在全球市場的影響力的公司來說,對監控電腦視覺市場的策略分析至關重要。透過考慮關鍵資源、能力和績效指標,公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰,利用新的商機並取得長期成功。

本報告對市場進行了全面分析,涵蓋關鍵重點領域:

1. 市場滲透率:對當前市場環境的詳細審查、主要企業的廣泛資料、對其在市場中的影響力和整體影響力的評估。

2. 市場開拓:辨識新興市場的成長機會,評估現有領域的擴張潛力,並提供未來成長的策略藍圖。

3. 市場多元化:分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報:徹底分析競爭格局,檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新:重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題,以幫助相關人員做出明智的決策:

1.目前的市場規模和未來的成長預測是多少?

2. 哪些產品、區隔市場和地區提供最佳投資機會?

3.塑造市場的主要技術趨勢和監管影響是什麼?

4.主要廠商的市場佔有率和競爭地位如何?

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼?

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 製造業和軍事等領域的就業增加
      • 擴大深度學習神經網路的整合
      • 家庭智慧安全技術支出增加
    • 抑制因素
      • 軟體和組件成本高
    • 機會
      • 區塊鏈技術在監控領域的快速發展
      • 增加向雲端基礎的平台的遷移以進行影像處理和分析
    • 任務
      • 整合複雜性的挑戰
  • 市場區隔分析
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章監控電腦視覺市場:依產品

  • 基於PC的視覺
  • 基於智慧相機的視覺

第7章監控電腦視覺市場:依組成部分

  • 硬體
    • 相機
    • 影像擷取卡
    • 影像感測器
    • LED照明
    • 光學
    • 處理器
  • 軟體

第8章美洲監控電腦視覺市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第9章亞太監控電腦視覺市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第10章 歐洲、中東和非洲監控電腦視覺市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第11章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣,2023
  • 競爭情境分析
  • 戰略分析和建議

公司名單

  • Baumer Ltd.
  • CEVA, Inc.
  • Chooch Intelligence Technologies Co.
  • Cognex Corporation
  • DeepX
  • Intel Corporation
  • International Business Machine Corporation
  • Keyence Corporation
  • NATIONAL INSTRUMENTS CORP.
  • OMRON Corporation
  • PIXELINK, Inc.
  • Sony Semiconductor Solutions by Sony Corporation
  • Teledyne Technologies Company
  • Texas Instruments Incorporated
  • Tordivel AS
Product Code: MRR-43470FC60833

The Computer Vision in Surveillance Market was valued at USD 3.33 billion in 2023, expected to reach USD 3.64 billion in 2024, and is projected to grow at a CAGR of 9.51%, to USD 6.30 billion by 2030.

Computer vision in surveillance is the application of algorithms and technologies that enable computers to interpret visual data from cameras to monitor and analyze environments. This advanced surveillance technique meets the growing need for enhanced security, operational efficiency, and automation in various sectors such as government, retail, transportation, and healthcare. The necessity of computer vision in surveillance stems from its ability to provide real-time monitoring, reduce human error, and manage vast amounts of visual data effectively. Key applications include automated threat detection, facial recognition, traffic monitoring, and suspicious behavior analysis. The end-use scope is expansive, with implementations ranging from smart cities, which utilize advanced monitoring for urban safety, to private enterprises seeking to secure premises and assets. Market growth is driven by advancements in AI and machine learning, declining costs of hardware, and heightened security concerns. However, privacy issues, data protection regulations, and the high initial investment required pose significant challenges. Potential opportunities lie in innovations like AI-driven analytics, edge computing, and the integration of IoT to provide real-time, intelligent insights. Companies should explore partnerships with AI startups and invest in cloud-based surveillance solutions to seize these opportunities. Despite limitations such as ethical concerns and regulatory complexities, the rising trend of smart infrastructure provides a fertile ground for pioneering research in areas like anomaly detection and predictive analytics. The market is dynamic, characterized by rapid technological advancements and competitive pressures, pushing entities to innovate continuously. Firms aiming for business growth should focus on developing privacy-centric solutions and enhancing interoperability with existing systems. Overall, there's immense potential for computer vision in surveillance to revolutionize security systems, although navigating its challenges requires strategic adaptation and foresight.

KEY MARKET STATISTICS
Base Year [2023] USD 3.33 billion
Estimated Year [2024] USD 3.64 billion
Forecast Year [2030] USD 6.30 billion
CAGR (%) 9.51%

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Computer Vision in Surveillance Market

The Computer Vision in Surveillance Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

  • Market Drivers
    • Rising adoption in sectors such as manufacturing and military
    • Growing integration of deep learning neural networks
    • Increasing spending for home smart security technologies
  • Market Restraints
    • High cost of the software and components
  • Market Opportunities
    • Rapid advancements in blockchain technology in surveillance
    • Increasing shift to cloud-based platforms for image processing and analytics
  • Market Challenges
    • Challenges associated with integration complexities

Porter's Five Forces: A Strategic Tool for Navigating the Computer Vision in Surveillance Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Computer Vision in Surveillance Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Computer Vision in Surveillance Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Computer Vision in Surveillance Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Computer Vision in Surveillance Market

A detailed market share analysis in the Computer Vision in Surveillance Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Computer Vision in Surveillance Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Computer Vision in Surveillance Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Computer Vision in Surveillance Market

A strategic analysis of the Computer Vision in Surveillance Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Computer Vision in Surveillance Market, highlighting leading vendors and their innovative profiles. These include Baumer Ltd., CEVA, Inc., Chooch Intelligence Technologies Co., Cognex Corporation, DeepX, Intel Corporation, International Business Machine Corporation, Keyence Corporation, NATIONAL INSTRUMENTS CORP., OMRON Corporation, PIXELINK, Inc., Sony Semiconductor Solutions by Sony Corporation, Teledyne Technologies Company, Texas Instruments Incorporated, and Tordivel AS.

Market Segmentation & Coverage

This research report categorizes the Computer Vision in Surveillance Market to forecast the revenues and analyze trends in each of the following sub-markets:

  • Based on Product, market is studied across PC-Based Vision and Smart Cameras-Based Vision.
  • Based on Component, market is studied across Hardware and Software. The Hardware is further studied across Cameras, Frame Grabbers, Image Sensors, LED Lighting, Optics, and Processors.
  • Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

  • 1.1. Objectives of the Study
  • 1.2. Market Segmentation & Coverage
  • 1.3. Years Considered for the Study
  • 1.4. Currency & Pricing
  • 1.5. Language
  • 1.6. Stakeholders

2. Research Methodology

  • 2.1. Define: Research Objective
  • 2.2. Determine: Research Design
  • 2.3. Prepare: Research Instrument
  • 2.4. Collect: Data Source
  • 2.5. Analyze: Data Interpretation
  • 2.6. Formulate: Data Verification
  • 2.7. Publish: Research Report
  • 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

  • 5.1. Market Dynamics
    • 5.1.1. Drivers
      • 5.1.1.1. Rising adoption in sectors such as manufacturing and military
      • 5.1.1.2. Growing integration of deep learning neural networks
      • 5.1.1.3. Increasing spending for home smart security technologies
    • 5.1.2. Restraints
      • 5.1.2.1. High cost of the software and components
    • 5.1.3. Opportunities
      • 5.1.3.1. Rapid advancements in blockchain technology in surveillance
      • 5.1.3.2. Increasing shift to cloud-based platforms for image processing and analytics
    • 5.1.4. Challenges
      • 5.1.4.1. Challenges associated with integration complexities
  • 5.2. Market Segmentation Analysis
  • 5.3. Porter's Five Forces Analysis
    • 5.3.1. Threat of New Entrants
    • 5.3.2. Threat of Substitutes
    • 5.3.3. Bargaining Power of Customers
    • 5.3.4. Bargaining Power of Suppliers
    • 5.3.5. Industry Rivalry
  • 5.4. PESTLE Analysis
    • 5.4.1. Political
    • 5.4.2. Economic
    • 5.4.3. Social
    • 5.4.4. Technological
    • 5.4.5. Legal
    • 5.4.6. Environmental

6. Computer Vision in Surveillance Market, by Product

  • 6.1. Introduction
  • 6.2. PC-Based Vision
  • 6.3. Smart Cameras-Based Vision

7. Computer Vision in Surveillance Market, by Component

  • 7.1. Introduction
  • 7.2. Hardware
    • 7.2.1. Cameras
    • 7.2.2. Frame Grabbers
    • 7.2.3. Image Sensors
    • 7.2.4. LED Lighting
    • 7.2.5. Optics
    • 7.2.6. Processors
  • 7.3. Software

8. Americas Computer Vision in Surveillance Market

  • 8.1. Introduction
  • 8.2. Argentina
  • 8.3. Brazil
  • 8.4. Canada
  • 8.5. Mexico
  • 8.6. United States

9. Asia-Pacific Computer Vision in Surveillance Market

  • 9.1. Introduction
  • 9.2. Australia
  • 9.3. China
  • 9.4. India
  • 9.5. Indonesia
  • 9.6. Japan
  • 9.7. Malaysia
  • 9.8. Philippines
  • 9.9. Singapore
  • 9.10. South Korea
  • 9.11. Taiwan
  • 9.12. Thailand
  • 9.13. Vietnam

10. Europe, Middle East & Africa Computer Vision in Surveillance Market

  • 10.1. Introduction
  • 10.2. Denmark
  • 10.3. Egypt
  • 10.4. Finland
  • 10.5. France
  • 10.6. Germany
  • 10.7. Israel
  • 10.8. Italy
  • 10.9. Netherlands
  • 10.10. Nigeria
  • 10.11. Norway
  • 10.12. Poland
  • 10.13. Qatar
  • 10.14. Russia
  • 10.15. Saudi Arabia
  • 10.16. South Africa
  • 10.17. Spain
  • 10.18. Sweden
  • 10.19. Switzerland
  • 10.20. Turkey
  • 10.21. United Arab Emirates
  • 10.22. United Kingdom

11. Competitive Landscape

  • 11.1. Market Share Analysis, 2023
  • 11.2. FPNV Positioning Matrix, 2023
  • 11.3. Competitive Scenario Analysis
  • 11.4. Strategy Analysis & Recommendation

Companies Mentioned

  • 1. Baumer Ltd.
  • 2. CEVA, Inc.
  • 3. Chooch Intelligence Technologies Co.
  • 4. Cognex Corporation
  • 5. DeepX
  • 6. Intel Corporation
  • 7. International Business Machine Corporation
  • 8. Keyence Corporation
  • 9. NATIONAL INSTRUMENTS CORP.
  • 10. OMRON Corporation
  • 11. PIXELINK, Inc.
  • 12. Sony Semiconductor Solutions by Sony Corporation
  • 13. Teledyne Technologies Company
  • 14. Texas Instruments Incorporated
  • 15. Tordivel AS

LIST OF FIGURES

  • FIGURE 1. COMPUTER VISION IN SURVEILLANCE MARKET RESEARCH PROCESS
  • FIGURE 2. COMPUTER VISION IN SURVEILLANCE MARKET SIZE, 2023 VS 2030
  • FIGURE 3. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, 2018-2030 (USD MILLION)
  • FIGURE 4. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 5. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 6. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2023 VS 2030 (%)
  • FIGURE 7. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 8. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2023 VS 2030 (%)
  • FIGURE 9. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 10. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 11. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 12. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY STATE, 2023 VS 2030 (%)
  • FIGURE 13. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 14. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 15. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 16. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
  • FIGURE 17. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
  • FIGURE 18. COMPUTER VISION IN SURVEILLANCE MARKET SHARE, BY KEY PLAYER, 2023
  • FIGURE 19. COMPUTER VISION IN SURVEILLANCE MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

  • TABLE 1. COMPUTER VISION IN SURVEILLANCE MARKET SEGMENTATION & COVERAGE
  • TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
  • TABLE 3. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, 2018-2030 (USD MILLION)
  • TABLE 4. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 5. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 6. COMPUTER VISION IN SURVEILLANCE MARKET DYNAMICS
  • TABLE 7. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 8. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PC-BASED VISION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 9. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY SMART CAMERAS-BASED VISION, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 10. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 11. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 12. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY CAMERAS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 13. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY FRAME GRABBERS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 14. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY IMAGE SENSORS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 15. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY LED LIGHTING, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 16. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY OPTICS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 17. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PROCESSORS, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 18. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 19. GLOBAL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
  • TABLE 20. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 21. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 22. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 23. AMERICAS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 24. ARGENTINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 25. ARGENTINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 26. ARGENTINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 27. BRAZIL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 28. BRAZIL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 29. BRAZIL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 30. CANADA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 31. CANADA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 32. CANADA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 33. MEXICO COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 34. MEXICO COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 35. MEXICO COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 36. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 37. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 38. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 39. UNITED STATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
  • TABLE 40. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 41. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 42. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 43. ASIA-PACIFIC COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 44. AUSTRALIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 45. AUSTRALIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 46. AUSTRALIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 47. CHINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 48. CHINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 49. CHINA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 50. INDIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 51. INDIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 52. INDIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 53. INDONESIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 54. INDONESIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 55. INDONESIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 56. JAPAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 57. JAPAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 58. JAPAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 59. MALAYSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 60. MALAYSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 61. MALAYSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 62. PHILIPPINES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 63. PHILIPPINES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 64. PHILIPPINES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 65. SINGAPORE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 66. SINGAPORE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 67. SINGAPORE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 68. SOUTH KOREA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 69. SOUTH KOREA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 70. SOUTH KOREA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 71. TAIWAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 72. TAIWAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 73. TAIWAN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 74. THAILAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 75. THAILAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 76. THAILAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 77. VIETNAM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 78. VIETNAM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 79. VIETNAM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 80. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 81. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 82. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 83. EUROPE, MIDDLE EAST & AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
  • TABLE 84. DENMARK COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 85. DENMARK COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 86. DENMARK COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 87. EGYPT COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 88. EGYPT COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 89. EGYPT COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 90. FINLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 91. FINLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 92. FINLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 93. FRANCE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 94. FRANCE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 95. FRANCE COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 96. GERMANY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 97. GERMANY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 98. GERMANY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 99. ISRAEL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 100. ISRAEL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 101. ISRAEL COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 102. ITALY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 103. ITALY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 104. ITALY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 105. NETHERLANDS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 106. NETHERLANDS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 107. NETHERLANDS COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 108. NIGERIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 109. NIGERIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 110. NIGERIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 111. NORWAY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 112. NORWAY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 113. NORWAY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 114. POLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 115. POLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 116. POLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 117. QATAR COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 118. QATAR COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 119. QATAR COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 120. RUSSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 121. RUSSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 122. RUSSIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 123. SAUDI ARABIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 124. SAUDI ARABIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 125. SAUDI ARABIA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 126. SOUTH AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 127. SOUTH AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 128. SOUTH AFRICA COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 129. SPAIN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 130. SPAIN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 131. SPAIN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 132. SWEDEN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 133. SWEDEN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 134. SWEDEN COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 135. SWITZERLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 136. SWITZERLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 137. SWITZERLAND COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 138. TURKEY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 139. TURKEY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 140. TURKEY COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 141. UNITED ARAB EMIRATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 142. UNITED ARAB EMIRATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 143. UNITED ARAB EMIRATES COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 144. UNITED KINGDOM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY PRODUCT, 2018-2030 (USD MILLION)
  • TABLE 145. UNITED KINGDOM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY COMPONENT, 2018-2030 (USD MILLION)
  • TABLE 146. UNITED KINGDOM COMPUTER VISION IN SURVEILLANCE MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
  • TABLE 147. COMPUTER VISION IN SURVEILLANCE MARKET SHARE, BY KEY PLAYER, 2023
  • TABLE 148. COMPUTER VISION IN SURVEILLANCE MARKET, FPNV POSITIONING MATRIX, 2023